examples/deeplabv3p/cityscapes/deeplabv3p_resnet101_os8.sh
2020-11-05 14:20:28 [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
------------------------------------------------
2020-11-05 14:20:28 [INFO]
---------------Config Information---------------
batch_size: 2
iters: 80000
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:
align_corners: true
aspp_out_channels: 256
aspp_ratios:
- 1
- 12
- 24
- 36
backbone:
multi_grid:
- 1
- 2
- 4
output_stride: 8
pretrained: https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
type: ResNet101_vd
backbone_indices:
- 0
- 3
num_classes: 19
pretrained: null
type: DeepLabV3P
optimizer:
momentum: 0.9
type: sgd
weight_decay: 4.0e-05
train_dataset:
dataset_root: data/cityscapes
mode: train
transforms:
- max_scale_factor: 2.0
min_scale_factor: 0.5
scale_step_size: 0.25
type: ResizeStepScaling
- crop_size:
- 769
- 769
type: RandomPaddingCrop
- type: RandomHorizontalFlip
- brightness_range: 0.4
contrast_range: 0.4
saturation_range: 0.4
type: RandomDistort
- type: Normalize
type: Cityscapes
val_dataset:
dataset_root: data/cityscapes
mode: val
transforms:
- target_size:
- 2049
- 1025
type: Padding
- type: Normalize
type: Cityscapes
------------------------------------------------
2020-11-05 14:20:33 [INFO] Loading pretrained model from https://bj.bcebos.com/paddleseg/dygraph/resnet101_vd_ssld.tar.gz
2020-11-05 14:20:35 [INFO] There are 530/530 variables loaded into ResNet_vd.
2020-11-05 14:20:59 [INFO] [TRAIN] epoch=1, iter=10/80000, loss=1.9533, lr=0.009999, batch_cost=1.7426, reader_cost=0.1952 | ETA 38:43:08
2020-11-05 14:21:10 [INFO] [TRAIN] epoch=1, iter=20/80000, loss=1.5420, lr=0.009998, batch_cost=1.0399, reader_cost=0.0005 | ETA 23:06:10
2020-11-05 14:21:22 [INFO] [TRAIN] epoch=1, iter=30/80000, loss=0.8921, lr=0.009997, batch_cost=1.1975, reader_cost=0.0002 | ETA 26:36:04
2020-11-05 14:21:33 [INFO] [TRAIN] epoch=1, iter=40/80000, loss=0.9897, lr=0.009996, batch_cost=1.1161, reader_cost=0.0002 | ETA 24:47:21
2020-11-05 14:21:46 [INFO] [TRAIN] epoch=1, iter=50/80000, loss=1.1140, lr=0.009994, batch_cost=1.3332, reader_cost=0.0002 | ETA 29:36:26
2020-11-05 14:21:57 [INFO] [TRAIN] epoch=1, iter=60/80000, loss=1.2243, lr=0.009993, batch_cost=1.0712, reader_cost=0.0002 | ETA 23:47:10
2020-11-05 14:22:09 [INFO] [TRAIN] epoch=1, iter=70/80000, loss=1.0489, lr=0.009992, batch_cost=1.2160, reader_cost=0.0002 | ETA 26:59:57
2020-11-05 14:22:20 [INFO] [TRAIN] epoch=1, iter=80/80000, loss=0.9593, lr=0.009991, batch_cost=1.0941, reader_cost=0.0002 | ETA 24:17:18
2020-11-05 14:22:31 [INFO] [TRAIN] epoch=1, iter=90/80000, loss=0.9584, lr=0.009990, batch_cost=1.0786, reader_cost=0.0010 | ETA 23:56:28
2020-11-05 14:22:42 [INFO] [TRAIN] epoch=1, iter=100/80000, loss=0.8207, lr=0.009989, batch_cost=1.0661, reader_cost=0.0002 | ETA 23:39:39
2020-11-05 14:22:52 [INFO] [TRAIN] epoch=1, iter=110/80000, loss=0.6363, lr=0.009988, batch_cost=1.0453, reader_cost=0.0002 | ETA 23:11:47
2020-11-05 14:23:03 [INFO] [TRAIN] epoch=1, iter=120/80000, loss=0.7674, lr=0.009987, batch_cost=1.0454, reader_cost=0.0002 | ETA 23:11:48
2020-11-05 14:23:13 [INFO] [TRAIN] epoch=1, iter=130/80000, loss=0.7907, lr=0.009985, batch_cost=1.0761, reader_cost=0.0002 | ETA 23:52:31
2020-11-05 14:23:24 [INFO] [TRAIN] epoch=1, iter=140/80000, loss=0.5996, lr=0.009984, batch_cost=1.0416, reader_cost=0.0002 | ETA 23:06:22
2020-11-05 14:23:34 [INFO] [TRAIN] epoch=1, iter=150/80000, loss=0.5397, lr=0.009983, batch_cost=1.0434, reader_cost=0.0002 | ETA 23:08:33
2020-11-05 14:23:45 [INFO] [TRAIN] epoch=1, iter=160/80000, loss=0.7375, lr=0.009982, batch_cost=1.0734, reader_cost=0.0002 | ETA 23:48:21
2020-11-05 14:23:56 [INFO] [TRAIN] epoch=1, iter=170/80000, loss=0.5008, lr=0.009981, batch_cost=1.1270, reader_cost=0.0002 | ETA 24:59:29
2020-11-05 14:24:06 [INFO] [TRAIN] epoch=1, iter=180/80000, loss=0.7356, lr=0.009980, batch_cost=1.0324, reader_cost=0.0002 | ETA 22:53:30
2020-11-05 14:24:17 [INFO] [TRAIN] epoch=1, iter=190/80000, loss=0.6554, lr=0.009979, batch_cost=1.0308, reader_cost=0.0002 | ETA 22:51:11
2020-11-05 14:24:28 [INFO] [TRAIN] epoch=1, iter=200/80000, loss=0.7048, lr=0.009978, batch_cost=1.1258, reader_cost=0.0002 | ETA 24:57:22
2020-11-05 14:24:38 [INFO] [TRAIN] epoch=1, iter=210/80000, loss=0.6678, lr=0.009976, batch_cost=1.0128, reader_cost=0.0003 | ETA 22:26:53
2020-11-05 14:24:51 [INFO] [TRAIN] epoch=1, iter=220/80000, loss=0.5983, lr=0.009975, batch_cost=1.3270, reader_cost=0.0003 | ETA 29:24:28
2020-11-05 14:25:08 [INFO] [TRAIN] epoch=1, iter=230/80000, loss=0.4235, lr=0.009974, batch_cost=1.6721, reader_cost=0.0014 | ETA 37:03:05
2020-11-05 14:25:26 [INFO] [TRAIN] epoch=1, iter=240/80000, loss=0.5430, lr=0.009973, batch_cost=1.7359, reader_cost=0.0008 | ETA 38:27:35
2020-11-05 14:25:36 [INFO] [TRAIN] epoch=1, iter=250/80000, loss=0.6501, lr=0.009972, batch_cost=1.0076, reader_cost=0.0014 | ETA 22:19:15
2020-11-05 14:25:47 [INFO] [TRAIN] epoch=1, iter=260/80000, loss=0.5640, lr=0.009971, batch_cost=1.1459, reader_cost=0.0002 | ETA 25:22:50
2020-11-05 14:25:58 [INFO] [TRAIN] epoch=1, iter=270/80000, loss=0.6377, lr=0.009970, batch_cost=1.0879, reader_cost=0.0002 | ETA 24:05:36
2020-11-05 14:26:08 [INFO] [TRAIN] epoch=1, iter=280/80000, loss=0.4254, lr=0.009969, batch_cost=1.0302, reader_cost=0.0002 | ETA 22:48:44
2020-11-05 14:26:19 [INFO] [TRAIN] epoch=1, iter=290/80000, loss=0.5134, lr=0.009967, batch_cost=1.0712, reader_cost=0.0013 | ETA 23:43:07
2020-11-05 14:26:29 [INFO] [TRAIN] epoch=1, iter=300/80000, loss=0.4539, lr=0.009966, batch_cost=1.0484, reader_cost=0.0002 | ETA 23:12:37
2020-11-05 14:26:39 [INFO] [TRAIN] epoch=1, iter=310/80000, loss=0.4554, lr=0.009965, batch_cost=0.9873, reader_cost=0.0002 | ETA 21:51:19
2020-11-05 14:26:50 [INFO] [TRAIN] epoch=1, iter=320/80000, loss=0.3110, lr=0.009964, batch_cost=1.0222, reader_cost=0.0002 | ETA 22:37:30
2020-11-05 14:27:00 [INFO] [TRAIN] epoch=1, iter=330/80000, loss=0.3459, lr=0.009963, batch_cost=1.0348, reader_cost=0.0005 | ETA 22:54:06
2020-11-05 14:27:10 [INFO] [TRAIN] epoch=1, iter=340/80000, loss=0.4639, lr=0.009962, batch_cost=1.0143, reader_cost=0.0002 | ETA 22:26:36
2020-11-05 14:27:20 [INFO] [TRAIN] epoch=1, iter=350/80000, loss=0.5506, lr=0.009961, batch_cost=1.0251, reader_cost=0.0002 | ETA 22:40:52
2020-11-05 14:27:31 [INFO] [TRAIN] epoch=1, iter=360/80000, loss=0.4564, lr=0.009960, batch_cost=1.0314, reader_cost=0.0002 | ETA 22:48:59
2020-11-05 14:27:43 [INFO] [TRAIN] epoch=1, iter=370/80000, loss=0.4436, lr=0.009958, batch_cost=1.2136, reader_cost=0.0001 | ETA 26:50:39
2020-11-05 14:27:56 [INFO] [TRAIN] epoch=2, iter=380/80000, loss=0.6449, lr=0.009957, batch_cost=1.3014, reader_cost=0.1101 | ETA 28:46:55
2020-11-05 14:28:07 [INFO] [TRAIN] epoch=2, iter=390/80000, loss=0.6261, lr=0.009956, batch_cost=1.0913, reader_cost=0.0005 | ETA 24:07:56
2020-11-05 14:28:17 [INFO] [TRAIN] epoch=2, iter=400/80000, loss=0.5228, lr=0.009955, batch_cost=1.0398, reader_cost=0.0002 | ETA 22:59:30
2020-11-05 14:28:28 [INFO] [TRAIN] epoch=2, iter=410/80000, loss=0.4357, lr=0.009954, batch_cost=1.0573, reader_cost=0.0002 | ETA 23:22:32
2020-11-05 14:28:38 [INFO] [TRAIN] epoch=2, iter=420/80000, loss=0.4766, lr=0.009953, batch_cost=1.0383, reader_cost=0.0002 | ETA 22:57:10
2020-11-05 14:28:48 [INFO] [TRAIN] epoch=2, iter=430/80000, loss=0.8901, lr=0.009952, batch_cost=1.0014, reader_cost=0.0002 | ETA 22:08:04
2020-11-05 14:28:58 [INFO] [TRAIN] epoch=2, iter=440/80000, loss=0.5667, lr=0.009951, batch_cost=1.0116, reader_cost=0.0002 | ETA 22:21:25
2020-11-05 14:29:08 [INFO] [TRAIN] epoch=2, iter=450/80000, loss=0.5143, lr=0.009949, batch_cost=1.0012, reader_cost=0.0002 | ETA 22:07:28
2020-11-05 14:29:18 [INFO] [TRAIN] epoch=2, iter=460/80000, loss=0.4450, lr=0.009948, batch_cost=1.0258, reader_cost=0.0002 | ETA 22:39:52
2020-11-05 14:29:29 [INFO] [TRAIN] epoch=2, iter=470/80000, loss=0.7079, lr=0.009947, batch_cost=1.0508, reader_cost=0.0002 | ETA 23:12:51
2020-11-05 14:29:40 [INFO] [TRAIN] epoch=2, iter=480/80000, loss=0.3333, lr=0.009946, batch_cost=1.0583, reader_cost=0.0002 | ETA 23:22:36
2020-11-05 14:29:51 [INFO] [TRAIN] epoch=2, iter=490/80000, loss=0.4308, lr=0.009945, batch_cost=1.1066, reader_cost=0.0002 | ETA 24:26:24
2020-11-05 14:30:03 [INFO] [TRAIN] epoch=2, iter=500/80000, loss=0.3380, lr=0.009944, batch_cost=1.2306, reader_cost=0.0002 | ETA 27:10:33
2020-11-05 14:30:17 [INFO] [TRAIN] epoch=2, iter=510/80000, loss=0.3755, lr=0.009943, batch_cost=1.4206, reader_cost=0.0003 | ETA 31:22:00
2020-11-05 14:30:32 [INFO] [TRAIN] epoch=2, iter=520/80000, loss=0.3530, lr=0.009942, batch_cost=1.4631, reader_cost=0.0002 | ETA 32:18:09
2020-11-05 14:30:43 [INFO] [TRAIN] epoch=2, iter=530/80000, loss=0.4018, lr=0.009940, batch_cost=1.0925, reader_cost=0.0002 | ETA 24:06:57
2020-11-05 14:30:53 [INFO] [TRAIN] epoch=2, iter=540/80000, loss=0.3358, lr=0.009939, batch_cost=1.0235, reader_cost=0.0002 | ETA 22:35:25
2020-11-05 14:31:04 [INFO] [TRAIN] epoch=2, iter=550/80000, loss=0.3706, lr=0.009938, batch_cost=1.1549, reader_cost=0.0002 | ETA 25:29:18
2020-11-05 14:31:16 [INFO] [TRAIN] epoch=2, iter=560/80000, loss=0.3963, lr=0.009937, batch_cost=1.1417, reader_cost=0.0002 | ETA 25:11:35
2020-11-05 14:31:27 [INFO] [TRAIN] epoch=2, iter=570/80000, loss=0.3506, lr=0.009936, batch_cost=1.0905, reader_cost=0.0002 | ETA 24:03:36
2020-11-05 14:31:38 [INFO] [TRAIN] epoch=2, iter=580/80000, loss=0.4720, lr=0.009935, batch_cost=1.1617, reader_cost=0.0002 | ETA 25:37:42
2020-11-05 14:31:49 [INFO] [TRAIN] epoch=2, iter=590/80000, loss=0.6230, lr=0.009934, batch_cost=1.0529, reader_cost=0.0002 | ETA 23:13:31
2020-11-05 14:32:00 [INFO] [TRAIN] epoch=2, iter=600/80000, loss=0.3010, lr=0.009933, batch_cost=1.0702, reader_cost=0.0002 | ETA 23:36:15
2020-11-05 14:32:10 [INFO] [TRAIN] epoch=2, iter=610/80000, loss=0.3308, lr=0.009931, batch_cost=1.0330, reader_cost=0.0002 | ETA 22:46:47
2020-11-05 14:32:20 [INFO] [TRAIN] epoch=2, iter=620/80000, loss=0.2838, lr=0.009930, batch_cost=1.0330, reader_cost=0.0002 | ETA 22:46:37
2020-11-05 14:32:31 [INFO] [TRAIN] epoch=2, iter=630/80000, loss=0.5169, lr=0.009929, batch_cost=1.0329, reader_cost=0.0002 | ETA 22:46:23
2020-11-05 14:32:41 [INFO] [TRAIN] epoch=2, iter=640/80000, loss=0.7233, lr=0.009928, batch_cost=1.0277, reader_cost=0.0002 | ETA 22:39:17
2020-11-05 14:32:51 [INFO] [TRAIN] epoch=2, iter=650/80000, loss=0.3486, lr=0.009927, batch_cost=1.0132, reader_cost=0.0027 | ETA 22:20:00
2020-11-05 14:33:01 [INFO] [TRAIN] epoch=2, iter=660/80000, loss=0.3809, lr=0.009926, batch_cost=1.0148, reader_cost=0.0002 | ETA 22:21:56
2020-11-05 14:33:12 [INFO] [TRAIN] epoch=2, iter=670/80000, loss=0.4138, lr=0.009925, batch_cost=1.1276, reader_cost=0.0002 | ETA 24:50:55
2020-11-05 14:33:23 [INFO] [TRAIN] epoch=2, iter=680/80000, loss=0.3398, lr=0.009924, batch_cost=1.0791, reader_cost=0.0002 | ETA 23:46:33
2020-11-05 14:33:33 [INFO] [TRAIN] epoch=2, iter=690/80000, loss=0.3374, lr=0.009922, batch_cost=1.0094, reader_cost=0.0002 | ETA 22:14:12
2020-11-05 14:33:44 [INFO] [TRAIN] epoch=2, iter=700/80000, loss=0.4117, lr=0.009921, batch_cost=1.0300, reader_cost=0.0002 | ETA 22:41:21
2020-11-05 14:33:54 [INFO] [TRAIN] epoch=2, iter=710/80000, loss=0.5715, lr=0.009920, batch_cost=1.0472, reader_cost=0.0002 | ETA 23:03:53
2020-11-05 14:34:05 [INFO] [TRAIN] epoch=2, iter=720/80000, loss=0.2893, lr=0.009919, batch_cost=1.0822, reader_cost=0.0001 | ETA 23:49:57
2020-11-05 14:34:16 [INFO] [TRAIN] epoch=2, iter=730/80000, loss=0.4861, lr=0.009918, batch_cost=1.0791, reader_cost=0.0002 | ETA 23:45:39
2020-11-05 14:34:26 [INFO] [TRAIN] epoch=2, iter=740/80000, loss=0.5146, lr=0.009917, batch_cost=1.0412, reader_cost=0.0001 | ETA 22:55:24
2020-11-05 14:34:39 [INFO] [TRAIN] epoch=3, iter=750/80000, loss=0.3957, lr=0.009916, batch_cost=1.2770, reader_cost=0.1187 | ETA 28:06:45
2020-11-05 14:34:50 [INFO] [TRAIN] epoch=3, iter=760/80000, loss=0.3654, lr=0.009915, batch_cost=1.1521, reader_cost=0.0005 | ETA 25:21:30
2020-11-05 14:35:01 [INFO] [TRAIN] epoch=3, iter=770/80000, loss=0.5219, lr=0.009913, batch_cost=1.0883, reader_cost=0.0003 | ETA 23:57:07
2020-11-05 14:35:12 [INFO] [TRAIN] epoch=3, iter=780/80000, loss=0.2694, lr=0.009912, batch_cost=1.0556, reader_cost=0.0002 | ETA 23:13:47
2020-11-05 14:35:23 [INFO] [TRAIN] epoch=3, iter=790/80000, loss=0.3162, lr=0.009911, batch_cost=1.0738, reader_cost=0.0002 | ETA 23:37:38
2020-11-05 14:35:33 [INFO] [TRAIN] epoch=3, iter=800/80000, loss=0.5554, lr=0.009910, batch_cost=1.0161, reader_cost=0.0002 | ETA 22:21:17
2020-11-05 14:35:44 [INFO] [TRAIN] epoch=3, iter=810/80000, loss=0.3828, lr=0.009909, batch_cost=1.0743, reader_cost=0.0002 | ETA 23:37:56
2020-11-05 14:35:58 [INFO] [TRAIN] epoch=3, iter=820/80000, loss=0.4979, lr=0.009908, batch_cost=1.4256, reader_cost=0.0002 | ETA 31:21:16
2020-11-05 14:36:09 [INFO] [TRAIN] epoch=3, iter=830/80000, loss=0.2881, lr=0.009907, batch_cost=1.1244, reader_cost=0.0002 | ETA 24:43:42
2020-11-05 14:36:19 [INFO] [TRAIN] epoch=3, iter=840/80000, loss=0.3743, lr=0.009906, batch_cost=1.0307, reader_cost=0.0002 | ETA 22:39:48
2020-11-05 14:36:30 [INFO] [TRAIN] epoch=3, iter=850/80000, loss=0.2879, lr=0.009904, batch_cost=1.0348, reader_cost=0.0002 | ETA 22:45:00
2020-11-05 14:36:40 [INFO] [TRAIN] epoch=3, iter=860/80000, loss=0.2578, lr=0.009903, batch_cost=1.0279, reader_cost=0.0003 | ETA 22:35:51
2020-11-05 14:36:51 [INFO] [TRAIN] epoch=3, iter=870/80000, loss=0.3653, lr=0.009902, batch_cost=1.0598, reader_cost=0.0002 | ETA 23:17:43
2020-11-05 14:37:01 [INFO] [TRAIN] epoch=3, iter=880/80000, loss=0.4365, lr=0.009901, batch_cost=1.0374, reader_cost=0.0002 | ETA 22:47:57
2020-11-05 14:37:11 [INFO] [TRAIN] epoch=3, iter=890/80000, loss=0.4168, lr=0.009900, batch_cost=1.0094, reader_cost=0.0002 | ETA 22:10:57
2020-11-05 14:37:21 [INFO] [TRAIN] epoch=3, iter=900/80000, loss=0.2250, lr=0.009899, batch_cost=1.0306, reader_cost=0.0002 | ETA 22:38:39
2020-11-05 14:37:32 [INFO] [TRAIN] epoch=3, iter=910/80000, loss=0.3528, lr=0.009898, batch_cost=1.0309, reader_cost=0.0002 | ETA 22:38:56
2020-11-05 14:37:42 [INFO] [TRAIN] epoch=3, iter=920/80000, loss=0.2849, lr=0.009897, batch_cost=1.0105, reader_cost=0.0002 | ETA 22:11:47
2020-11-05 14:37:52 [INFO] [TRAIN] epoch=3, iter=930/80000, loss=0.2655, lr=0.009895, batch_cost=1.0110, reader_cost=0.0002 | ETA 22:12:22
2020-11-05 14:38:02 [INFO] [TRAIN] epoch=3, iter=940/80000, loss=0.3045, lr=0.009894, batch_cost=1.0272, reader_cost=0.0002 | ETA 22:33:30
2020-11-05 14:38:13 [INFO] [TRAIN] epoch=3, iter=950/80000, loss=0.3649, lr=0.009893, batch_cost=1.1252, reader_cost=0.0002 | ETA 24:42:30
2020-11-05 14:38:24 [INFO] [TRAIN] epoch=3, iter=960/80000, loss=0.5086, lr=0.009892, batch_cost=1.0239, reader_cost=0.0002 | ETA 22:28:45
2020-11-05 14:38:34 [INFO] [TRAIN] epoch=3, iter=970/80000, loss=0.3320, lr=0.009891, batch_cost=1.0138, reader_cost=0.0002 | ETA 22:15:23
2020-11-05 14:38:44 [INFO] [TRAIN] epoch=3, iter=980/80000, loss=0.2540, lr=0.009890, batch_cost=1.0431, reader_cost=0.0002 | ETA 22:53:42
2020-11-05 14:38:58 [INFO] [TRAIN] epoch=3, iter=990/80000, loss=0.2584, lr=0.009889, batch_cost=1.4071, reader_cost=0.0002 | ETA 30:52:52
2020-11-05 14:39:09 [INFO] [TRAIN] epoch=3, iter=1000/80000, loss=0.3099, lr=0.009888, batch_cost=1.0719, reader_cost=0.0002 | ETA 23:31:18
2020-11-05 14:39:19 [INFO] [TRAIN] epoch=3, iter=1010/80000, loss=0.4485, lr=0.009886, batch_cost=1.0514, reader_cost=0.0002 | ETA 23:04:13
2020-11-05 14:39:30 [INFO] [TRAIN] epoch=3, iter=1020/80000, loss=0.3460, lr=0.009885, batch_cost=1.0130, reader_cost=0.0002 | ETA 22:13:26
2020-11-05 14:39:40 [INFO] [TRAIN] epoch=3, iter=1030/80000, loss=0.4097, lr=0.009884, batch_cost=1.0141, reader_cost=0.0002 | ETA 22:14:43
2020-11-05 14:39:50 [INFO] [TRAIN] epoch=3, iter=1040/80000, loss=0.3102, lr=0.009883, batch_cost=1.0621, reader_cost=0.0002 | ETA 23:17:41
2020-11-05 14:40:01 [INFO] [TRAIN] epoch=3, iter=1050/80000, loss=0.6364, lr=0.009882, batch_cost=1.0742, reader_cost=0.0002 | ETA 23:33:24
2020-11-05 14:40:11 [INFO] [TRAIN] epoch=3, iter=1060/80000, loss=0.2407, lr=0.009881, batch_cost=1.0208, reader_cost=0.0002 | ETA 22:23:03
2020-11-05 14:40:22 [INFO] [TRAIN] epoch=3, iter=1070/80000, loss=0.2645, lr=0.009880, batch_cost=1.0653, reader_cost=0.0002 | ETA 23:21:25
2020-11-05 14:40:32 [INFO] [TRAIN] epoch=3, iter=1080/80000, loss=0.2585, lr=0.009879, batch_cost=1.0411, reader_cost=0.0001 | ETA 22:49:23
2020-11-05 14:40:43 [INFO] [TRAIN] epoch=3, iter=1090/80000, loss=0.2044, lr=0.009877, batch_cost=1.0474, reader_cost=0.0002 | ETA 22:57:32
2020-11-05 14:40:53 [INFO] [TRAIN] epoch=3, iter=1100/80000, loss=0.2964, lr=0.009876, batch_cost=1.0268, reader_cost=0.0002 | ETA 22:30:13
2020-11-05 14:41:05 [INFO] [TRAIN] epoch=3, iter=1110/80000, loss=0.4143, lr=0.009875, batch_cost=1.1426, reader_cost=0.0002 | ETA 25:02:22
2020-11-05 14:41:18 [INFO] [TRAIN] epoch=4, iter=1120/80000, loss=0.3128, lr=0.009874, batch_cost=1.3822, reader_cost=0.1181 | ETA 30:17:06
2020-11-05 14:41:29 [INFO] [TRAIN] epoch=4, iter=1130/80000, loss=0.3109, lr=0.009873, batch_cost=1.0580, reader_cost=0.0005 | ETA 23:10:42
2020-11-05 14:41:40 [INFO] [TRAIN] epoch=4, iter=1140/80000, loss=0.3197, lr=0.009872, batch_cost=1.0732, reader_cost=0.0002 | ETA 23:30:32
2020-11-05 14:41:51 [INFO] [TRAIN] epoch=4, iter=1150/80000, loss=0.2445, lr=0.009871, batch_cost=1.1264, reader_cost=0.0014 | ETA 24:40:16
2020-11-05 14:42:01 [INFO] [TRAIN] epoch=4, iter=1160/80000, loss=0.3563, lr=0.009870, batch_cost=1.0431, reader_cost=0.0002 | ETA 22:50:35
2020-11-05 14:42:12 [INFO] [TRAIN] epoch=4, iter=1170/80000, loss=0.3305, lr=0.009868, batch_cost=1.0178, reader_cost=0.0002 | ETA 22:17:16
2020-11-05 14:42:22 [INFO] [TRAIN] epoch=4, iter=1180/80000, loss=0.3984, lr=0.009867, batch_cost=1.0006, reader_cost=0.0002 | ETA 21:54:26
2020-11-05 14:42:32 [INFO] [TRAIN] epoch=4, iter=1190/80000, loss=0.6508, lr=0.009866, batch_cost=1.0014, reader_cost=0.0002 | ETA 21:55:20
2020-11-05 14:42:41 [INFO] [TRAIN] epoch=4, iter=1200/80000, loss=0.2704, lr=0.009865, batch_cost=0.9725, reader_cost=0.0002 | ETA 21:17:10
2020-11-05 14:42:51 [INFO] [TRAIN] epoch=4, iter=1210/80000, loss=0.2973, lr=0.009864, batch_cost=0.9818, reader_cost=0.0002 | ETA 21:29:12
2020-11-05 14:43:01 [INFO] [TRAIN] epoch=4, iter=1220/80000, loss=0.2642, lr=0.009863, batch_cost=1.0149, reader_cost=0.0002 | ETA 22:12:34
2020-11-05 14:43:12 [INFO] [TRAIN] epoch=4, iter=1230/80000, loss=0.2494, lr=0.009862, batch_cost=1.0310, reader_cost=0.0002 | ETA 22:33:32
2020-11-05 14:43:22 [INFO] [TRAIN] epoch=4, iter=1240/80000, loss=0.3194, lr=0.009861, batch_cost=1.0781, reader_cost=0.0002 | ETA 23:35:09
2020-11-05 14:43:33 [INFO] [TRAIN] epoch=4, iter=1250/80000, loss=0.2999, lr=0.009859, batch_cost=1.1037, reader_cost=0.0002 | ETA 24:08:33
2020-11-05 14:43:46 [INFO] [TRAIN] epoch=4, iter=1260/80000, loss=0.3715, lr=0.009858, batch_cost=1.2114, reader_cost=0.0012 | ETA 26:29:47
2020-11-05 14:43:57 [INFO] [TRAIN] epoch=4, iter=1270/80000, loss=0.2739, lr=0.009857, batch_cost=1.1088, reader_cost=0.0002 | ETA 24:14:53
2020-11-05 14:44:08 [INFO] [TRAIN] epoch=4, iter=1280/80000, loss=0.2892, lr=0.009856, batch_cost=1.1324, reader_cost=0.0002 | ETA 24:45:44
2020-11-05 14:44:19 [INFO] [TRAIN] epoch=4, iter=1290/80000, loss=0.2889, lr=0.009855, batch_cost=1.0679, reader_cost=0.0002 | ETA 23:20:55
2020-11-05 14:44:29 [INFO] [TRAIN] epoch=4, iter=1300/80000, loss=0.3248, lr=0.009854, batch_cost=1.0454, reader_cost=0.0002 | ETA 22:51:12
2020-11-05 14:44:40 [INFO] [TRAIN] epoch=4, iter=1310/80000, loss=0.3041, lr=0.009853, batch_cost=1.1071, reader_cost=0.0002 | ETA 24:12:00
2020-11-05 14:44:51 [INFO] [TRAIN] epoch=4, iter=1320/80000, loss=0.2795, lr=0.009851, batch_cost=1.0449, reader_cost=0.0003 | ETA 22:50:11
2020-11-05 14:45:05 [INFO] [TRAIN] epoch=4, iter=1330/80000, loss=0.4625, lr=0.009850, batch_cost=1.4047, reader_cost=0.0002 | ETA 30:41:49
2020-11-05 14:45:17 [INFO] [TRAIN] epoch=4, iter=1340/80000, loss=0.3618, lr=0.009849, batch_cost=1.2775, reader_cost=0.0020 | ETA 27:54:47
2020-11-05 14:45:28 [INFO] [TRAIN] epoch=4, iter=1350/80000, loss=0.1901, lr=0.009848, batch_cost=1.0984, reader_cost=0.0010 | ETA 23:59:47
2020-11-05 14:45:40 [INFO] [TRAIN] epoch=4, iter=1360/80000, loss=0.3115, lr=0.009847, batch_cost=1.1698, reader_cost=0.0024 | ETA 25:33:12
2020-11-05 14:45:50 [INFO] [TRAIN] epoch=4, iter=1370/80000, loss=0.4070, lr=0.009846, batch_cost=1.0150, reader_cost=0.0002 | ETA 22:10:07
2020-11-05 14:46:01 [INFO] [TRAIN] epoch=4, iter=1380/80000, loss=0.3617, lr=0.009845, batch_cost=1.0433, reader_cost=0.0002 | ETA 22:47:04
2020-11-05 14:46:11 [INFO] [TRAIN] epoch=4, iter=1390/80000, loss=0.4401, lr=0.009844, batch_cost=1.0434, reader_cost=0.0002 | ETA 22:47:00
2020-11-05 14:46:22 [INFO] [TRAIN] epoch=4, iter=1400/80000, loss=0.4656, lr=0.009842, batch_cost=1.0515, reader_cost=0.0002 | ETA 22:57:26
2020-11-05 14:46:32 [INFO] [TRAIN] epoch=4, iter=1410/80000, loss=0.2511, lr=0.009841, batch_cost=1.0728, reader_cost=0.0002 | ETA 23:25:15
2020-11-05 14:46:43 [INFO] [TRAIN] epoch=4, iter=1420/80000, loss=0.3605, lr=0.009840, batch_cost=1.0456, reader_cost=0.0002 | ETA 22:49:24
2020-11-05 14:46:53 [INFO] [TRAIN] epoch=4, iter=1430/80000, loss=0.1915, lr=0.009839, batch_cost=1.0579, reader_cost=0.0002 | ETA 23:05:22
2020-11-05 14:47:04 [INFO] [TRAIN] epoch=4, iter=1440/80000, loss=0.2346, lr=0.009838, batch_cost=1.0954, reader_cost=0.0002 | ETA 23:54:17
2020-11-05 14:47:16 [INFO] [TRAIN] epoch=4, iter=1450/80000, loss=0.2769, lr=0.009837, batch_cost=1.1957, reader_cost=0.0007 | ETA 26:05:24
2020-11-05 14:47:28 [INFO] [TRAIN] epoch=4, iter=1460/80000, loss=0.2191, lr=0.009836, batch_cost=1.1794, reader_cost=0.0012 | ETA 25:43:48
2020-11-05 14:47:39 [INFO] [TRAIN] epoch=4, iter=1470/80000, loss=0.3014, lr=0.009835, batch_cost=1.0529, reader_cost=0.0002 | ETA 22:58:03
2020-11-05 14:47:49 [INFO] [TRAIN] epoch=4, iter=1480/80000, loss=0.2915, lr=0.009833, batch_cost=1.0651, reader_cost=0.0002 | ETA 23:13:48
2020-11-05 14:48:02 [INFO] [TRAIN] epoch=5, iter=1490/80000, loss=0.3020, lr=0.009832, batch_cost=1.2976, reader_cost=0.1743 | ETA 28:17:53
2020-11-05 14:48:13 [INFO] [TRAIN] epoch=5, iter=1500/80000, loss=0.2265, lr=0.009831, batch_cost=1.0684, reader_cost=0.0005 | ETA 23:17:46
2020-11-05 14:48:23 [INFO] [TRAIN] epoch=5, iter=1510/80000, loss=0.3259, lr=0.009830, batch_cost=1.0441, reader_cost=0.0002 | ETA 22:45:55
2020-11-05 14:48:34 [INFO] [TRAIN] epoch=5, iter=1520/80000, loss=0.2393, lr=0.009829, batch_cost=1.0360, reader_cost=0.0002 | ETA 22:35:03
2020-11-05 14:48:45 [INFO] [TRAIN] epoch=5, iter=1530/80000, loss=0.4310, lr=0.009828, batch_cost=1.1250, reader_cost=0.0010 | ETA 24:31:18
2020-11-05 14:48:57 [INFO] [TRAIN] epoch=5, iter=1540/80000, loss=0.2850, lr=0.009827, batch_cost=1.1526, reader_cost=0.0002 | ETA 25:07:15
2020-11-05 14:49:07 [INFO] [TRAIN] epoch=5, iter=1550/80000, loss=0.3154, lr=0.009826, batch_cost=1.0920, reader_cost=0.0002 | ETA 23:47:45
2020-11-05 14:49:18 [INFO] [TRAIN] epoch=5, iter=1560/80000, loss=0.2538, lr=0.009824, batch_cost=1.0709, reader_cost=0.0002 | ETA 23:19:59
2020-11-05 14:49:29 [INFO] [TRAIN] epoch=5, iter=1570/80000, loss=0.3126, lr=0.009823, batch_cost=1.0770, reader_cost=0.0002 | ETA 23:27:51
2020-11-05 14:49:39 [INFO] [TRAIN] epoch=5, iter=1580/80000, loss=0.2978, lr=0.009822, batch_cost=1.0205, reader_cost=0.0002 | ETA 22:13:44
2020-11-05 14:49:50 [INFO] [TRAIN] epoch=5, iter=1590/80000, loss=0.3216, lr=0.009821, batch_cost=1.0663, reader_cost=0.0002 | ETA 23:13:27
2020-11-05 14:50:01 [INFO] [TRAIN] epoch=5, iter=1600/80000, loss=0.2575, lr=0.009820, batch_cost=1.0766, reader_cost=0.0002 | ETA 23:26:43
2020-11-05 14:50:11 [INFO] [TRAIN] epoch=5, iter=1610/80000, loss=0.3057, lr=0.009819, batch_cost=1.0744, reader_cost=0.0002 | ETA 23:23:41
2020-11-05 14:50:22 [INFO] [TRAIN] epoch=5, iter=1620/80000, loss=0.2304, lr=0.009818, batch_cost=1.0988, reader_cost=0.0002 | ETA 23:55:21
2020-11-05 14:50:33 [INFO] [TRAIN] epoch=5, iter=1630/80000, loss=0.2024, lr=0.009817, batch_cost=1.0846, reader_cost=0.0002 | ETA 23:36:43
2020-11-05 14:50:43 [INFO] [TRAIN] epoch=5, iter=1640/80000, loss=0.2432, lr=0.009815, batch_cost=1.0301, reader_cost=0.0002 | ETA 22:25:17
2020-11-05 14:50:54 [INFO] [TRAIN] epoch=5, iter=1650/80000, loss=0.2229, lr=0.009814, batch_cost=1.0686, reader_cost=0.0002 | ETA 23:15:23
2020-11-05 14:51:04 [INFO] [TRAIN] epoch=5, iter=1660/80000, loss=0.2184, lr=0.009813, batch_cost=1.0233, reader_cost=0.0002 | ETA 22:16:08
2020-11-05 14:51:14 [INFO] [TRAIN] epoch=5, iter=1670/80000, loss=0.2841, lr=0.009812, batch_cost=1.0067, reader_cost=0.0002 | ETA 21:54:17
2020-11-05 14:51:25 [INFO] [TRAIN] epoch=5, iter=1680/80000, loss=0.2843, lr=0.009811, batch_cost=1.0408, reader_cost=0.0001 | ETA 22:38:35
2020-11-05 14:51:35 [INFO] [TRAIN] epoch=5, iter=1690/80000, loss=0.2310, lr=0.009810, batch_cost=1.0212, reader_cost=0.0002 | ETA 22:12:51
2020-11-05 14:51:45 [INFO] [TRAIN] epoch=5, iter=1700/80000, loss=0.2001, lr=0.009809, batch_cost=0.9771, reader_cost=0.0002 | ETA 21:15:08
2020-11-05 14:51:55 [INFO] [TRAIN] epoch=5, iter=1710/80000, loss=0.2414, lr=0.009808, batch_cost=1.0451, reader_cost=0.0002 | ETA 22:43:42
2020-11-05 14:52:06 [INFO] [TRAIN] epoch=5, iter=1720/80000, loss=0.1801, lr=0.009806, batch_cost=1.0422, reader_cost=0.0002 | ETA 22:39:42
2020-11-05 14:52:16 [INFO] [TRAIN] epoch=5, iter=1730/80000, loss=0.1863, lr=0.009805, batch_cost=1.0270, reader_cost=0.0002 | ETA 22:19:47
2020-11-05 14:52:27 [INFO] [TRAIN] epoch=5, iter=1740/80000, loss=0.3305, lr=0.009804, batch_cost=1.0661, reader_cost=0.0002 | ETA 23:10:29
2020-11-05 14:52:39 [INFO] [TRAIN] epoch=5, iter=1750/80000, loss=0.2895, lr=0.009803, batch_cost=1.2243, reader_cost=0.0002 | ETA 26:36:43
2020-11-05 14:52:51 [INFO] [TRAIN] epoch=5, iter=1760/80000, loss=0.2718, lr=0.009802, batch_cost=1.2028, reader_cost=0.0010 | ETA 26:08:30
2020-11-05 14:53:02 [INFO] [TRAIN] epoch=5, iter=1770/80000, loss=0.3426, lr=0.009801, batch_cost=1.0855, reader_cost=0.0002 | ETA 23:35:16
2020-11-05 14:53:13 [INFO] [TRAIN] epoch=5, iter=1780/80000, loss=0.3627, lr=0.009800, batch_cost=1.1439, reader_cost=0.0011 | ETA 24:51:12
2020-11-05 14:53:24 [INFO] [TRAIN] epoch=5, iter=1790/80000, loss=0.2742, lr=0.009799, batch_cost=1.1057, reader_cost=0.0002 | ETA 24:01:15
2020-11-05 14:53:35 [INFO] [TRAIN] epoch=5, iter=1800/80000, loss=0.1830, lr=0.009797, batch_cost=1.0423, reader_cost=0.0002 | ETA 22:38:29
2020-11-05 14:53:45 [INFO] [TRAIN] epoch=5, iter=1810/80000, loss=0.2134, lr=0.009796, batch_cost=1.0375, reader_cost=0.0003 | ETA 22:32:01
2020-11-05 14:53:56 [INFO] [TRAIN] epoch=5, iter=1820/80000, loss=0.3921, lr=0.009795, batch_cost=1.0940, reader_cost=0.0002 | ETA 23:45:31
2020-11-05 14:54:07 [INFO] [TRAIN] epoch=5, iter=1830/80000, loss=0.2974, lr=0.009794, batch_cost=1.0584, reader_cost=0.0002 | ETA 22:58:54
2020-11-05 14:54:17 [INFO] [TRAIN] epoch=5, iter=1840/80000, loss=0.3160, lr=0.009793, batch_cost=1.0330, reader_cost=0.0002 | ETA 22:25:35
2020-11-05 14:54:27 [INFO] [TRAIN] epoch=5, iter=1850/80000, loss=0.4243, lr=0.009792, batch_cost=1.0466, reader_cost=0.0002 | ETA 22:43:15
2020-11-05 14:54:38 [INFO] [TRAIN] epoch=5, iter=1860/80000, loss=0.3244, lr=0.009791, batch_cost=1.0267, reader_cost=0.0001 | ETA 22:17:08
2020-11-05 14:54:50 [INFO] [TRAIN] epoch=6, iter=1870/80000, loss=0.2314, lr=0.009789, batch_cost=1.2363, reader_cost=0.1373 | ETA 26:49:50
2020-11-05 14:55:00 [INFO] [TRAIN] epoch=6, iter=1880/80000, loss=0.2734, lr=0.009788, batch_cost=1.0164, reader_cost=0.0005 | ETA 22:03:23
2020-11-05 14:55:11 [INFO] [TRAIN] epoch=6, iter=1890/80000, loss=0.2512, lr=0.009787, batch_cost=1.0714, reader_cost=0.0002 | ETA 23:14:44
2020-11-05 14:55:22 [INFO] [TRAIN] epoch=6, iter=1900/80000, loss=0.2529, lr=0.009786, batch_cost=1.0608, reader_cost=0.0002 | ETA 23:00:48
2020-11-05 14:55:32 [INFO] [TRAIN] epoch=6, iter=1910/80000, loss=0.2098, lr=0.009785, batch_cost=1.0760, reader_cost=0.0002 | ETA 23:20:25
2020-11-05 14:55:43 [INFO] [TRAIN] epoch=6, iter=1920/80000, loss=0.2223, lr=0.009784, batch_cost=1.0839, reader_cost=0.0003 | ETA 23:30:28
2020-11-05 14:55:54 [INFO] [TRAIN] epoch=6, iter=1930/80000, loss=0.2642, lr=0.009783, batch_cost=1.0825, reader_cost=0.0002 | ETA 23:28:27
2020-11-05 14:56:05 [INFO] [TRAIN] epoch=6, iter=1940/80000, loss=0.3768, lr=0.009782, batch_cost=1.0630, reader_cost=0.0002 | ETA 23:02:54
2020-11-05 14:56:16 [INFO] [TRAIN] epoch=6, iter=1950/80000, loss=0.1615, lr=0.009780, batch_cost=1.1411, reader_cost=0.0002 | ETA 24:44:22
2020-11-05 14:56:27 [INFO] [TRAIN] epoch=6, iter=1960/80000, loss=0.5203, lr=0.009779, batch_cost=1.1025, reader_cost=0.0007 | ETA 23:53:55
2020-11-05 14:56:38 [INFO] [TRAIN] epoch=6, iter=1970/80000, loss=0.2582, lr=0.009778, batch_cost=1.0899, reader_cost=0.0016 | ETA 23:37:25
2020-11-05 14:56:49 [INFO] [TRAIN] epoch=6, iter=1980/80000, loss=0.5024, lr=0.009777, batch_cost=1.0717, reader_cost=0.0002 | ETA 23:13:33
2020-11-05 14:57:00 [INFO] [TRAIN] epoch=6, iter=1990/80000, loss=0.2548, lr=0.009776, batch_cost=1.1565, reader_cost=0.0002 | ETA 25:03:37
2020-11-05 14:57:12 [INFO] [TRAIN] epoch=6, iter=2000/80000, loss=0.3076, lr=0.009775, batch_cost=1.1781, reader_cost=0.0015 | ETA 25:31:32
2020-11-05 14:57:18 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 15:02:47 [INFO] [EVAL] #Images=500 mIoU=0.6022 Acc=0.9320 Kappa=0.9113
2020-11-05 15:02:47 [INFO] [EVAL] Category IoU:
[0.9572 0.7128 0.8909 0.318 0.453 0.5427 0.5742 0.6711 0.8983 0.4878
0.8678 0.7336 0.4298 0.9067 0.5001 0.2178 0.2035 0.408 0.6683]
2020-11-05 15:02:47 [INFO] [EVAL] Category Acc:
[0.9678 0.8883 0.9238 0.6357 0.735 0.7742 0.794 0.8829 0.9461 0.6956
0.9818 0.8764 0.5686 0.9519 0.6089 0.8427 0.2103 0.5707 0.7191]
2020-11-05 15:02:49 [INFO] [EVAL] The model with the best validation mIoU (0.6022) was saved at iter 2000.
2020-11-05 15:03:00 [INFO] [TRAIN] epoch=6, iter=2010/80000, loss=0.1799, lr=0.009774, batch_cost=1.0277, reader_cost=0.0002 | ETA 22:15:47
2020-11-05 15:03:11 [INFO] [TRAIN] epoch=6, iter=2020/80000, loss=0.2082, lr=0.009773, batch_cost=1.1828, reader_cost=0.0002 | ETA 25:37:17
2020-11-05 15:03:22 [INFO] [TRAIN] epoch=6, iter=2030/80000, loss=0.2300, lr=0.009771, batch_cost=1.0282, reader_cost=0.0002 | ETA 22:16:08
2020-11-05 15:03:32 [INFO] [TRAIN] epoch=6, iter=2040/80000, loss=0.2307, lr=0.009770, batch_cost=1.0316, reader_cost=0.0002 | ETA 22:20:25
2020-11-05 15:03:42 [INFO] [TRAIN] epoch=6, iter=2050/80000, loss=0.2582, lr=0.009769, batch_cost=1.0332, reader_cost=0.0002 | ETA 22:22:15
2020-11-05 15:03:53 [INFO] [TRAIN] epoch=6, iter=2060/80000, loss=0.2199, lr=0.009768, batch_cost=1.0527, reader_cost=0.0002 | ETA 22:47:28
2020-11-05 15:04:03 [INFO] [TRAIN] epoch=6, iter=2070/80000, loss=0.2161, lr=0.009767, batch_cost=1.0476, reader_cost=0.0002 | ETA 22:40:40
2020-11-05 15:04:14 [INFO] [TRAIN] epoch=6, iter=2080/80000, loss=0.2657, lr=0.009766, batch_cost=1.0294, reader_cost=0.0002 | ETA 22:16:51
2020-11-05 15:04:24 [INFO] [TRAIN] epoch=6, iter=2090/80000, loss=0.1823, lr=0.009765, batch_cost=1.0762, reader_cost=0.0002 | ETA 23:17:23
2020-11-05 15:04:35 [INFO] [TRAIN] epoch=6, iter=2100/80000, loss=0.2234, lr=0.009764, batch_cost=1.0420, reader_cost=0.0002 | ETA 22:32:51
2020-11-05 15:04:45 [INFO] [TRAIN] epoch=6, iter=2110/80000, loss=0.1834, lr=0.009762, batch_cost=1.0138, reader_cost=0.0002 | ETA 21:56:08
2020-11-05 15:04:55 [INFO] [TRAIN] epoch=6, iter=2120/80000, loss=0.1832, lr=0.009761, batch_cost=1.0227, reader_cost=0.0002 | ETA 22:07:26
2020-11-05 15:05:05 [INFO] [TRAIN] epoch=6, iter=2130/80000, loss=0.2497, lr=0.009760, batch_cost=1.0030, reader_cost=0.0002 | ETA 21:41:43
2020-11-05 15:05:16 [INFO] [TRAIN] epoch=6, iter=2140/80000, loss=0.2771, lr=0.009759, batch_cost=1.0470, reader_cost=0.0002 | ETA 22:38:38
2020-11-05 15:05:27 [INFO] [TRAIN] epoch=6, iter=2150/80000, loss=0.2350, lr=0.009758, batch_cost=1.1765, reader_cost=0.0002 | ETA 25:26:31
2020-11-05 15:05:39 [INFO] [TRAIN] epoch=6, iter=2160/80000, loss=0.2761, lr=0.009757, batch_cost=1.1241, reader_cost=0.0002 | ETA 24:18:16
2020-11-05 15:05:49 [INFO] [TRAIN] epoch=6, iter=2170/80000, loss=0.2488, lr=0.009756, batch_cost=1.0639, reader_cost=0.0002 | ETA 23:00:04
2020-11-05 15:06:00 [INFO] [TRAIN] epoch=6, iter=2180/80000, loss=0.2618, lr=0.009755, batch_cost=1.0284, reader_cost=0.0002 | ETA 22:13:48
2020-11-05 15:06:10 [INFO] [TRAIN] epoch=6, iter=2190/80000, loss=0.3149, lr=0.009753, batch_cost=1.0302, reader_cost=0.0002 | ETA 22:15:57
2020-11-05 15:06:21 [INFO] [TRAIN] epoch=6, iter=2200/80000, loss=0.5301, lr=0.009752, batch_cost=1.0786, reader_cost=0.0002 | ETA 23:18:38
2020-11-05 15:06:31 [INFO] [TRAIN] epoch=6, iter=2210/80000, loss=0.2735, lr=0.009751, batch_cost=1.0380, reader_cost=0.0002 | ETA 22:25:49
2020-11-05 15:06:42 [INFO] [TRAIN] epoch=6, iter=2220/80000, loss=0.6957, lr=0.009750, batch_cost=1.0760, reader_cost=0.0002 | ETA 23:14:54
2020-11-05 15:06:53 [INFO] [TRAIN] epoch=6, iter=2230/80000, loss=0.3142, lr=0.009749, batch_cost=1.0719, reader_cost=0.0015 | ETA 23:09:17
2020-11-05 15:07:05 [INFO] [TRAIN] epoch=7, iter=2240/80000, loss=0.3026, lr=0.009748, batch_cost=1.2856, reader_cost=0.1441 | ETA 27:46:05
2020-11-05 15:07:16 [INFO] [TRAIN] epoch=7, iter=2250/80000, loss=0.3529, lr=0.009747, batch_cost=1.0721, reader_cost=0.0005 | ETA 23:09:13
2020-11-05 15:07:27 [INFO] [TRAIN] epoch=7, iter=2260/80000, loss=0.2765, lr=0.009745, batch_cost=1.0494, reader_cost=0.0002 | ETA 22:39:42
2020-11-05 15:07:37 [INFO] [TRAIN] epoch=7, iter=2270/80000, loss=0.2927, lr=0.009744, batch_cost=1.0654, reader_cost=0.0002 | ETA 23:00:16
2020-11-05 15:07:48 [INFO] [TRAIN] epoch=7, iter=2280/80000, loss=0.3925, lr=0.009743, batch_cost=1.0784, reader_cost=0.0002 | ETA 23:16:55
2020-11-05 15:07:59 [INFO] [TRAIN] epoch=7, iter=2290/80000, loss=0.3170, lr=0.009742, batch_cost=1.0607, reader_cost=0.0002 | ETA 22:53:46
2020-11-05 15:08:09 [INFO] [TRAIN] epoch=7, iter=2300/80000, loss=0.2862, lr=0.009741, batch_cost=1.0486, reader_cost=0.0002 | ETA 22:37:54
2020-11-05 15:08:20 [INFO] [TRAIN] epoch=7, iter=2310/80000, loss=0.3992, lr=0.009740, batch_cost=1.0308, reader_cost=0.0002 | ETA 22:14:45
2020-11-05 15:08:30 [INFO] [TRAIN] epoch=7, iter=2320/80000, loss=0.2528, lr=0.009739, batch_cost=1.0500, reader_cost=0.0002 | ETA 22:39:25
2020-11-05 15:08:40 [INFO] [TRAIN] epoch=7, iter=2330/80000, loss=0.2846, lr=0.009738, batch_cost=0.9958, reader_cost=0.0002 | ETA 21:29:01
2020-11-05 15:08:50 [INFO] [TRAIN] epoch=7, iter=2340/80000, loss=0.3164, lr=0.009736, batch_cost=0.9975, reader_cost=0.0002 | ETA 21:31:09
2020-11-05 15:09:00 [INFO] [TRAIN] epoch=7, iter=2350/80000, loss=0.1947, lr=0.009735, batch_cost=1.0151, reader_cost=0.0002 | ETA 21:53:38
2020-11-05 15:09:11 [INFO] [TRAIN] epoch=7, iter=2360/80000, loss=0.2393, lr=0.009734, batch_cost=1.0530, reader_cost=0.0002 | ETA 22:42:36
2020-11-05 15:09:22 [INFO] [TRAIN] epoch=7, iter=2370/80000, loss=0.2970, lr=0.009733, batch_cost=1.1211, reader_cost=0.0002 | ETA 24:10:27
2020-11-05 15:09:32 [INFO] [TRAIN] epoch=7, iter=2380/80000, loss=0.3883, lr=0.009732, batch_cost=0.9938, reader_cost=0.0002 | ETA 21:25:39
2020-11-05 15:09:43 [INFO] [TRAIN] epoch=7, iter=2390/80000, loss=0.2521, lr=0.009731, batch_cost=1.1515, reader_cost=0.0002 | ETA 24:49:24
2020-11-05 15:09:54 [INFO] [TRAIN] epoch=7, iter=2400/80000, loss=0.1976, lr=0.009730, batch_cost=1.0332, reader_cost=0.0002 | ETA 22:16:18
2020-11-05 15:10:04 [INFO] [TRAIN] epoch=7, iter=2410/80000, loss=0.2530, lr=0.009729, batch_cost=1.0486, reader_cost=0.0002 | ETA 22:35:58
2020-11-05 15:10:15 [INFO] [TRAIN] epoch=7, iter=2420/80000, loss=0.2865, lr=0.009727, batch_cost=1.0549, reader_cost=0.0002 | ETA 22:44:00
2020-11-05 15:10:26 [INFO] [TRAIN] epoch=7, iter=2430/80000, loss=0.2067, lr=0.009726, batch_cost=1.0878, reader_cost=0.0002 | ETA 23:26:17
2020-11-05 15:10:37 [INFO] [TRAIN] epoch=7, iter=2440/80000, loss=0.2021, lr=0.009725, batch_cost=1.1403, reader_cost=0.0002 | ETA 24:34:04
2020-11-05 15:10:48 [INFO] [TRAIN] epoch=7, iter=2450/80000, loss=0.2428, lr=0.009724, batch_cost=1.0885, reader_cost=0.0002 | ETA 23:26:54
2020-11-05 15:10:59 [INFO] [TRAIN] epoch=7, iter=2460/80000, loss=0.1814, lr=0.009723, batch_cost=1.0882, reader_cost=0.0003 | ETA 23:26:21
2020-11-05 15:11:10 [INFO] [TRAIN] epoch=7, iter=2470/80000, loss=0.2000, lr=0.009722, batch_cost=1.0853, reader_cost=0.0002 | ETA 23:22:23
2020-11-05 15:11:20 [INFO] [TRAIN] epoch=7, iter=2480/80000, loss=0.1488, lr=0.009721, batch_cost=1.0212, reader_cost=0.0002 | ETA 21:59:20
2020-11-05 15:11:30 [INFO] [TRAIN] epoch=7, iter=2490/80000, loss=0.2315, lr=0.009720, batch_cost=1.0512, reader_cost=0.0002 | ETA 22:38:01
2020-11-05 15:11:40 [INFO] [TRAIN] epoch=7, iter=2500/80000, loss=0.3356, lr=0.009718, batch_cost=1.0040, reader_cost=0.0002 | ETA 21:36:48
2020-11-05 15:11:50 [INFO] [TRAIN] epoch=7, iter=2510/80000, loss=0.2284, lr=0.009717, batch_cost=0.9941, reader_cost=0.0002 | ETA 21:23:54
2020-11-05 15:12:00 [INFO] [TRAIN] epoch=7, iter=2520/80000, loss=0.2279, lr=0.009716, batch_cost=1.0068, reader_cost=0.0002 | ETA 21:40:04
2020-11-05 15:12:10 [INFO] [TRAIN] epoch=7, iter=2530/80000, loss=0.1967, lr=0.009715, batch_cost=0.9813, reader_cost=0.0002 | ETA 21:07:05
2020-11-05 15:12:20 [INFO] [TRAIN] epoch=7, iter=2540/80000, loss=0.1924, lr=0.009714, batch_cost=0.9980, reader_cost=0.0002 | ETA 21:28:23
2020-11-05 15:12:30 [INFO] [TRAIN] epoch=7, iter=2550/80000, loss=0.1608, lr=0.009713, batch_cost=0.9916, reader_cost=0.0002 | ETA 21:19:59
2020-11-05 15:12:40 [INFO] [TRAIN] epoch=7, iter=2560/80000, loss=0.2221, lr=0.009712, batch_cost=0.9912, reader_cost=0.0002 | ETA 21:19:16
2020-11-05 15:12:50 [INFO] [TRAIN] epoch=7, iter=2570/80000, loss=0.1854, lr=0.009711, batch_cost=1.0190, reader_cost=0.0002 | ETA 21:55:04
2020-11-05 15:13:00 [INFO] [TRAIN] epoch=7, iter=2580/80000, loss=0.1901, lr=0.009709, batch_cost=1.0083, reader_cost=0.0003 | ETA 21:41:02
2020-11-05 15:13:10 [INFO] [TRAIN] epoch=7, iter=2590/80000, loss=0.4106, lr=0.009708, batch_cost=0.9757, reader_cost=0.0002 | ETA 20:58:51
2020-11-05 15:13:20 [INFO] [TRAIN] epoch=7, iter=2600/80000, loss=0.2505, lr=0.009707, batch_cost=1.0234, reader_cost=0.0001 | ETA 22:00:08
2020-11-05 15:13:33 [INFO] [TRAIN] epoch=8, iter=2610/80000, loss=0.4586, lr=0.009706, batch_cost=1.3198, reader_cost=0.1669 | ETA 28:22:19
2020-11-05 15:13:44 [INFO] [TRAIN] epoch=8, iter=2620/80000, loss=0.2559, lr=0.009705, batch_cost=1.0520, reader_cost=0.0005 | ETA 22:36:44
2020-11-05 15:13:54 [INFO] [TRAIN] epoch=8, iter=2630/80000, loss=0.3128, lr=0.009704, batch_cost=1.0278, reader_cost=0.0002 | ETA 22:05:22
2020-11-05 15:14:05 [INFO] [TRAIN] epoch=8, iter=2640/80000, loss=0.1837, lr=0.009703, batch_cost=1.0346, reader_cost=0.0002 | ETA 22:13:55
2020-11-05 15:14:15 [INFO] [TRAIN] epoch=8, iter=2650/80000, loss=0.2927, lr=0.009701, batch_cost=0.9967, reader_cost=0.0002 | ETA 21:24:53
2020-11-05 15:14:25 [INFO] [TRAIN] epoch=8, iter=2660/80000, loss=0.4016, lr=0.009700, batch_cost=1.0261, reader_cost=0.0002 | ETA 22:02:34
2020-11-05 15:14:35 [INFO] [TRAIN] epoch=8, iter=2670/80000, loss=0.2907, lr=0.009699, batch_cost=1.0216, reader_cost=0.0002 | ETA 21:56:37
2020-11-05 15:14:45 [INFO] [TRAIN] epoch=8, iter=2680/80000, loss=0.3949, lr=0.009698, batch_cost=1.0060, reader_cost=0.0002 | ETA 21:36:20
2020-11-05 15:14:55 [INFO] [TRAIN] epoch=8, iter=2690/80000, loss=0.2101, lr=0.009697, batch_cost=0.9822, reader_cost=0.0002 | ETA 21:05:37
2020-11-05 15:15:06 [INFO] [TRAIN] epoch=8, iter=2700/80000, loss=0.2068, lr=0.009696, batch_cost=1.1486, reader_cost=0.0002 | ETA 24:39:50
2020-11-05 15:15:18 [INFO] [TRAIN] epoch=8, iter=2710/80000, loss=0.3397, lr=0.009695, batch_cost=1.1185, reader_cost=0.0002 | ETA 24:00:47
2020-11-05 15:15:28 [INFO] [TRAIN] epoch=8, iter=2720/80000, loss=0.2300, lr=0.009694, batch_cost=1.0361, reader_cost=0.0002 | ETA 22:14:28
2020-11-05 15:15:38 [INFO] [TRAIN] epoch=8, iter=2730/80000, loss=0.3813, lr=0.009692, batch_cost=1.0084, reader_cost=0.0002 | ETA 21:38:39
2020-11-05 15:15:48 [INFO] [TRAIN] epoch=8, iter=2740/80000, loss=0.2731, lr=0.009691, batch_cost=1.0378, reader_cost=0.0002 | ETA 22:16:20
2020-11-05 15:15:59 [INFO] [TRAIN] epoch=8, iter=2750/80000, loss=0.5420, lr=0.009690, batch_cost=1.0166, reader_cost=0.0002 | ETA 21:48:51
2020-11-05 15:16:09 [INFO] [TRAIN] epoch=8, iter=2760/80000, loss=0.2345, lr=0.009689, batch_cost=1.0862, reader_cost=0.0002 | ETA 23:18:21
2020-11-05 15:16:20 [INFO] [TRAIN] epoch=8, iter=2770/80000, loss=0.1596, lr=0.009688, batch_cost=1.0202, reader_cost=0.0002 | ETA 21:53:06
2020-11-05 15:16:30 [INFO] [TRAIN] epoch=8, iter=2780/80000, loss=0.1696, lr=0.009687, batch_cost=1.0405, reader_cost=0.0017 | ETA 22:19:10
2020-11-05 15:16:41 [INFO] [TRAIN] epoch=8, iter=2790/80000, loss=0.2606, lr=0.009686, batch_cost=1.1052, reader_cost=0.0004 | ETA 23:42:14
2020-11-05 15:16:52 [INFO] [TRAIN] epoch=8, iter=2800/80000, loss=0.2551, lr=0.009685, batch_cost=1.0694, reader_cost=0.0002 | ETA 22:55:55
2020-11-05 15:17:02 [INFO] [TRAIN] epoch=8, iter=2810/80000, loss=0.2106, lr=0.009683, batch_cost=1.0148, reader_cost=0.0002 | ETA 21:45:29
2020-11-05 15:17:12 [INFO] [TRAIN] epoch=8, iter=2820/80000, loss=0.2446, lr=0.009682, batch_cost=1.0337, reader_cost=0.0002 | ETA 22:09:43
2020-11-05 15:17:23 [INFO] [TRAIN] epoch=8, iter=2830/80000, loss=0.1715, lr=0.009681, batch_cost=1.0296, reader_cost=0.0002 | ETA 22:04:11
2020-11-05 15:17:34 [INFO] [TRAIN] epoch=8, iter=2840/80000, loss=0.2893, lr=0.009680, batch_cost=1.1807, reader_cost=0.0002 | ETA 25:18:23
2020-11-05 15:17:46 [INFO] [TRAIN] epoch=8, iter=2850/80000, loss=0.1811, lr=0.009679, batch_cost=1.1136, reader_cost=0.0002 | ETA 23:51:55
2020-11-05 15:17:57 [INFO] [TRAIN] epoch=8, iter=2860/80000, loss=0.2410, lr=0.009678, batch_cost=1.1623, reader_cost=0.0002 | ETA 24:54:16
2020-11-05 15:18:09 [INFO] [TRAIN] epoch=8, iter=2870/80000, loss=0.2519, lr=0.009677, batch_cost=1.1528, reader_cost=0.0002 | ETA 24:41:58
2020-11-05 15:18:20 [INFO] [TRAIN] epoch=8, iter=2880/80000, loss=0.2584, lr=0.009676, batch_cost=1.1172, reader_cost=0.0014 | ETA 23:56:01
2020-11-05 15:18:30 [INFO] [TRAIN] epoch=8, iter=2890/80000, loss=0.2955, lr=0.009674, batch_cost=1.0465, reader_cost=0.0002 | ETA 22:24:53
2020-11-05 15:18:41 [INFO] [TRAIN] epoch=8, iter=2900/80000, loss=0.2379, lr=0.009673, batch_cost=1.0755, reader_cost=0.0002 | ETA 23:01:58
2020-11-05 15:18:52 [INFO] [TRAIN] epoch=8, iter=2910/80000, loss=0.3135, lr=0.009672, batch_cost=1.0661, reader_cost=0.0002 | ETA 22:49:48
2020-11-05 15:19:02 [INFO] [TRAIN] epoch=8, iter=2920/80000, loss=0.1500, lr=0.009671, batch_cost=1.0412, reader_cost=0.0002 | ETA 22:17:35
2020-11-05 15:19:12 [INFO] [TRAIN] epoch=8, iter=2930/80000, loss=0.1792, lr=0.009670, batch_cost=0.9802, reader_cost=0.0002 | ETA 20:59:05
2020-11-05 15:19:22 [INFO] [TRAIN] epoch=8, iter=2940/80000, loss=0.2209, lr=0.009669, batch_cost=0.9751, reader_cost=0.0002 | ETA 20:52:20
2020-11-05 15:19:31 [INFO] [TRAIN] epoch=8, iter=2950/80000, loss=0.2417, lr=0.009668, batch_cost=0.9721, reader_cost=0.0002 | ETA 20:48:18
2020-11-05 15:19:41 [INFO] [TRAIN] epoch=8, iter=2960/80000, loss=0.2487, lr=0.009666, batch_cost=1.0023, reader_cost=0.0002 | ETA 21:26:55
2020-11-05 15:19:51 [INFO] [TRAIN] epoch=8, iter=2970/80000, loss=0.3236, lr=0.009665, batch_cost=0.9834, reader_cost=0.0002 | ETA 21:02:34
2020-11-05 15:20:03 [INFO] [TRAIN] epoch=9, iter=2980/80000, loss=0.3535, lr=0.009664, batch_cost=1.2135, reader_cost=0.1138 | ETA 25:57:47
2020-11-05 15:20:14 [INFO] [TRAIN] epoch=9, iter=2990/80000, loss=0.1970, lr=0.009663, batch_cost=1.0240, reader_cost=0.0002 | ETA 21:54:19
2020-11-05 15:20:24 [INFO] [TRAIN] epoch=9, iter=3000/80000, loss=0.5725, lr=0.009662, batch_cost=1.0630, reader_cost=0.0002 | ETA 22:44:09
2020-11-05 15:20:35 [INFO] [TRAIN] epoch=9, iter=3010/80000, loss=0.2374, lr=0.009661, batch_cost=1.0361, reader_cost=0.0002 | ETA 22:09:30
2020-11-05 15:20:45 [INFO] [TRAIN] epoch=9, iter=3020/80000, loss=0.2658, lr=0.009660, batch_cost=1.0775, reader_cost=0.0002 | ETA 23:02:22
2020-11-05 15:20:56 [INFO] [TRAIN] epoch=9, iter=3030/80000, loss=0.4245, lr=0.009659, batch_cost=1.0326, reader_cost=0.0002 | ETA 22:04:38
2020-11-05 15:21:06 [INFO] [TRAIN] epoch=9, iter=3040/80000, loss=0.2123, lr=0.009657, batch_cost=0.9987, reader_cost=0.0002 | ETA 21:21:02
2020-11-05 15:21:16 [INFO] [TRAIN] epoch=9, iter=3050/80000, loss=0.3162, lr=0.009656, batch_cost=1.0329, reader_cost=0.0002 | ETA 22:04:42
2020-11-05 15:21:26 [INFO] [TRAIN] epoch=9, iter=3060/80000, loss=0.2656, lr=0.009655, batch_cost=1.0327, reader_cost=0.0002 | ETA 22:04:17
2020-11-05 15:21:37 [INFO] [TRAIN] epoch=9, iter=3070/80000, loss=0.4155, lr=0.009654, batch_cost=1.0584, reader_cost=0.0002 | ETA 22:37:04
2020-11-05 15:21:47 [INFO] [TRAIN] epoch=9, iter=3080/80000, loss=0.1454, lr=0.009653, batch_cost=1.0274, reader_cost=0.0002 | ETA 21:57:08
2020-11-05 15:21:57 [INFO] [TRAIN] epoch=9, iter=3090/80000, loss=0.2274, lr=0.009652, batch_cost=1.0235, reader_cost=0.0002 | ETA 21:51:54
2020-11-05 15:22:07 [INFO] [TRAIN] epoch=9, iter=3100/80000, loss=0.2103, lr=0.009651, batch_cost=0.9990, reader_cost=0.0002 | ETA 21:20:19
2020-11-05 15:22:19 [INFO] [TRAIN] epoch=9, iter=3110/80000, loss=0.1612, lr=0.009650, batch_cost=1.1271, reader_cost=0.0002 | ETA 24:04:25
2020-11-05 15:22:30 [INFO] [TRAIN] epoch=9, iter=3120/80000, loss=0.3160, lr=0.009648, batch_cost=1.0812, reader_cost=0.0002 | ETA 23:05:19
2020-11-05 15:22:40 [INFO] [TRAIN] epoch=9, iter=3130/80000, loss=0.1951, lr=0.009647, batch_cost=1.0613, reader_cost=0.0002 | ETA 22:39:42
2020-11-05 15:22:52 [INFO] [TRAIN] epoch=9, iter=3140/80000, loss=0.2711, lr=0.009646, batch_cost=1.2252, reader_cost=0.0002 | ETA 26:09:30
2020-11-05 15:23:02 [INFO] [TRAIN] epoch=9, iter=3150/80000, loss=0.2412, lr=0.009645, batch_cost=0.9707, reader_cost=0.0002 | ETA 20:43:15
2020-11-05 15:23:12 [INFO] [TRAIN] epoch=9, iter=3160/80000, loss=0.2317, lr=0.009644, batch_cost=0.9986, reader_cost=0.0002 | ETA 21:18:54
2020-11-05 15:23:23 [INFO] [TRAIN] epoch=9, iter=3170/80000, loss=0.4248, lr=0.009643, batch_cost=1.0424, reader_cost=0.0002 | ETA 22:14:45
2020-11-05 15:23:33 [INFO] [TRAIN] epoch=9, iter=3180/80000, loss=0.2017, lr=0.009642, batch_cost=1.0147, reader_cost=0.0002 | ETA 21:39:12
2020-11-05 15:23:44 [INFO] [TRAIN] epoch=9, iter=3190/80000, loss=0.2992, lr=0.009641, batch_cost=1.0956, reader_cost=0.0002 | ETA 23:22:29
2020-11-05 15:23:54 [INFO] [TRAIN] epoch=9, iter=3200/80000, loss=0.2213, lr=0.009639, batch_cost=1.0264, reader_cost=0.0002 | ETA 21:53:50
2020-11-05 15:24:04 [INFO] [TRAIN] epoch=9, iter=3210/80000, loss=0.1206, lr=0.009638, batch_cost=1.0339, reader_cost=0.0002 | ETA 22:03:10
2020-11-05 15:24:16 [INFO] [TRAIN] epoch=9, iter=3220/80000, loss=0.1808, lr=0.009637, batch_cost=1.1796, reader_cost=0.0002 | ETA 25:09:28
2020-11-05 15:24:27 [INFO] [TRAIN] epoch=9, iter=3230/80000, loss=0.1946, lr=0.009636, batch_cost=1.0995, reader_cost=0.0002 | ETA 23:26:47
2020-11-05 15:24:37 [INFO] [TRAIN] epoch=9, iter=3240/80000, loss=0.2316, lr=0.009635, batch_cost=1.0122, reader_cost=0.0002 | ETA 21:34:55
2020-11-05 15:24:47 [INFO] [TRAIN] epoch=9, iter=3250/80000, loss=0.3128, lr=0.009634, batch_cost=1.0111, reader_cost=0.0002 | ETA 21:33:25
2020-11-05 15:24:57 [INFO] [TRAIN] epoch=9, iter=3260/80000, loss=0.3265, lr=0.009633, batch_cost=1.0120, reader_cost=0.0002 | ETA 21:34:21
2020-11-05 15:25:08 [INFO] [TRAIN] epoch=9, iter=3270/80000, loss=0.1964, lr=0.009631, batch_cost=1.0757, reader_cost=0.0002 | ETA 22:55:37
2020-11-05 15:25:19 [INFO] [TRAIN] epoch=9, iter=3280/80000, loss=0.2493, lr=0.009630, batch_cost=1.0509, reader_cost=0.0002 | ETA 22:23:46
2020-11-05 15:25:29 [INFO] [TRAIN] epoch=9, iter=3290/80000, loss=0.1497, lr=0.009629, batch_cost=1.0151, reader_cost=0.0002 | ETA 21:37:51
2020-11-05 15:25:40 [INFO] [TRAIN] epoch=9, iter=3300/80000, loss=0.1778, lr=0.009628, batch_cost=1.1268, reader_cost=0.0002 | ETA 24:00:25
2020-11-05 15:25:51 [INFO] [TRAIN] epoch=9, iter=3310/80000, loss=0.1679, lr=0.009627, batch_cost=1.0560, reader_cost=0.0002 | ETA 22:29:44
2020-11-05 15:26:01 [INFO] [TRAIN] epoch=9, iter=3320/80000, loss=0.1861, lr=0.009626, batch_cost=1.0215, reader_cost=0.0002 | ETA 21:45:28
2020-11-05 15:26:12 [INFO] [TRAIN] epoch=9, iter=3330/80000, loss=0.2285, lr=0.009625, batch_cost=1.1006, reader_cost=0.0002 | ETA 23:26:26
2020-11-05 15:26:23 [INFO] [TRAIN] epoch=9, iter=3340/80000, loss=0.2307, lr=0.009624, batch_cost=1.0936, reader_cost=0.0002 | ETA 23:17:15
2020-11-05 15:26:35 [INFO] [TRAIN] epoch=10, iter=3350/80000, loss=0.2988, lr=0.009622, batch_cost=1.2459, reader_cost=0.0969 | ETA 26:31:36
2020-11-05 15:26:48 [INFO] [TRAIN] epoch=10, iter=3360/80000, loss=0.2458, lr=0.009621, batch_cost=1.3040, reader_cost=0.0004 | ETA 27:45:41
2020-11-05 15:27:02 [INFO] [TRAIN] epoch=10, iter=3370/80000, loss=0.2855, lr=0.009620, batch_cost=1.3227, reader_cost=0.0002 | ETA 28:09:21
2020-11-05 15:27:14 [INFO] [TRAIN] epoch=10, iter=3380/80000, loss=0.1787, lr=0.009619, batch_cost=1.2364, reader_cost=0.0002 | ETA 26:18:56
2020-11-05 15:27:26 [INFO] [TRAIN] epoch=10, iter=3390/80000, loss=0.2073, lr=0.009618, batch_cost=1.2370, reader_cost=0.0002 | ETA 26:19:27
2020-11-05 15:27:39 [INFO] [TRAIN] epoch=10, iter=3400/80000, loss=0.3177, lr=0.009617, batch_cost=1.2351, reader_cost=0.0002 | ETA 26:16:47
2020-11-05 15:27:49 [INFO] [TRAIN] epoch=10, iter=3410/80000, loss=0.2438, lr=0.009616, batch_cost=1.0456, reader_cost=0.0002 | ETA 22:14:39
2020-11-05 15:27:59 [INFO] [TRAIN] epoch=10, iter=3420/80000, loss=0.3689, lr=0.009615, batch_cost=1.0114, reader_cost=0.0001 | ETA 21:30:56
2020-11-05 15:28:09 [INFO] [TRAIN] epoch=10, iter=3430/80000, loss=0.2206, lr=0.009613, batch_cost=1.0095, reader_cost=0.0001 | ETA 21:28:20
2020-11-05 15:28:20 [INFO] [TRAIN] epoch=10, iter=3440/80000, loss=0.2332, lr=0.009612, batch_cost=1.0280, reader_cost=0.0001 | ETA 21:51:41
2020-11-05 15:28:30 [INFO] [TRAIN] epoch=10, iter=3450/80000, loss=0.3273, lr=0.009611, batch_cost=1.0094, reader_cost=0.0001 | ETA 21:27:47
2020-11-05 15:28:40 [INFO] [TRAIN] epoch=10, iter=3460/80000, loss=0.2367, lr=0.009610, batch_cost=1.0393, reader_cost=0.0001 | ETA 22:05:45
2020-11-05 15:28:51 [INFO] [TRAIN] epoch=10, iter=3470/80000, loss=0.1768, lr=0.009609, batch_cost=1.0748, reader_cost=0.0002 | ETA 22:50:50
2020-11-05 15:29:02 [INFO] [TRAIN] epoch=10, iter=3480/80000, loss=0.2015, lr=0.009608, batch_cost=1.0785, reader_cost=0.0002 | ETA 22:55:29
2020-11-05 15:29:12 [INFO] [TRAIN] epoch=10, iter=3490/80000, loss=0.2342, lr=0.009607, batch_cost=1.0658, reader_cost=0.0002 | ETA 22:39:02
2020-11-05 15:29:22 [INFO] [TRAIN] epoch=10, iter=3500/80000, loss=0.2219, lr=0.009605, batch_cost=1.0003, reader_cost=0.0002 | ETA 21:15:20
2020-11-05 15:29:32 [INFO] [TRAIN] epoch=10, iter=3510/80000, loss=0.1880, lr=0.009604, batch_cost=0.9935, reader_cost=0.0001 | ETA 21:06:35
2020-11-05 15:29:43 [INFO] [TRAIN] epoch=10, iter=3520/80000, loss=0.1613, lr=0.009603, batch_cost=1.0332, reader_cost=0.0001 | ETA 21:57:02
2020-11-05 15:29:53 [INFO] [TRAIN] epoch=10, iter=3530/80000, loss=0.2589, lr=0.009602, batch_cost=1.0070, reader_cost=0.0001 | ETA 21:23:22
2020-11-05 15:30:03 [INFO] [TRAIN] epoch=10, iter=3540/80000, loss=0.1760, lr=0.009601, batch_cost=1.0359, reader_cost=0.0002 | ETA 22:00:08
2020-11-05 15:30:15 [INFO] [TRAIN] epoch=10, iter=3550/80000, loss=0.2440, lr=0.009600, batch_cost=1.2350, reader_cost=0.0003 | ETA 26:13:36
2020-11-05 15:30:27 [INFO] [TRAIN] epoch=10, iter=3560/80000, loss=0.2611, lr=0.009599, batch_cost=1.2201, reader_cost=0.0002 | ETA 25:54:27
2020-11-05 15:30:38 [INFO] [TRAIN] epoch=10, iter=3570/80000, loss=0.1853, lr=0.009598, batch_cost=1.0050, reader_cost=0.0002 | ETA 21:20:09
2020-11-05 15:30:48 [INFO] [TRAIN] epoch=10, iter=3580/80000, loss=0.2934, lr=0.009596, batch_cost=1.0546, reader_cost=0.0002 | ETA 22:23:11
2020-11-05 15:30:58 [INFO] [TRAIN] epoch=10, iter=3590/80000, loss=0.2734, lr=0.009595, batch_cost=1.0266, reader_cost=0.0002 | ETA 21:47:25
2020-11-05 15:31:08 [INFO] [TRAIN] epoch=10, iter=3600/80000, loss=0.1475, lr=0.009594, batch_cost=1.0071, reader_cost=0.0002 | ETA 21:22:24
2020-11-05 15:31:19 [INFO] [TRAIN] epoch=10, iter=3610/80000, loss=0.2475, lr=0.009593, batch_cost=1.0572, reader_cost=0.0002 | ETA 22:25:56
2020-11-05 15:31:29 [INFO] [TRAIN] epoch=10, iter=3620/80000, loss=0.2034, lr=0.009592, batch_cost=0.9768, reader_cost=0.0002 | ETA 20:43:25
2020-11-05 15:31:39 [INFO] [TRAIN] epoch=10, iter=3630/80000, loss=0.1646, lr=0.009591, batch_cost=0.9745, reader_cost=0.0002 | ETA 20:40:23
2020-11-05 15:31:48 [INFO] [TRAIN] epoch=10, iter=3640/80000, loss=0.2359, lr=0.009590, batch_cost=0.9757, reader_cost=0.0002 | ETA 20:41:40
2020-11-05 15:31:58 [INFO] [TRAIN] epoch=10, iter=3650/80000, loss=0.2327, lr=0.009589, batch_cost=0.9742, reader_cost=0.0002 | ETA 20:39:41
2020-11-05 15:32:08 [INFO] [TRAIN] epoch=10, iter=3660/80000, loss=0.1865, lr=0.009587, batch_cost=0.9886, reader_cost=0.0001 | ETA 20:57:47
2020-11-05 15:32:18 [INFO] [TRAIN] epoch=10, iter=3670/80000, loss=0.1452, lr=0.009586, batch_cost=0.9762, reader_cost=0.0002 | ETA 20:41:49
2020-11-05 15:32:28 [INFO] [TRAIN] epoch=10, iter=3680/80000, loss=0.2125, lr=0.009585, batch_cost=1.0410, reader_cost=0.0002 | ETA 22:04:07
2020-11-05 15:32:38 [INFO] [TRAIN] epoch=10, iter=3690/80000, loss=0.2853, lr=0.009584, batch_cost=0.9893, reader_cost=0.0001 | ETA 20:58:15
2020-11-05 15:32:48 [INFO] [TRAIN] epoch=10, iter=3700/80000, loss=0.1668, lr=0.009583, batch_cost=0.9888, reader_cost=0.0002 | ETA 20:57:29
2020-11-05 15:32:58 [INFO] [TRAIN] epoch=10, iter=3710/80000, loss=0.2732, lr=0.009582, batch_cost=0.9942, reader_cost=0.0001 | ETA 21:04:06
2020-11-05 15:33:08 [INFO] [TRAIN] epoch=10, iter=3720/80000, loss=0.2018, lr=0.009581, batch_cost=0.9839, reader_cost=0.0001 | ETA 20:50:51
2020-11-05 15:33:21 [INFO] [TRAIN] epoch=11, iter=3730/80000, loss=0.2097, lr=0.009579, batch_cost=1.3143, reader_cost=0.1098 | ETA 27:50:39
2020-11-05 15:33:32 [INFO] [TRAIN] epoch=11, iter=3740/80000, loss=0.2413, lr=0.009578, batch_cost=1.0809, reader_cost=0.0005 | ETA 22:53:52
2020-11-05 15:33:43 [INFO] [TRAIN] epoch=11, iter=3750/80000, loss=0.1887, lr=0.009577, batch_cost=1.1208, reader_cost=0.0019 | ETA 23:44:20
2020-11-05 15:33:53 [INFO] [TRAIN] epoch=11, iter=3760/80000, loss=0.1927, lr=0.009576, batch_cost=1.0230, reader_cost=0.0002 | ETA 21:39:52
2020-11-05 15:34:03 [INFO] [TRAIN] epoch=11, iter=3770/80000, loss=0.2068, lr=0.009575, batch_cost=1.0097, reader_cost=0.0002 | ETA 21:22:46
2020-11-05 15:34:14 [INFO] [TRAIN] epoch=11, iter=3780/80000, loss=0.2104, lr=0.009574, batch_cost=1.0385, reader_cost=0.0002 | ETA 21:59:13
2020-11-05 15:34:24 [INFO] [TRAIN] epoch=11, iter=3790/80000, loss=0.3233, lr=0.009573, batch_cost=1.0247, reader_cost=0.0002 | ETA 21:41:33
2020-11-05 15:34:34 [INFO] [TRAIN] epoch=11, iter=3800/80000, loss=0.3521, lr=0.009572, batch_cost=1.0482, reader_cost=0.0002 | ETA 22:11:13
2020-11-05 15:34:44 [INFO] [TRAIN] epoch=11, iter=3810/80000, loss=0.2143, lr=0.009570, batch_cost=0.9999, reader_cost=0.0002 | ETA 21:09:38
2020-11-05 15:34:54 [INFO] [TRAIN] epoch=11, iter=3820/80000, loss=0.2763, lr=0.009569, batch_cost=0.9985, reader_cost=0.0001 | ETA 21:07:47
2020-11-05 15:35:04 [INFO] [TRAIN] epoch=11, iter=3830/80000, loss=0.2963, lr=0.009568, batch_cost=0.9997, reader_cost=0.0001 | ETA 21:09:05
2020-11-05 15:35:14 [INFO] [TRAIN] epoch=11, iter=3840/80000, loss=0.2244, lr=0.009567, batch_cost=0.9767, reader_cost=0.0001 | ETA 20:39:49
2020-11-05 15:35:24 [INFO] [TRAIN] epoch=11, iter=3850/80000, loss=0.1982, lr=0.009566, batch_cost=0.9715, reader_cost=0.0002 | ETA 20:33:00
2020-11-05 15:35:33 [INFO] [TRAIN] epoch=11, iter=3860/80000, loss=0.2224, lr=0.009565, batch_cost=0.9715, reader_cost=0.0001 | ETA 20:32:51
2020-11-05 15:35:43 [INFO] [TRAIN] epoch=11, iter=3870/80000, loss=0.1359, lr=0.009564, batch_cost=0.9961, reader_cost=0.0002 | ETA 21:03:50
2020-11-05 15:35:54 [INFO] [TRAIN] epoch=11, iter=3880/80000, loss=0.1833, lr=0.009563, batch_cost=1.1094, reader_cost=0.0002 | ETA 23:27:30
2020-11-05 15:36:08 [INFO] [TRAIN] epoch=11, iter=3890/80000, loss=0.1998, lr=0.009561, batch_cost=1.3330, reader_cost=0.0002 | ETA 28:10:51
2020-11-05 15:36:26 [INFO] [TRAIN] epoch=11, iter=3900/80000, loss=0.2080, lr=0.009560, batch_cost=1.8142, reader_cost=0.0002 | ETA 38:20:58
2020-11-05 15:36:37 [INFO] [TRAIN] epoch=11, iter=3910/80000, loss=0.2257, lr=0.009559, batch_cost=1.0797, reader_cost=0.0002 | ETA 22:49:13
2020-11-05 15:36:47 [INFO] [TRAIN] epoch=11, iter=3920/80000, loss=0.1602, lr=0.009558, batch_cost=1.0592, reader_cost=0.0002 | ETA 22:23:05
2020-11-05 15:36:58 [INFO] [TRAIN] epoch=11, iter=3930/80000, loss=0.1144, lr=0.009557, batch_cost=1.0634, reader_cost=0.0002 | ETA 22:28:15
2020-11-05 15:37:09 [INFO] [TRAIN] epoch=11, iter=3940/80000, loss=0.1536, lr=0.009556, batch_cost=1.1421, reader_cost=0.0002 | ETA 24:07:50
2020-11-05 15:37:20 [INFO] [TRAIN] epoch=11, iter=3950/80000, loss=0.1735, lr=0.009555, batch_cost=1.0222, reader_cost=0.0002 | ETA 21:35:39
2020-11-05 15:37:32 [INFO] [TRAIN] epoch=11, iter=3960/80000, loss=0.2354, lr=0.009553, batch_cost=1.2004, reader_cost=0.0002 | ETA 25:21:18
2020-11-05 15:37:42 [INFO] [TRAIN] epoch=11, iter=3970/80000, loss=0.1315, lr=0.009552, batch_cost=1.0584, reader_cost=0.0002 | ETA 22:21:09
2020-11-05 15:37:52 [INFO] [TRAIN] epoch=11, iter=3980/80000, loss=0.2332, lr=0.009551, batch_cost=1.0032, reader_cost=0.0002 | ETA 21:11:06
2020-11-05 15:38:02 [INFO] [TRAIN] epoch=11, iter=3990/80000, loss=0.2453, lr=0.009550, batch_cost=1.0174, reader_cost=0.0001 | ETA 21:28:52
2020-11-05 15:38:13 [INFO] [TRAIN] epoch=11, iter=4000/80000, loss=0.3385, lr=0.009549, batch_cost=1.0524, reader_cost=0.0001 | ETA 22:12:59
2020-11-05 15:38:18 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 15:43:41 [INFO] [EVAL] #Images=500 mIoU=0.6489 Acc=0.9407 Kappa=0.9230
2020-11-05 15:43:41 [INFO] [EVAL] Category IoU:
[0.9702 0.7705 0.8979 0.3269 0.4916 0.5729 0.6135 0.7174 0.9011 0.5239
0.9208 0.6488 0.4505 0.9027 0.4962 0.5689 0.4899 0.3613 0.7045]
2020-11-05 15:43:41 [INFO] [EVAL] Category Acc:
[0.9868 0.8439 0.941 0.7184 0.6847 0.7642 0.7457 0.831 0.9506 0.7121
0.9354 0.9242 0.6245 0.9194 0.8088 0.8695 0.5504 0.4302 0.7929]
2020-11-05 15:43:44 [INFO] [EVAL] The model with the best validation mIoU (0.6489) was saved at iter 4000.
2020-11-05 15:43:55 [INFO] [TRAIN] epoch=11, iter=4010/80000, loss=0.2311, lr=0.009548, batch_cost=1.1095, reader_cost=0.0002 | ETA 23:25:09
2020-11-05 15:44:07 [INFO] [TRAIN] epoch=11, iter=4020/80000, loss=0.1936, lr=0.009547, batch_cost=1.1894, reader_cost=0.0002 | ETA 25:06:07
2020-11-05 15:44:19 [INFO] [TRAIN] epoch=11, iter=4030/80000, loss=0.1918, lr=0.009546, batch_cost=1.1405, reader_cost=0.0002 | ETA 24:04:04
2020-11-05 15:44:29 [INFO] [TRAIN] epoch=11, iter=4040/80000, loss=0.1640, lr=0.009544, batch_cost=1.0831, reader_cost=0.0002 | ETA 22:51:10
2020-11-05 15:44:41 [INFO] [TRAIN] epoch=11, iter=4050/80000, loss=0.1806, lr=0.009543, batch_cost=1.1069, reader_cost=0.0011 | ETA 23:21:07
2020-11-05 15:44:52 [INFO] [TRAIN] epoch=11, iter=4060/80000, loss=0.2931, lr=0.009542, batch_cost=1.1033, reader_cost=0.0004 | ETA 23:16:24
2020-11-05 15:45:02 [INFO] [TRAIN] epoch=11, iter=4070/80000, loss=0.1620, lr=0.009541, batch_cost=1.0272, reader_cost=0.0002 | ETA 21:39:55
2020-11-05 15:45:12 [INFO] [TRAIN] epoch=11, iter=4080/80000, loss=0.2005, lr=0.009540, batch_cost=1.0143, reader_cost=0.0002 | ETA 21:23:26
2020-11-05 15:45:22 [INFO] [TRAIN] epoch=11, iter=4090/80000, loss=0.2315, lr=0.009539, batch_cost=1.0030, reader_cost=0.0001 | ETA 21:08:55
2020-11-05 15:45:35 [INFO] [TRAIN] epoch=12, iter=4100/80000, loss=0.2365, lr=0.009538, batch_cost=1.3047, reader_cost=0.1507 | ETA 27:30:25
2020-11-05 15:45:45 [INFO] [TRAIN] epoch=12, iter=4110/80000, loss=0.1884, lr=0.009537, batch_cost=1.0331, reader_cost=0.0005 | ETA 21:46:41
2020-11-05 15:45:56 [INFO] [TRAIN] epoch=12, iter=4120/80000, loss=0.3526, lr=0.009535, batch_cost=1.0184, reader_cost=0.0002 | ETA 21:27:58
2020-11-05 15:46:06 [INFO] [TRAIN] epoch=12, iter=4130/80000, loss=0.1756, lr=0.009534, batch_cost=1.0172, reader_cost=0.0002 | ETA 21:26:14
2020-11-05 15:46:16 [INFO] [TRAIN] epoch=12, iter=4140/80000, loss=0.2858, lr=0.009533, batch_cost=1.0186, reader_cost=0.0002 | ETA 21:27:47
2020-11-05 15:46:26 [INFO] [TRAIN] epoch=12, iter=4150/80000, loss=0.3079, lr=0.009532, batch_cost=1.0057, reader_cost=0.0002 | ETA 21:11:25
2020-11-05 15:46:36 [INFO] [TRAIN] epoch=12, iter=4160/80000, loss=0.2300, lr=0.009531, batch_cost=1.0285, reader_cost=0.0002 | ETA 21:40:02
2020-11-05 15:46:46 [INFO] [TRAIN] epoch=12, iter=4170/80000, loss=0.2787, lr=0.009530, batch_cost=0.9972, reader_cost=0.0002 | ETA 21:00:18
2020-11-05 15:46:56 [INFO] [TRAIN] epoch=12, iter=4180/80000, loss=0.1225, lr=0.009529, batch_cost=0.9959, reader_cost=0.0002 | ETA 20:58:31
2020-11-05 15:47:06 [INFO] [TRAIN] epoch=12, iter=4190/80000, loss=0.4854, lr=0.009527, batch_cost=0.9992, reader_cost=0.0002 | ETA 21:02:32
2020-11-05 15:47:16 [INFO] [TRAIN] epoch=12, iter=4200/80000, loss=0.1867, lr=0.009526, batch_cost=0.9845, reader_cost=0.0002 | ETA 20:43:48
2020-11-05 15:47:26 [INFO] [TRAIN] epoch=12, iter=4210/80000, loss=0.2097, lr=0.009525, batch_cost=0.9851, reader_cost=0.0002 | ETA 20:44:18
2020-11-05 15:47:36 [INFO] [TRAIN] epoch=12, iter=4220/80000, loss=0.1801, lr=0.009524, batch_cost=0.9877, reader_cost=0.0002 | ETA 20:47:31
2020-11-05 15:47:46 [INFO] [TRAIN] epoch=12, iter=4230/80000, loss=0.1661, lr=0.009523, batch_cost=1.0125, reader_cost=0.0002 | ETA 21:18:34
2020-11-05 15:47:56 [INFO] [TRAIN] epoch=12, iter=4240/80000, loss=0.2039, lr=0.009522, batch_cost=1.0019, reader_cost=0.0002 | ETA 21:05:03
2020-11-05 15:48:06 [INFO] [TRAIN] epoch=12, iter=4250/80000, loss=0.2334, lr=0.009521, batch_cost=1.0230, reader_cost=0.0002 | ETA 21:31:36
2020-11-05 15:48:17 [INFO] [TRAIN] epoch=12, iter=4260/80000, loss=0.1856, lr=0.009520, batch_cost=1.0939, reader_cost=0.0004 | ETA 23:00:54
2020-11-05 15:48:28 [INFO] [TRAIN] epoch=12, iter=4270/80000, loss=0.2363, lr=0.009518, batch_cost=1.0835, reader_cost=0.0002 | ETA 22:47:36
2020-11-05 15:48:38 [INFO] [TRAIN] epoch=12, iter=4280/80000, loss=0.1866, lr=0.009517, batch_cost=1.0488, reader_cost=0.0002 | ETA 22:03:33
2020-11-05 15:48:49 [INFO] [TRAIN] epoch=12, iter=4290/80000, loss=0.2111, lr=0.009516, batch_cost=1.0170, reader_cost=0.0002 | ETA 21:23:20
2020-11-05 15:48:58 [INFO] [TRAIN] epoch=12, iter=4300/80000, loss=0.1176, lr=0.009515, batch_cost=0.9766, reader_cost=0.0002 | ETA 20:32:07
2020-11-05 15:49:08 [INFO] [TRAIN] epoch=12, iter=4310/80000, loss=0.2243, lr=0.009514, batch_cost=0.9733, reader_cost=0.0001 | ETA 20:27:51
2020-11-05 15:49:18 [INFO] [TRAIN] epoch=12, iter=4320/80000, loss=0.1268, lr=0.009513, batch_cost=0.9792, reader_cost=0.0002 | ETA 20:35:03
2020-11-05 15:49:28 [INFO] [TRAIN] epoch=12, iter=4330/80000, loss=0.1287, lr=0.009512, batch_cost=0.9762, reader_cost=0.0002 | ETA 20:31:08
2020-11-05 15:49:37 [INFO] [TRAIN] epoch=12, iter=4340/80000, loss=0.1433, lr=0.009511, batch_cost=0.9793, reader_cost=0.0002 | ETA 20:34:52
2020-11-05 15:49:47 [INFO] [TRAIN] epoch=12, iter=4350/80000, loss=0.1748, lr=0.009509, batch_cost=0.9794, reader_cost=0.0002 | ETA 20:34:55
2020-11-05 15:49:57 [INFO] [TRAIN] epoch=12, iter=4360/80000, loss=0.2734, lr=0.009508, batch_cost=1.0186, reader_cost=0.0002 | ETA 21:24:05
2020-11-05 15:50:08 [INFO] [TRAIN] epoch=12, iter=4370/80000, loss=0.3108, lr=0.009507, batch_cost=1.0180, reader_cost=0.0002 | ETA 21:23:13
2020-11-05 15:50:19 [INFO] [TRAIN] epoch=12, iter=4380/80000, loss=0.1905, lr=0.009506, batch_cost=1.1502, reader_cost=0.0002 | ETA 24:09:38
2020-11-05 15:50:30 [INFO] [TRAIN] epoch=12, iter=4390/80000, loss=0.1849, lr=0.009505, batch_cost=1.0992, reader_cost=0.0002 | ETA 23:05:12
2020-11-05 15:50:40 [INFO] [TRAIN] epoch=12, iter=4400/80000, loss=0.2344, lr=0.009504, batch_cost=0.9911, reader_cost=0.0002 | ETA 20:48:50
2020-11-05 15:50:50 [INFO] [TRAIN] epoch=12, iter=4410/80000, loss=0.1319, lr=0.009503, batch_cost=1.0484, reader_cost=0.0002 | ETA 22:00:45
2020-11-05 15:51:01 [INFO] [TRAIN] epoch=12, iter=4420/80000, loss=0.1355, lr=0.009501, batch_cost=1.0590, reader_cost=0.0001 | ETA 22:14:01
2020-11-05 15:51:11 [INFO] [TRAIN] epoch=12, iter=4430/80000, loss=0.1514, lr=0.009500, batch_cost=1.0186, reader_cost=0.0002 | ETA 21:22:52
2020-11-05 15:51:21 [INFO] [TRAIN] epoch=12, iter=4440/80000, loss=0.1353, lr=0.009499, batch_cost=1.0024, reader_cost=0.0002 | ETA 21:02:20
2020-11-05 15:51:31 [INFO] [TRAIN] epoch=12, iter=4450/80000, loss=0.1849, lr=0.009498, batch_cost=0.9959, reader_cost=0.0001 | ETA 20:53:58
2020-11-05 15:51:42 [INFO] [TRAIN] epoch=12, iter=4460/80000, loss=0.1494, lr=0.009497, batch_cost=1.0567, reader_cost=0.0001 | ETA 22:10:19
2020-11-05 15:51:54 [INFO] [TRAIN] epoch=13, iter=4470/80000, loss=0.2087, lr=0.009496, batch_cost=1.2477, reader_cost=0.1324 | ETA 26:10:36
2020-11-05 15:52:04 [INFO] [TRAIN] epoch=13, iter=4480/80000, loss=0.1915, lr=0.009495, batch_cost=1.0093, reader_cost=0.0005 | ETA 21:10:25
2020-11-05 15:52:14 [INFO] [TRAIN] epoch=13, iter=4490/80000, loss=0.1779, lr=0.009494, batch_cost=1.0069, reader_cost=0.0001 | ETA 21:07:08
2020-11-05 15:52:25 [INFO] [TRAIN] epoch=13, iter=4500/80000, loss=0.1760, lr=0.009492, batch_cost=1.0174, reader_cost=0.0001 | ETA 21:20:15
2020-11-05 15:52:35 [INFO] [TRAIN] epoch=13, iter=4510/80000, loss=0.1492, lr=0.009491, batch_cost=1.0406, reader_cost=0.0001 | ETA 21:49:18
2020-11-05 15:52:45 [INFO] [TRAIN] epoch=13, iter=4520/80000, loss=0.2206, lr=0.009490, batch_cost=1.0293, reader_cost=0.0001 | ETA 21:34:50
2020-11-05 15:52:56 [INFO] [TRAIN] epoch=13, iter=4530/80000, loss=0.1869, lr=0.009489, batch_cost=1.0354, reader_cost=0.0001 | ETA 21:42:18
2020-11-05 15:53:06 [INFO] [TRAIN] epoch=13, iter=4540/80000, loss=0.2050, lr=0.009488, batch_cost=1.0298, reader_cost=0.0001 | ETA 21:35:09
2020-11-05 15:53:19 [INFO] [TRAIN] epoch=13, iter=4550/80000, loss=0.2583, lr=0.009487, batch_cost=1.2559, reader_cost=0.0001 | ETA 26:19:15
2020-11-05 15:53:29 [INFO] [TRAIN] epoch=13, iter=4560/80000, loss=0.2917, lr=0.009486, batch_cost=1.0400, reader_cost=0.0001 | ETA 21:47:41
2020-11-05 15:53:39 [INFO] [TRAIN] epoch=13, iter=4570/80000, loss=0.2539, lr=0.009484, batch_cost=0.9704, reader_cost=0.0002 | ETA 20:19:56
2020-11-05 15:53:48 [INFO] [TRAIN] epoch=13, iter=4580/80000, loss=0.4626, lr=0.009483, batch_cost=0.9704, reader_cost=0.0002 | ETA 20:19:47
2020-11-05 15:53:58 [INFO] [TRAIN] epoch=13, iter=4590/80000, loss=0.2859, lr=0.009482, batch_cost=0.9977, reader_cost=0.0002 | ETA 20:53:56
2020-11-05 15:54:11 [INFO] [TRAIN] epoch=13, iter=4600/80000, loss=0.2578, lr=0.009481, batch_cost=1.2265, reader_cost=0.0011 | ETA 25:41:20
2020-11-05 15:54:23 [INFO] [TRAIN] epoch=13, iter=4610/80000, loss=0.2927, lr=0.009480, batch_cost=1.2659, reader_cost=0.0014 | ETA 26:30:33
2020-11-05 15:54:36 [INFO] [TRAIN] epoch=13, iter=4620/80000, loss=0.2142, lr=0.009479, batch_cost=1.2349, reader_cost=0.0008 | ETA 25:51:27
2020-11-05 15:54:46 [INFO] [TRAIN] epoch=13, iter=4630/80000, loss=0.1718, lr=0.009478, batch_cost=1.0306, reader_cost=0.0002 | ETA 21:34:33
2020-11-05 15:54:57 [INFO] [TRAIN] epoch=13, iter=4640/80000, loss=0.2774, lr=0.009477, batch_cost=1.0801, reader_cost=0.0002 | ETA 22:36:37
2020-11-05 15:55:07 [INFO] [TRAIN] epoch=13, iter=4650/80000, loss=0.3815, lr=0.009475, batch_cost=1.0791, reader_cost=0.0002 | ETA 22:35:09
2020-11-05 15:55:18 [INFO] [TRAIN] epoch=13, iter=4660/80000, loss=0.3162, lr=0.009474, batch_cost=1.0908, reader_cost=0.0002 | ETA 22:49:43
2020-11-05 15:55:31 [INFO] [TRAIN] epoch=13, iter=4670/80000, loss=0.2060, lr=0.009473, batch_cost=1.2113, reader_cost=0.0002 | ETA 25:20:48
2020-11-05 15:55:41 [INFO] [TRAIN] epoch=13, iter=4680/80000, loss=0.1752, lr=0.009472, batch_cost=1.0611, reader_cost=0.0002 | ETA 22:12:01
2020-11-05 15:55:52 [INFO] [TRAIN] epoch=13, iter=4690/80000, loss=0.2573, lr=0.009471, batch_cost=1.0547, reader_cost=0.0002 | ETA 22:03:49
2020-11-05 15:56:02 [INFO] [TRAIN] epoch=13, iter=4700/80000, loss=0.2080, lr=0.009470, batch_cost=1.0403, reader_cost=0.0002 | ETA 21:45:35
2020-11-05 15:56:13 [INFO] [TRAIN] epoch=13, iter=4710/80000, loss=0.2076, lr=0.009469, batch_cost=1.0579, reader_cost=0.0002 | ETA 22:07:29
2020-11-05 15:56:23 [INFO] [TRAIN] epoch=13, iter=4720/80000, loss=0.2829, lr=0.009468, batch_cost=1.0405, reader_cost=0.0002 | ETA 21:45:27
2020-11-05 15:56:34 [INFO] [TRAIN] epoch=13, iter=4730/80000, loss=0.2663, lr=0.009466, batch_cost=1.0731, reader_cost=0.0002 | ETA 22:26:09
2020-11-05 15:56:44 [INFO] [TRAIN] epoch=13, iter=4740/80000, loss=0.3497, lr=0.009465, batch_cost=1.0251, reader_cost=0.0002 | ETA 21:25:51
2020-11-05 15:56:54 [INFO] [TRAIN] epoch=13, iter=4750/80000, loss=0.2329, lr=0.009464, batch_cost=1.0118, reader_cost=0.0015 | ETA 21:09:00
2020-11-05 15:57:04 [INFO] [TRAIN] epoch=13, iter=4760/80000, loss=0.3663, lr=0.009463, batch_cost=1.0144, reader_cost=0.0002 | ETA 21:12:06
2020-11-05 15:57:15 [INFO] [TRAIN] epoch=13, iter=4770/80000, loss=0.2064, lr=0.009462, batch_cost=1.0288, reader_cost=0.0002 | ETA 21:29:56
2020-11-05 15:57:26 [INFO] [TRAIN] epoch=13, iter=4780/80000, loss=0.1748, lr=0.009461, batch_cost=1.1303, reader_cost=0.0002 | ETA 23:37:03
2020-11-05 15:57:37 [INFO] [TRAIN] epoch=13, iter=4790/80000, loss=0.2159, lr=0.009460, batch_cost=1.0650, reader_cost=0.0002 | ETA 22:14:58
2020-11-05 15:57:47 [INFO] [TRAIN] epoch=13, iter=4800/80000, loss=0.2201, lr=0.009458, batch_cost=1.0671, reader_cost=0.0002 | ETA 22:17:23
2020-11-05 15:57:58 [INFO] [TRAIN] epoch=13, iter=4810/80000, loss=0.1703, lr=0.009457, batch_cost=1.0607, reader_cost=0.0002 | ETA 22:09:12
2020-11-05 15:58:09 [INFO] [TRAIN] epoch=13, iter=4820/80000, loss=0.2032, lr=0.009456, batch_cost=1.0861, reader_cost=0.0002 | ETA 22:40:52
2020-11-05 15:58:20 [INFO] [TRAIN] epoch=13, iter=4830/80000, loss=0.1360, lr=0.009455, batch_cost=1.1025, reader_cost=0.0002 | ETA 23:01:17
2020-11-05 15:58:33 [INFO] [TRAIN] epoch=14, iter=4840/80000, loss=0.2619, lr=0.009454, batch_cost=1.2972, reader_cost=0.1729 | ETA 27:04:59
2020-11-05 15:58:43 [INFO] [TRAIN] epoch=14, iter=4850/80000, loss=0.2095, lr=0.009453, batch_cost=0.9965, reader_cost=0.0005 | ETA 20:48:09
2020-11-05 15:58:53 [INFO] [TRAIN] epoch=14, iter=4860/80000, loss=0.2371, lr=0.009452, batch_cost=1.0364, reader_cost=0.0002 | ETA 21:37:57
2020-11-05 15:59:04 [INFO] [TRAIN] epoch=14, iter=4870/80000, loss=0.3917, lr=0.009451, batch_cost=1.0658, reader_cost=0.0002 | ETA 22:14:35
2020-11-05 15:59:14 [INFO] [TRAIN] epoch=14, iter=4880/80000, loss=0.2355, lr=0.009449, batch_cost=1.0629, reader_cost=0.0002 | ETA 22:10:42
2020-11-05 15:59:25 [INFO] [TRAIN] epoch=14, iter=4890/80000, loss=0.2179, lr=0.009448, batch_cost=1.0898, reader_cost=0.0002 | ETA 22:44:15
2020-11-05 15:59:35 [INFO] [TRAIN] epoch=14, iter=4900/80000, loss=0.1952, lr=0.009447, batch_cost=1.0237, reader_cost=0.0002 | ETA 21:21:18
2020-11-05 15:59:46 [INFO] [TRAIN] epoch=14, iter=4910/80000, loss=0.3331, lr=0.009446, batch_cost=1.0402, reader_cost=0.0002 | ETA 21:41:52
2020-11-05 15:59:56 [INFO] [TRAIN] epoch=14, iter=4920/80000, loss=0.1708, lr=0.009445, batch_cost=1.0333, reader_cost=0.0002 | ETA 21:32:56
2020-11-05 16:00:07 [INFO] [TRAIN] epoch=14, iter=4930/80000, loss=0.3378, lr=0.009444, batch_cost=1.0859, reader_cost=0.0004 | ETA 22:38:41
2020-11-05 16:00:18 [INFO] [TRAIN] epoch=14, iter=4940/80000, loss=0.1429, lr=0.009443, batch_cost=1.0559, reader_cost=0.0002 | ETA 22:00:57
2020-11-05 16:00:28 [INFO] [TRAIN] epoch=14, iter=4950/80000, loss=0.2025, lr=0.009441, batch_cost=1.0325, reader_cost=0.0002 | ETA 21:31:32
2020-11-05 16:00:38 [INFO] [TRAIN] epoch=14, iter=4960/80000, loss=0.2939, lr=0.009440, batch_cost=1.0160, reader_cost=0.0002 | ETA 21:10:38
2020-11-05 16:00:48 [INFO] [TRAIN] epoch=14, iter=4970/80000, loss=0.1938, lr=0.009439, batch_cost=1.0347, reader_cost=0.0002 | ETA 21:33:56
2020-11-05 16:00:59 [INFO] [TRAIN] epoch=14, iter=4980/80000, loss=0.2191, lr=0.009438, batch_cost=1.0769, reader_cost=0.0002 | ETA 22:26:26
2020-11-05 16:01:12 [INFO] [TRAIN] epoch=14, iter=4990/80000, loss=0.2055, lr=0.009437, batch_cost=1.2362, reader_cost=0.0002 | ETA 25:45:25
2020-11-05 16:01:22 [INFO] [TRAIN] epoch=14, iter=5000/80000, loss=0.2029, lr=0.009436, batch_cost=1.0452, reader_cost=0.0002 | ETA 21:46:29
2020-11-05 16:01:32 [INFO] [TRAIN] epoch=14, iter=5010/80000, loss=0.2180, lr=0.009435, batch_cost=1.0144, reader_cost=0.0002 | ETA 21:07:46
2020-11-05 16:01:43 [INFO] [TRAIN] epoch=14, iter=5020/80000, loss=0.2098, lr=0.009434, batch_cost=1.0638, reader_cost=0.0002 | ETA 22:09:20
2020-11-05 16:01:53 [INFO] [TRAIN] epoch=14, iter=5030/80000, loss=0.2221, lr=0.009432, batch_cost=1.0162, reader_cost=0.0002 | ETA 21:09:43
2020-11-05 16:02:03 [INFO] [TRAIN] epoch=14, iter=5040/80000, loss=0.2048, lr=0.009431, batch_cost=1.0136, reader_cost=0.0002 | ETA 21:06:21
2020-11-05 16:02:13 [INFO] [TRAIN] epoch=14, iter=5050/80000, loss=0.2056, lr=0.009430, batch_cost=1.0206, reader_cost=0.0002 | ETA 21:14:57
2020-11-05 16:02:24 [INFO] [TRAIN] epoch=14, iter=5060/80000, loss=0.1541, lr=0.009429, batch_cost=1.0337, reader_cost=0.0002 | ETA 21:31:04
2020-11-05 16:02:34 [INFO] [TRAIN] epoch=14, iter=5070/80000, loss=0.1216, lr=0.009428, batch_cost=1.0323, reader_cost=0.0002 | ETA 21:29:12
2020-11-05 16:02:46 [INFO] [TRAIN] epoch=14, iter=5080/80000, loss=0.2152, lr=0.009427, batch_cost=1.1883, reader_cost=0.0002 | ETA 24:43:49
2020-11-05 16:02:57 [INFO] [TRAIN] epoch=14, iter=5090/80000, loss=0.2190, lr=0.009426, batch_cost=1.0889, reader_cost=0.0002 | ETA 22:39:26
2020-11-05 16:03:08 [INFO] [TRAIN] epoch=14, iter=5100/80000, loss=0.4281, lr=0.009424, batch_cost=1.1125, reader_cost=0.0002 | ETA 23:08:48
2020-11-05 16:03:18 [INFO] [TRAIN] epoch=14, iter=5110/80000, loss=0.1645, lr=0.009423, batch_cost=1.0361, reader_cost=0.0002 | ETA 21:33:15
2020-11-05 16:03:29 [INFO] [TRAIN] epoch=14, iter=5120/80000, loss=0.5244, lr=0.009422, batch_cost=1.0577, reader_cost=0.0002 | ETA 22:00:04
2020-11-05 16:03:39 [INFO] [TRAIN] epoch=14, iter=5130/80000, loss=0.2460, lr=0.009421, batch_cost=1.0333, reader_cost=0.0002 | ETA 21:29:23
2020-11-05 16:03:50 [INFO] [TRAIN] epoch=14, iter=5140/80000, loss=0.2319, lr=0.009420, batch_cost=1.0443, reader_cost=0.0002 | ETA 21:42:52
2020-11-05 16:04:00 [INFO] [TRAIN] epoch=14, iter=5150/80000, loss=0.1539, lr=0.009419, batch_cost=1.0267, reader_cost=0.0002 | ETA 21:20:44
2020-11-05 16:04:10 [INFO] [TRAIN] epoch=14, iter=5160/80000, loss=0.1893, lr=0.009418, batch_cost=1.0142, reader_cost=0.0002 | ETA 21:05:01
2020-11-05 16:04:20 [INFO] [TRAIN] epoch=14, iter=5170/80000, loss=0.2089, lr=0.009417, batch_cost=1.0343, reader_cost=0.0002 | ETA 21:29:58
2020-11-05 16:04:31 [INFO] [TRAIN] epoch=14, iter=5180/80000, loss=0.2503, lr=0.009415, batch_cost=1.0151, reader_cost=0.0002 | ETA 21:05:48
2020-11-05 16:04:41 [INFO] [TRAIN] epoch=14, iter=5190/80000, loss=0.1967, lr=0.009414, batch_cost=1.0150, reader_cost=0.0002 | ETA 21:05:32
2020-11-05 16:04:51 [INFO] [TRAIN] epoch=14, iter=5200/80000, loss=0.2918, lr=0.009413, batch_cost=1.0560, reader_cost=0.0003 | ETA 21:56:27
2020-11-05 16:05:03 [INFO] [TRAIN] epoch=15, iter=5210/80000, loss=0.2707, lr=0.009412, batch_cost=1.1911, reader_cost=0.1314 | ETA 24:44:40
2020-11-05 16:05:13 [INFO] [TRAIN] epoch=15, iter=5220/80000, loss=0.2259, lr=0.009411, batch_cost=1.0029, reader_cost=0.0005 | ETA 20:50:00
2020-11-05 16:05:23 [INFO] [TRAIN] epoch=15, iter=5230/80000, loss=0.2697, lr=0.009410, batch_cost=0.9909, reader_cost=0.0002 | ETA 20:34:51
2020-11-05 16:05:33 [INFO] [TRAIN] epoch=15, iter=5240/80000, loss=0.1874, lr=0.009409, batch_cost=0.9933, reader_cost=0.0001 | ETA 20:37:38
2020-11-05 16:05:43 [INFO] [TRAIN] epoch=15, iter=5250/80000, loss=0.2563, lr=0.009408, batch_cost=0.9896, reader_cost=0.0001 | ETA 20:32:54
2020-11-05 16:05:53 [INFO] [TRAIN] epoch=15, iter=5260/80000, loss=0.2341, lr=0.009406, batch_cost=0.9859, reader_cost=0.0002 | ETA 20:28:04
2020-11-05 16:06:03 [INFO] [TRAIN] epoch=15, iter=5270/80000, loss=0.1970, lr=0.009405, batch_cost=0.9919, reader_cost=0.0002 | ETA 20:35:24
2020-11-05 16:06:13 [INFO] [TRAIN] epoch=15, iter=5280/80000, loss=0.1873, lr=0.009404, batch_cost=0.9909, reader_cost=0.0002 | ETA 20:34:00
2020-11-05 16:06:23 [INFO] [TRAIN] epoch=15, iter=5290/80000, loss=0.2215, lr=0.009403, batch_cost=0.9903, reader_cost=0.0002 | ETA 20:33:04
2020-11-05 16:06:32 [INFO] [TRAIN] epoch=15, iter=5300/80000, loss=0.1959, lr=0.009402, batch_cost=0.9915, reader_cost=0.0001 | ETA 20:34:22
2020-11-05 16:06:43 [INFO] [TRAIN] epoch=15, iter=5310/80000, loss=0.2249, lr=0.009401, batch_cost=1.0153, reader_cost=0.0001 | ETA 21:03:54
2020-11-05 16:06:52 [INFO] [TRAIN] epoch=15, iter=5320/80000, loss=0.1640, lr=0.009400, batch_cost=0.9853, reader_cost=0.0001 | ETA 20:26:22
2020-11-05 16:07:02 [INFO] [TRAIN] epoch=15, iter=5330/80000, loss=0.1991, lr=0.009398, batch_cost=0.9828, reader_cost=0.0001 | ETA 20:23:02
2020-11-05 16:07:12 [INFO] [TRAIN] epoch=15, iter=5340/80000, loss=0.2073, lr=0.009397, batch_cost=0.9820, reader_cost=0.0001 | ETA 20:21:59
2020-11-05 16:07:22 [INFO] [TRAIN] epoch=15, iter=5350/80000, loss=0.2110, lr=0.009396, batch_cost=0.9819, reader_cost=0.0001 | ETA 20:21:39
2020-11-05 16:07:32 [INFO] [TRAIN] epoch=15, iter=5360/80000, loss=0.1689, lr=0.009395, batch_cost=0.9870, reader_cost=0.0001 | ETA 20:27:46
2020-11-05 16:07:42 [INFO] [TRAIN] epoch=15, iter=5370/80000, loss=0.2193, lr=0.009394, batch_cost=0.9950, reader_cost=0.0001 | ETA 20:37:38
2020-11-05 16:07:52 [INFO] [TRAIN] epoch=15, iter=5380/80000, loss=0.1828, lr=0.009393, batch_cost=0.9927, reader_cost=0.0001 | ETA 20:34:37
2020-11-05 16:08:02 [INFO] [TRAIN] epoch=15, iter=5390/80000, loss=0.2638, lr=0.009392, batch_cost=0.9919, reader_cost=0.0001 | ETA 20:33:26
2020-11-05 16:08:11 [INFO] [TRAIN] epoch=15, iter=5400/80000, loss=0.1562, lr=0.009391, batch_cost=0.9931, reader_cost=0.0001 | ETA 20:34:45
2020-11-05 16:08:21 [INFO] [TRAIN] epoch=15, iter=5410/80000, loss=0.1907, lr=0.009389, batch_cost=0.9942, reader_cost=0.0001 | ETA 20:35:57
2020-11-05 16:08:31 [INFO] [TRAIN] epoch=15, iter=5420/80000, loss=0.1770, lr=0.009388, batch_cost=0.9978, reader_cost=0.0002 | ETA 20:40:18
2020-11-05 16:08:41 [INFO] [TRAIN] epoch=15, iter=5430/80000, loss=0.1825, lr=0.009387, batch_cost=0.9944, reader_cost=0.0001 | ETA 20:35:55
2020-11-05 16:08:51 [INFO] [TRAIN] epoch=15, iter=5440/80000, loss=0.1235, lr=0.009386, batch_cost=0.9911, reader_cost=0.0001 | ETA 20:31:36
2020-11-05 16:09:01 [INFO] [TRAIN] epoch=15, iter=5450/80000, loss=0.1581, lr=0.009385, batch_cost=0.9859, reader_cost=0.0001 | ETA 20:24:59
2020-11-05 16:09:11 [INFO] [TRAIN] epoch=15, iter=5460/80000, loss=0.1426, lr=0.009384, batch_cost=0.9868, reader_cost=0.0001 | ETA 20:25:59
2020-11-05 16:09:21 [INFO] [TRAIN] epoch=15, iter=5470/80000, loss=0.2232, lr=0.009383, batch_cost=0.9912, reader_cost=0.0001 | ETA 20:31:13
2020-11-05 16:09:31 [INFO] [TRAIN] epoch=15, iter=5480/80000, loss=0.2148, lr=0.009381, batch_cost=0.9988, reader_cost=0.0001 | ETA 20:40:30
2020-11-05 16:09:41 [INFO] [TRAIN] epoch=15, iter=5490/80000, loss=0.2464, lr=0.009380, batch_cost=0.9898, reader_cost=0.0001 | ETA 20:29:06
2020-11-05 16:09:51 [INFO] [TRAIN] epoch=15, iter=5500/80000, loss=0.2644, lr=0.009379, batch_cost=1.0662, reader_cost=0.0002 | ETA 22:03:53
2020-11-05 16:10:01 [INFO] [TRAIN] epoch=15, iter=5510/80000, loss=0.2522, lr=0.009378, batch_cost=1.0011, reader_cost=0.0002 | ETA 20:42:48
2020-11-05 16:10:12 [INFO] [TRAIN] epoch=15, iter=5520/80000, loss=0.1784, lr=0.009377, batch_cost=1.0357, reader_cost=0.0002 | ETA 21:25:35
2020-11-05 16:10:23 [INFO] [TRAIN] epoch=15, iter=5530/80000, loss=0.1936, lr=0.009376, batch_cost=1.0930, reader_cost=0.0002 | ETA 22:36:33
2020-11-05 16:10:34 [INFO] [TRAIN] epoch=15, iter=5540/80000, loss=0.1503, lr=0.009375, batch_cost=1.0795, reader_cost=0.0002 | ETA 22:19:41
2020-11-05 16:10:44 [INFO] [TRAIN] epoch=15, iter=5550/80000, loss=0.1700, lr=0.009374, batch_cost=1.0655, reader_cost=0.0002 | ETA 22:02:09
2020-11-05 16:10:55 [INFO] [TRAIN] epoch=15, iter=5560/80000, loss=0.1502, lr=0.009372, batch_cost=1.0412, reader_cost=0.0002 | ETA 21:31:44
2020-11-05 16:11:08 [INFO] [TRAIN] epoch=15, iter=5570/80000, loss=0.2871, lr=0.009371, batch_cost=1.3093, reader_cost=0.0002 | ETA 27:04:07
2020-11-05 16:11:18 [INFO] [TRAIN] epoch=15, iter=5580/80000, loss=0.2195, lr=0.009370, batch_cost=1.0145, reader_cost=0.0001 | ETA 20:58:17
2020-11-05 16:11:30 [INFO] [TRAIN] epoch=16, iter=5590/80000, loss=0.2354, lr=0.009369, batch_cost=1.2303, reader_cost=0.1026 | ETA 25:25:49
2020-11-05 16:11:40 [INFO] [TRAIN] epoch=16, iter=5600/80000, loss=0.1932, lr=0.009368, batch_cost=1.0010, reader_cost=0.0002 | ETA 20:41:13
2020-11-05 16:11:50 [INFO] [TRAIN] epoch=16, iter=5610/80000, loss=0.1653, lr=0.009367, batch_cost=0.9896, reader_cost=0.0002 | ETA 20:26:57
2020-11-05 16:12:00 [INFO] [TRAIN] epoch=16, iter=5620/80000, loss=0.1834, lr=0.009366, batch_cost=0.9990, reader_cost=0.0002 | ETA 20:38:29
2020-11-05 16:12:10 [INFO] [TRAIN] epoch=16, iter=5630/80000, loss=0.2571, lr=0.009364, batch_cost=1.0196, reader_cost=0.0002 | ETA 21:03:49
2020-11-05 16:12:21 [INFO] [TRAIN] epoch=16, iter=5640/80000, loss=0.1952, lr=0.009363, batch_cost=1.0409, reader_cost=0.0002 | ETA 21:29:58
2020-11-05 16:12:31 [INFO] [TRAIN] epoch=16, iter=5650/80000, loss=0.1612, lr=0.009362, batch_cost=1.0308, reader_cost=0.0002 | ETA 21:17:21
2020-11-05 16:12:41 [INFO] [TRAIN] epoch=16, iter=5660/80000, loss=0.2225, lr=0.009361, batch_cost=1.0234, reader_cost=0.0002 | ETA 21:08:02
2020-11-05 16:12:52 [INFO] [TRAIN] epoch=16, iter=5670/80000, loss=0.2233, lr=0.009360, batch_cost=1.0472, reader_cost=0.0002 | ETA 21:37:18
2020-11-05 16:13:02 [INFO] [TRAIN] epoch=16, iter=5680/80000, loss=0.2993, lr=0.009359, batch_cost=1.0609, reader_cost=0.0002 | ETA 21:54:09
2020-11-05 16:13:13 [INFO] [TRAIN] epoch=16, iter=5690/80000, loss=0.1507, lr=0.009358, batch_cost=1.0570, reader_cost=0.0002 | ETA 21:49:06
2020-11-05 16:13:23 [INFO] [TRAIN] epoch=16, iter=5700/80000, loss=0.2541, lr=0.009357, batch_cost=1.0197, reader_cost=0.0002 | ETA 21:02:41
2020-11-05 16:13:33 [INFO] [TRAIN] epoch=16, iter=5710/80000, loss=0.1479, lr=0.009355, batch_cost=0.9920, reader_cost=0.0002 | ETA 20:28:19
2020-11-05 16:13:43 [INFO] [TRAIN] epoch=16, iter=5720/80000, loss=0.1881, lr=0.009354, batch_cost=0.9888, reader_cost=0.0002 | ETA 20:24:09
2020-11-05 16:13:53 [INFO] [TRAIN] epoch=16, iter=5730/80000, loss=0.1686, lr=0.009353, batch_cost=1.0449, reader_cost=0.0002 | ETA 21:33:21
2020-11-05 16:14:04 [INFO] [TRAIN] epoch=16, iter=5740/80000, loss=0.1456, lr=0.009352, batch_cost=1.0273, reader_cost=0.0002 | ETA 21:11:26
2020-11-05 16:14:14 [INFO] [TRAIN] epoch=16, iter=5750/80000, loss=0.1649, lr=0.009351, batch_cost=1.0329, reader_cost=0.0002 | ETA 21:18:13
2020-11-05 16:14:24 [INFO] [TRAIN] epoch=16, iter=5760/80000, loss=0.1773, lr=0.009350, batch_cost=1.0178, reader_cost=0.0002 | ETA 20:59:20
2020-11-05 16:14:34 [INFO] [TRAIN] epoch=16, iter=5770/80000, loss=0.2067, lr=0.009349, batch_cost=1.0261, reader_cost=0.0002 | ETA 21:09:29
2020-11-05 16:14:45 [INFO] [TRAIN] epoch=16, iter=5780/80000, loss=0.1569, lr=0.009347, batch_cost=1.0884, reader_cost=0.0002 | ETA 22:26:24
2020-11-05 16:14:56 [INFO] [TRAIN] epoch=16, iter=5790/80000, loss=0.1569, lr=0.009346, batch_cost=1.0719, reader_cost=0.0002 | ETA 22:05:47
2020-11-05 16:15:06 [INFO] [TRAIN] epoch=16, iter=5800/80000, loss=0.1502, lr=0.009345, batch_cost=1.0252, reader_cost=0.0026 | ETA 21:07:49
2020-11-05 16:15:16 [INFO] [TRAIN] epoch=16, iter=5810/80000, loss=0.1213, lr=0.009344, batch_cost=1.0140, reader_cost=0.0002 | ETA 20:53:47
2020-11-05 16:15:26 [INFO] [TRAIN] epoch=16, iter=5820/80000, loss=0.1882, lr=0.009343, batch_cost=1.0088, reader_cost=0.0002 | ETA 20:47:11
2020-11-05 16:15:38 [INFO] [TRAIN] epoch=16, iter=5830/80000, loss=0.1455, lr=0.009342, batch_cost=1.1691, reader_cost=0.0015 | ETA 24:05:10
2020-11-05 16:15:50 [INFO] [TRAIN] epoch=16, iter=5840/80000, loss=0.1201, lr=0.009341, batch_cost=1.1494, reader_cost=0.0014 | ETA 23:40:36
2020-11-05 16:16:00 [INFO] [TRAIN] epoch=16, iter=5850/80000, loss=0.2304, lr=0.009340, batch_cost=0.9977, reader_cost=0.0002 | ETA 20:32:58
2020-11-05 16:16:10 [INFO] [TRAIN] epoch=16, iter=5860/80000, loss=0.2405, lr=0.009338, batch_cost=1.0365, reader_cost=0.0002 | ETA 21:20:42
2020-11-05 16:16:20 [INFO] [TRAIN] epoch=16, iter=5870/80000, loss=0.1428, lr=0.009337, batch_cost=1.0197, reader_cost=0.0002 | ETA 20:59:52
2020-11-05 16:16:30 [INFO] [TRAIN] epoch=16, iter=5880/80000, loss=0.1910, lr=0.009336, batch_cost=1.0078, reader_cost=0.0001 | ETA 20:45:01
2020-11-05 16:16:40 [INFO] [TRAIN] epoch=16, iter=5890/80000, loss=0.2016, lr=0.009335, batch_cost=1.0192, reader_cost=0.0002 | ETA 20:58:54
2020-11-05 16:16:50 [INFO] [TRAIN] epoch=16, iter=5900/80000, loss=0.1339, lr=0.009334, batch_cost=0.9985, reader_cost=0.0002 | ETA 20:33:05
2020-11-05 16:17:01 [INFO] [TRAIN] epoch=16, iter=5910/80000, loss=0.2145, lr=0.009333, batch_cost=1.0988, reader_cost=0.0002 | ETA 22:36:48
2020-11-05 16:17:12 [INFO] [TRAIN] epoch=16, iter=5920/80000, loss=0.1532, lr=0.009332, batch_cost=1.1012, reader_cost=0.0002 | ETA 22:39:36
2020-11-05 16:17:23 [INFO] [TRAIN] epoch=16, iter=5930/80000, loss=0.1362, lr=0.009330, batch_cost=1.0752, reader_cost=0.0002 | ETA 22:07:17
2020-11-05 16:17:35 [INFO] [TRAIN] epoch=16, iter=5940/80000, loss=0.2266, lr=0.009329, batch_cost=1.1475, reader_cost=0.0002 | ETA 23:36:26
2020-11-05 16:17:45 [INFO] [TRAIN] epoch=16, iter=5950/80000, loss=0.1840, lr=0.009328, batch_cost=1.0460, reader_cost=0.0001 | ETA 21:30:57
2020-11-05 16:17:59 [INFO] [TRAIN] epoch=17, iter=5960/80000, loss=0.1744, lr=0.009327, batch_cost=1.3932, reader_cost=0.1100 | ETA 28:39:09
2020-11-05 16:18:09 [INFO] [TRAIN] epoch=17, iter=5970/80000, loss=0.2546, lr=0.009326, batch_cost=1.0119, reader_cost=0.0015 | ETA 20:48:30
2020-11-05 16:18:20 [INFO] [TRAIN] epoch=17, iter=5980/80000, loss=0.4073, lr=0.009325, batch_cost=1.0672, reader_cost=0.0021 | ETA 21:56:36
2020-11-05 16:18:30 [INFO] [TRAIN] epoch=17, iter=5990/80000, loss=0.1480, lr=0.009324, batch_cost=1.0095, reader_cost=0.0002 | ETA 20:45:12
2020-11-05 16:18:40 [INFO] [TRAIN] epoch=17, iter=6000/80000, loss=0.1621, lr=0.009323, batch_cost=1.0420, reader_cost=0.0002 | ETA 21:25:11
2020-11-05 16:18:47 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 16:24:05 [INFO] [EVAL] #Images=500 mIoU=0.6164 Acc=0.9321 Kappa=0.9118
2020-11-05 16:24:05 [INFO] [EVAL] Category IoU:
[0.9538 0.7153 0.8922 0.2254 0.472 0.5592 0.551 0.6952 0.8851 0.4222
0.894 0.7463 0.4912 0.8932 0.494 0.6477 0.1071 0.3846 0.6821]
2020-11-05 16:24:05 [INFO] [EVAL] Category Acc:
[0.9765 0.8777 0.9389 0.7313 0.6855 0.7057 0.6299 0.8289 0.9184 0.8409
0.9239 0.8622 0.6391 0.9276 0.7449 0.7557 0.7989 0.4294 0.7627]
2020-11-05 16:24:05 [INFO] [EVAL] The model with the best validation mIoU (0.6489) was saved at iter 4000.
2020-11-05 16:24:15 [INFO] [TRAIN] epoch=17, iter=6010/80000, loss=0.4164, lr=0.009321, batch_cost=1.0175, reader_cost=0.0002 | ETA 20:54:43
2020-11-05 16:24:25 [INFO] [TRAIN] epoch=17, iter=6020/80000, loss=0.1806, lr=0.009320, batch_cost=1.0003, reader_cost=0.0002 | ETA 20:33:25
2020-11-05 16:24:35 [INFO] [TRAIN] epoch=17, iter=6030/80000, loss=0.4188, lr=0.009319, batch_cost=0.9855, reader_cost=0.0002 | ETA 20:14:54
2020-11-05 16:24:45 [INFO] [TRAIN] epoch=17, iter=6040/80000, loss=0.2326, lr=0.009318, batch_cost=1.0003, reader_cost=0.0002 | ETA 20:33:04
2020-11-05 16:24:55 [INFO] [TRAIN] epoch=17, iter=6050/80000, loss=0.3213, lr=0.009317, batch_cost=1.0016, reader_cost=0.0013 | ETA 20:34:26
2020-11-05 16:25:05 [INFO] [TRAIN] epoch=17, iter=6060/80000, loss=0.1761, lr=0.009316, batch_cost=1.0085, reader_cost=0.0002 | ETA 20:42:50
2020-11-05 16:25:15 [INFO] [TRAIN] epoch=17, iter=6070/80000, loss=0.1912, lr=0.009315, batch_cost=1.0174, reader_cost=0.0002 | ETA 20:53:35
2020-11-05 16:25:25 [INFO] [TRAIN] epoch=17, iter=6080/80000, loss=0.1699, lr=0.009313, batch_cost=1.0234, reader_cost=0.0002 | ETA 21:00:47
2020-11-05 16:25:36 [INFO] [TRAIN] epoch=17, iter=6090/80000, loss=0.2752, lr=0.009312, batch_cost=1.0294, reader_cost=0.0002 | ETA 21:08:04
2020-11-05 16:25:46 [INFO] [TRAIN] epoch=17, iter=6100/80000, loss=0.2352, lr=0.009311, batch_cost=0.9954, reader_cost=0.0002 | ETA 20:25:59
2020-11-05 16:25:56 [INFO] [TRAIN] epoch=17, iter=6110/80000, loss=0.2193, lr=0.009310, batch_cost=1.0611, reader_cost=0.0002 | ETA 21:46:43
2020-11-05 16:26:08 [INFO] [TRAIN] epoch=17, iter=6120/80000, loss=0.1781, lr=0.009309, batch_cost=1.1408, reader_cost=0.0002 | ETA 23:24:39
2020-11-05 16:26:18 [INFO] [TRAIN] epoch=17, iter=6130/80000, loss=0.1775, lr=0.009308, batch_cost=1.0401, reader_cost=0.0002 | ETA 21:20:30
2020-11-05 16:26:29 [INFO] [TRAIN] epoch=17, iter=6140/80000, loss=0.2170, lr=0.009307, batch_cost=1.0601, reader_cost=0.0002 | ETA 21:44:56
2020-11-05 16:26:39 [INFO] [TRAIN] epoch=17, iter=6150/80000, loss=0.2291, lr=0.009306, batch_cost=1.0396, reader_cost=0.0002 | ETA 21:19:34
2020-11-05 16:26:50 [INFO] [TRAIN] epoch=17, iter=6160/80000, loss=0.1386, lr=0.009304, batch_cost=1.1219, reader_cost=0.0002 | ETA 23:00:37
2020-11-05 16:27:01 [INFO] [TRAIN] epoch=17, iter=6170/80000, loss=0.1864, lr=0.009303, batch_cost=1.0271, reader_cost=0.0002 | ETA 21:03:49
2020-11-05 16:27:11 [INFO] [TRAIN] epoch=17, iter=6180/80000, loss=0.1613, lr=0.009302, batch_cost=1.0097, reader_cost=0.0002 | ETA 20:42:14
2020-11-05 16:27:21 [INFO] [TRAIN] epoch=17, iter=6190/80000, loss=0.1692, lr=0.009301, batch_cost=1.0026, reader_cost=0.0002 | ETA 20:33:21
2020-11-05 16:27:31 [INFO] [TRAIN] epoch=17, iter=6200/80000, loss=0.1476, lr=0.009300, batch_cost=1.0162, reader_cost=0.0002 | ETA 20:49:58
2020-11-05 16:27:41 [INFO] [TRAIN] epoch=17, iter=6210/80000, loss=0.2229, lr=0.009299, batch_cost=1.0061, reader_cost=0.0002 | ETA 20:37:22
2020-11-05 16:27:51 [INFO] [TRAIN] epoch=17, iter=6220/80000, loss=0.2708, lr=0.009298, batch_cost=1.0359, reader_cost=0.0002 | ETA 21:13:45
2020-11-05 16:28:02 [INFO] [TRAIN] epoch=17, iter=6230/80000, loss=0.2270, lr=0.009296, batch_cost=1.0412, reader_cost=0.0002 | ETA 21:20:08
2020-11-05 16:28:12 [INFO] [TRAIN] epoch=17, iter=6240/80000, loss=0.2998, lr=0.009295, batch_cost=1.0358, reader_cost=0.0002 | ETA 21:13:19
2020-11-05 16:28:23 [INFO] [TRAIN] epoch=17, iter=6250/80000, loss=0.2247, lr=0.009294, batch_cost=1.0874, reader_cost=0.0002 | ETA 22:16:32
2020-11-05 16:28:33 [INFO] [TRAIN] epoch=17, iter=6260/80000, loss=0.1959, lr=0.009293, batch_cost=1.0198, reader_cost=0.0002 | ETA 20:53:22
2020-11-05 16:28:43 [INFO] [TRAIN] epoch=17, iter=6270/80000, loss=0.1290, lr=0.009292, batch_cost=1.0047, reader_cost=0.0002 | ETA 20:34:39
2020-11-05 16:28:53 [INFO] [TRAIN] epoch=17, iter=6280/80000, loss=0.1629, lr=0.009291, batch_cost=1.0120, reader_cost=0.0002 | ETA 20:43:24
2020-11-05 16:29:04 [INFO] [TRAIN] epoch=17, iter=6290/80000, loss=0.1906, lr=0.009290, batch_cost=1.0481, reader_cost=0.0014 | ETA 21:27:38
2020-11-05 16:29:14 [INFO] [TRAIN] epoch=17, iter=6300/80000, loss=0.1788, lr=0.009288, batch_cost=1.0409, reader_cost=0.0011 | ETA 21:18:33
2020-11-05 16:29:25 [INFO] [TRAIN] epoch=17, iter=6310/80000, loss=0.1856, lr=0.009287, batch_cost=1.0700, reader_cost=0.0002 | ETA 21:54:04
2020-11-05 16:29:35 [INFO] [TRAIN] epoch=17, iter=6320/80000, loss=0.1867, lr=0.009286, batch_cost=1.0110, reader_cost=0.0001 | ETA 20:41:29
2020-11-05 16:29:47 [INFO] [TRAIN] epoch=18, iter=6330/80000, loss=0.3020, lr=0.009285, batch_cost=1.1979, reader_cost=0.1983 | ETA 24:30:51
2020-11-05 16:29:57 [INFO] [TRAIN] epoch=18, iter=6340/80000, loss=0.1753, lr=0.009284, batch_cost=1.0242, reader_cost=0.0004 | ETA 20:57:23
2020-11-05 16:30:07 [INFO] [TRAIN] epoch=18, iter=6350/80000, loss=0.3558, lr=0.009283, batch_cost=0.9963, reader_cost=0.0002 | ETA 20:22:59
2020-11-05 16:30:17 [INFO] [TRAIN] epoch=18, iter=6360/80000, loss=0.1974, lr=0.009282, batch_cost=1.0038, reader_cost=0.0002 | ETA 20:31:57
2020-11-05 16:30:28 [INFO] [TRAIN] epoch=18, iter=6370/80000, loss=0.1886, lr=0.009281, batch_cost=1.0358, reader_cost=0.0002 | ETA 21:11:06
2020-11-05 16:30:38 [INFO] [TRAIN] epoch=18, iter=6380/80000, loss=0.2678, lr=0.009279, batch_cost=1.0253, reader_cost=0.0002 | ETA 20:58:04
2020-11-05 16:30:48 [INFO] [TRAIN] epoch=18, iter=6390/80000, loss=0.2209, lr=0.009278, batch_cost=1.0446, reader_cost=0.0002 | ETA 21:21:35
2020-11-05 16:30:58 [INFO] [TRAIN] epoch=18, iter=6400/80000, loss=0.2248, lr=0.009277, batch_cost=1.0191, reader_cost=0.0002 | ETA 20:50:08
2020-11-05 16:31:09 [INFO] [TRAIN] epoch=18, iter=6410/80000, loss=0.1190, lr=0.009276, batch_cost=1.0084, reader_cost=0.0002 | ETA 20:36:46
2020-11-05 16:31:19 [INFO] [TRAIN] epoch=18, iter=6420/80000, loss=0.1739, lr=0.009275, batch_cost=1.0276, reader_cost=0.0002 | ETA 21:00:12
2020-11-05 16:31:30 [INFO] [TRAIN] epoch=18, iter=6430/80000, loss=0.3099, lr=0.009274, batch_cost=1.0846, reader_cost=0.0002 | ETA 22:09:55
2020-11-05 16:31:40 [INFO] [TRAIN] epoch=18, iter=6440/80000, loss=0.2097, lr=0.009273, batch_cost=1.0275, reader_cost=0.0002 | ETA 20:59:43
2020-11-05 16:31:51 [INFO] [TRAIN] epoch=18, iter=6450/80000, loss=0.1930, lr=0.009271, batch_cost=1.1352, reader_cost=0.0002 | ETA 23:11:32
2020-11-05 16:32:07 [INFO] [TRAIN] epoch=18, iter=6460/80000, loss=0.2154, lr=0.009270, batch_cost=1.5997, reader_cost=0.0002 | ETA 32:40:43
2020-11-05 16:32:17 [INFO] [TRAIN] epoch=18, iter=6470/80000, loss=0.2853, lr=0.009269, batch_cost=1.0068, reader_cost=0.0002 | ETA 20:33:52
2020-11-05 16:32:27 [INFO] [TRAIN] epoch=18, iter=6480/80000, loss=0.1585, lr=0.009268, batch_cost=1.0146, reader_cost=0.0002 | ETA 20:43:15
2020-11-05 16:32:39 [INFO] [TRAIN] epoch=18, iter=6490/80000, loss=0.1667, lr=0.009267, batch_cost=1.1146, reader_cost=0.0002 | ETA 22:45:36
2020-11-05 16:32:49 [INFO] [TRAIN] epoch=18, iter=6500/80000, loss=0.1845, lr=0.009266, batch_cost=1.0744, reader_cost=0.0020 | ETA 21:56:07
2020-11-05 16:33:00 [INFO] [TRAIN] epoch=18, iter=6510/80000, loss=0.1350, lr=0.009265, batch_cost=1.0568, reader_cost=0.0002 | ETA 21:34:22
2020-11-05 16:33:11 [INFO] [TRAIN] epoch=18, iter=6520/80000, loss=0.1828, lr=0.009264, batch_cost=1.0745, reader_cost=0.0002 | ETA 21:55:55
2020-11-05 16:33:21 [INFO] [TRAIN] epoch=18, iter=6530/80000, loss=0.1161, lr=0.009262, batch_cost=1.0375, reader_cost=0.0002 | ETA 21:10:28
2020-11-05 16:33:31 [INFO] [TRAIN] epoch=18, iter=6540/80000, loss=0.1370, lr=0.009261, batch_cost=1.0115, reader_cost=0.0002 | ETA 20:38:27
2020-11-05 16:33:41 [INFO] [TRAIN] epoch=18, iter=6550/80000, loss=0.1281, lr=0.009260, batch_cost=0.9749, reader_cost=0.0002 | ETA 19:53:29
2020-11-05 16:33:51 [INFO] [TRAIN] epoch=18, iter=6560/80000, loss=0.1244, lr=0.009259, batch_cost=0.9752, reader_cost=0.0001 | ETA 19:53:38
2020-11-05 16:34:00 [INFO] [TRAIN] epoch=18, iter=6570/80000, loss=0.1801, lr=0.009258, batch_cost=0.9747, reader_cost=0.0002 | ETA 19:52:53
2020-11-05 16:34:11 [INFO] [TRAIN] epoch=18, iter=6580/80000, loss=0.1959, lr=0.009257, batch_cost=1.0234, reader_cost=0.0002 | ETA 20:52:19
2020-11-05 16:34:21 [INFO] [TRAIN] epoch=18, iter=6590/80000, loss=0.2772, lr=0.009256, batch_cost=1.0691, reader_cost=0.0002 | ETA 21:48:01
2020-11-05 16:34:32 [INFO] [TRAIN] epoch=18, iter=6600/80000, loss=0.2246, lr=0.009254, batch_cost=1.0196, reader_cost=0.0002 | ETA 20:47:18
2020-11-05 16:34:42 [INFO] [TRAIN] epoch=18, iter=6610/80000, loss=0.2067, lr=0.009253, batch_cost=1.0675, reader_cost=0.0002 | ETA 21:45:43
2020-11-05 16:34:54 [INFO] [TRAIN] epoch=18, iter=6620/80000, loss=0.1819, lr=0.009252, batch_cost=1.2087, reader_cost=0.0002 | ETA 24:38:11
2020-11-05 16:35:06 [INFO] [TRAIN] epoch=18, iter=6630/80000, loss=0.3976, lr=0.009251, batch_cost=1.2130, reader_cost=0.0002 | ETA 24:43:16
2020-11-05 16:35:17 [INFO] [TRAIN] epoch=18, iter=6640/80000, loss=0.1573, lr=0.009250, batch_cost=1.0901, reader_cost=0.0002 | ETA 22:12:52
2020-11-05 16:35:28 [INFO] [TRAIN] epoch=18, iter=6650/80000, loss=0.2467, lr=0.009249, batch_cost=1.0525, reader_cost=0.0002 | ETA 21:26:43
2020-11-05 16:35:38 [INFO] [TRAIN] epoch=18, iter=6660/80000, loss=0.2547, lr=0.009248, batch_cost=1.0189, reader_cost=0.0002 | ETA 20:45:29
2020-11-05 16:35:49 [INFO] [TRAIN] epoch=18, iter=6670/80000, loss=0.1828, lr=0.009247, batch_cost=1.0762, reader_cost=0.0002 | ETA 21:55:19
2020-11-05 16:35:59 [INFO] [TRAIN] epoch=18, iter=6680/80000, loss=0.2523, lr=0.009245, batch_cost=1.0270, reader_cost=0.0002 | ETA 20:55:01
2020-11-05 16:36:09 [INFO] [TRAIN] epoch=18, iter=6690/80000, loss=0.3756, lr=0.009244, batch_cost=1.0261, reader_cost=0.0001 | ETA 20:53:40
2020-11-05 16:36:22 [INFO] [TRAIN] epoch=19, iter=6700/80000, loss=0.2632, lr=0.009243, batch_cost=1.2532, reader_cost=0.1201 | ETA 25:31:00
2020-11-05 16:36:32 [INFO] [TRAIN] epoch=19, iter=6710/80000, loss=0.2650, lr=0.009242, batch_cost=1.0415, reader_cost=0.0005 | ETA 21:12:09
2020-11-05 16:36:43 [INFO] [TRAIN] epoch=19, iter=6720/80000, loss=0.1658, lr=0.009241, batch_cost=1.0775, reader_cost=0.0002 | ETA 21:55:57
2020-11-05 16:36:55 [INFO] [TRAIN] epoch=19, iter=6730/80000, loss=0.1633, lr=0.009240, batch_cost=1.1761, reader_cost=0.0002 | ETA 23:56:15
2020-11-05 16:37:06 [INFO] [TRAIN] epoch=19, iter=6740/80000, loss=0.1588, lr=0.009239, batch_cost=1.1034, reader_cost=0.0003 | ETA 22:27:18
2020-11-05 16:37:16 [INFO] [TRAIN] epoch=19, iter=6750/80000, loss=0.2818, lr=0.009237, batch_cost=0.9804, reader_cost=0.0002 | ETA 19:56:51
2020-11-05 16:37:25 [INFO] [TRAIN] epoch=19, iter=6760/80000, loss=0.2659, lr=0.009236, batch_cost=0.9773, reader_cost=0.0002 | ETA 19:52:58
2020-11-05 16:37:36 [INFO] [TRAIN] epoch=19, iter=6770/80000, loss=0.2535, lr=0.009235, batch_cost=1.0030, reader_cost=0.0002 | ETA 20:24:13
2020-11-05 16:37:46 [INFO] [TRAIN] epoch=19, iter=6780/80000, loss=0.1638, lr=0.009234, batch_cost=1.0259, reader_cost=0.0002 | ETA 20:51:56
2020-11-05 16:37:56 [INFO] [TRAIN] epoch=19, iter=6790/80000, loss=0.2226, lr=0.009233, batch_cost=1.0224, reader_cost=0.0002 | ETA 20:47:29
2020-11-05 16:38:06 [INFO] [TRAIN] epoch=19, iter=6800/80000, loss=0.1722, lr=0.009232, batch_cost=1.0255, reader_cost=0.0002 | ETA 20:51:07
2020-11-05 16:38:17 [INFO] [TRAIN] epoch=19, iter=6810/80000, loss=0.1517, lr=0.009231, batch_cost=1.0357, reader_cost=0.0002 | ETA 21:03:21
2020-11-05 16:38:28 [INFO] [TRAIN] epoch=19, iter=6820/80000, loss=0.1773, lr=0.009229, batch_cost=1.1550, reader_cost=0.0002 | ETA 23:28:44
2020-11-05 16:38:39 [INFO] [TRAIN] epoch=19, iter=6830/80000, loss=0.2187, lr=0.009228, batch_cost=1.0846, reader_cost=0.0002 | ETA 22:02:41
2020-11-05 16:38:49 [INFO] [TRAIN] epoch=19, iter=6840/80000, loss=0.2079, lr=0.009227, batch_cost=1.0199, reader_cost=0.0002 | ETA 20:43:37
2020-11-05 16:38:59 [INFO] [TRAIN] epoch=19, iter=6850/80000, loss=0.1701, lr=0.009226, batch_cost=1.0140, reader_cost=0.0002 | ETA 20:36:14
2020-11-05 16:39:09 [INFO] [TRAIN] epoch=19, iter=6860/80000, loss=0.2164, lr=0.009225, batch_cost=1.0022, reader_cost=0.0002 | ETA 20:21:40
2020-11-05 16:39:19 [INFO] [TRAIN] epoch=19, iter=6870/80000, loss=0.2308, lr=0.009224, batch_cost=0.9983, reader_cost=0.0002 | ETA 20:16:45
2020-11-05 16:39:29 [INFO] [TRAIN] epoch=19, iter=6880/80000, loss=0.1687, lr=0.009223, batch_cost=0.9968, reader_cost=0.0002 | ETA 20:14:42
2020-11-05 16:39:39 [INFO] [TRAIN] epoch=19, iter=6890/80000, loss=0.2663, lr=0.009222, batch_cost=0.9840, reader_cost=0.0002 | ETA 19:59:01
2020-11-05 16:39:49 [INFO] [TRAIN] epoch=19, iter=6900/80000, loss=0.1581, lr=0.009220, batch_cost=0.9741, reader_cost=0.0002 | ETA 19:46:49
2020-11-05 16:39:59 [INFO] [TRAIN] epoch=19, iter=6910/80000, loss=0.1133, lr=0.009219, batch_cost=0.9902, reader_cost=0.0002 | ETA 20:06:16
2020-11-05 16:40:09 [INFO] [TRAIN] epoch=19, iter=6920/80000, loss=0.1505, lr=0.009218, batch_cost=1.0376, reader_cost=0.0002 | ETA 21:03:45
2020-11-05 16:40:19 [INFO] [TRAIN] epoch=19, iter=6930/80000, loss=0.0974, lr=0.009217, batch_cost=1.0229, reader_cost=0.0002 | ETA 20:45:41
2020-11-05 16:40:30 [INFO] [TRAIN] epoch=19, iter=6940/80000, loss=0.1794, lr=0.009216, batch_cost=1.0226, reader_cost=0.0002 | ETA 20:45:07
2020-11-05 16:40:40 [INFO] [TRAIN] epoch=19, iter=6950/80000, loss=0.1155, lr=0.009215, batch_cost=1.0590, reader_cost=0.0001 | ETA 21:29:16
2020-11-05 16:40:51 [INFO] [TRAIN] epoch=19, iter=6960/80000, loss=0.2248, lr=0.009214, batch_cost=1.0470, reader_cost=0.0002 | ETA 21:14:31
2020-11-05 16:41:01 [INFO] [TRAIN] epoch=19, iter=6970/80000, loss=0.2157, lr=0.009212, batch_cost=1.0570, reader_cost=0.0002 | ETA 21:26:34
2020-11-05 16:41:11 [INFO] [TRAIN] epoch=19, iter=6980/80000, loss=0.2156, lr=0.009211, batch_cost=0.9976, reader_cost=0.0002 | ETA 20:14:02
2020-11-05 16:41:22 [INFO] [TRAIN] epoch=19, iter=6990/80000, loss=0.1385, lr=0.009210, batch_cost=1.0381, reader_cost=0.0002 | ETA 21:03:12
2020-11-05 16:41:32 [INFO] [TRAIN] epoch=19, iter=7000/80000, loss=0.2084, lr=0.009209, batch_cost=1.0742, reader_cost=0.0002 | ETA 21:46:53
2020-11-05 16:41:46 [INFO] [TRAIN] epoch=19, iter=7010/80000, loss=0.1035, lr=0.009208, batch_cost=1.3283, reader_cost=0.0002 | ETA 26:55:50
2020-11-05 16:41:56 [INFO] [TRAIN] epoch=19, iter=7020/80000, loss=0.1215, lr=0.009207, batch_cost=1.0849, reader_cost=0.0002 | ETA 21:59:34
2020-11-05 16:42:07 [INFO] [TRAIN] epoch=19, iter=7030/80000, loss=0.1540, lr=0.009206, batch_cost=1.0461, reader_cost=0.0002 | ETA 21:12:12
2020-11-05 16:42:17 [INFO] [TRAIN] epoch=19, iter=7040/80000, loss=0.1403, lr=0.009205, batch_cost=1.0464, reader_cost=0.0002 | ETA 21:12:27
2020-11-05 16:42:28 [INFO] [TRAIN] epoch=19, iter=7050/80000, loss=0.3086, lr=0.009203, batch_cost=1.0523, reader_cost=0.0002 | ETA 21:19:28
2020-11-05 16:42:38 [INFO] [TRAIN] epoch=19, iter=7060/80000, loss=0.2903, lr=0.009202, batch_cost=1.0171, reader_cost=0.0002 | ETA 20:36:28
2020-11-05 16:42:51 [INFO] [TRAIN] epoch=20, iter=7070/80000, loss=0.2794, lr=0.009201, batch_cost=1.2412, reader_cost=0.1056 | ETA 25:08:41
2020-11-05 16:43:01 [INFO] [TRAIN] epoch=20, iter=7080/80000, loss=0.2169, lr=0.009200, batch_cost=1.0555, reader_cost=0.0005 | ETA 21:22:47
2020-11-05 16:43:12 [INFO] [TRAIN] epoch=20, iter=7090/80000, loss=0.3479, lr=0.009199, batch_cost=1.0611, reader_cost=0.0002 | ETA 21:29:24
2020-11-05 16:43:22 [INFO] [TRAIN] epoch=20, iter=7100/80000, loss=0.1688, lr=0.009198, batch_cost=1.0225, reader_cost=0.0002 | ETA 20:42:17
2020-11-05 16:43:32 [INFO] [TRAIN] epoch=20, iter=7110/80000, loss=0.1657, lr=0.009197, batch_cost=1.0351, reader_cost=0.0002 | ETA 20:57:25
2020-11-05 16:43:42 [INFO] [TRAIN] epoch=20, iter=7120/80000, loss=0.2486, lr=0.009195, batch_cost=0.9885, reader_cost=0.0001 | ETA 20:00:41
2020-11-05 16:43:52 [INFO] [TRAIN] epoch=20, iter=7130/80000, loss=0.1461, lr=0.009194, batch_cost=1.0082, reader_cost=0.0002 | ETA 20:24:26
2020-11-05 16:44:02 [INFO] [TRAIN] epoch=20, iter=7140/80000, loss=0.1659, lr=0.009193, batch_cost=1.0107, reader_cost=0.0020 | ETA 20:27:20
2020-11-05 16:44:12 [INFO] [TRAIN] epoch=20, iter=7150/80000, loss=0.1196, lr=0.009192, batch_cost=1.0066, reader_cost=0.0002 | ETA 20:22:12
2020-11-05 16:44:23 [INFO] [TRAIN] epoch=20, iter=7160/80000, loss=0.1571, lr=0.009191, batch_cost=1.0198, reader_cost=0.0002 | ETA 20:38:04
2020-11-05 16:44:33 [INFO] [TRAIN] epoch=20, iter=7170/80000, loss=0.2050, lr=0.009190, batch_cost=1.0002, reader_cost=0.0002 | ETA 20:14:01
2020-11-05 16:44:43 [INFO] [TRAIN] epoch=20, iter=7180/80000, loss=0.1786, lr=0.009189, batch_cost=1.0112, reader_cost=0.0002 | ETA 20:27:15
2020-11-05 16:44:53 [INFO] [TRAIN] epoch=20, iter=7190/80000, loss=0.1628, lr=0.009187, batch_cost=1.0006, reader_cost=0.0002 | ETA 20:14:16
2020-11-05 16:45:03 [INFO] [TRAIN] epoch=20, iter=7200/80000, loss=0.3023, lr=0.009186, batch_cost=1.0022, reader_cost=0.0002 | ETA 20:15:57
2020-11-05 16:45:13 [INFO] [TRAIN] epoch=20, iter=7210/80000, loss=0.2529, lr=0.009185, batch_cost=1.0203, reader_cost=0.0002 | ETA 20:37:49
2020-11-05 16:45:23 [INFO] [TRAIN] epoch=20, iter=7220/80000, loss=0.1360, lr=0.009184, batch_cost=1.0058, reader_cost=0.0002 | ETA 20:20:03
2020-11-05 16:45:33 [INFO] [TRAIN] epoch=20, iter=7230/80000, loss=0.1641, lr=0.009183, batch_cost=0.9984, reader_cost=0.0002 | ETA 20:10:53
2020-11-05 16:45:43 [INFO] [TRAIN] epoch=20, iter=7240/80000, loss=0.1611, lr=0.009182, batch_cost=1.0407, reader_cost=0.0002 | ETA 21:02:00
2020-11-05 16:45:54 [INFO] [TRAIN] epoch=20, iter=7250/80000, loss=0.1760, lr=0.009181, batch_cost=1.0883, reader_cost=0.0011 | ETA 21:59:36
2020-11-05 16:46:05 [INFO] [TRAIN] epoch=20, iter=7260/80000, loss=0.1792, lr=0.009180, batch_cost=1.0514, reader_cost=0.0002 | ETA 21:14:37
2020-11-05 16:46:15 [INFO] [TRAIN] epoch=20, iter=7270/80000, loss=0.1572, lr=0.009178, batch_cost=1.0139, reader_cost=0.0011 | ETA 20:29:03
2020-11-05 16:46:25 [INFO] [TRAIN] epoch=20, iter=7280/80000, loss=0.1646, lr=0.009177, batch_cost=1.0340, reader_cost=0.0018 | ETA 20:53:13
2020-11-05 16:46:36 [INFO] [TRAIN] epoch=20, iter=7290/80000, loss=0.2009, lr=0.009176, batch_cost=1.0643, reader_cost=0.0002 | ETA 21:29:43
2020-11-05 16:46:48 [INFO] [TRAIN] epoch=20, iter=7300/80000, loss=0.1998, lr=0.009175, batch_cost=1.1975, reader_cost=0.0002 | ETA 24:10:58
2020-11-05 16:47:01 [INFO] [TRAIN] epoch=20, iter=7310/80000, loss=0.1717, lr=0.009174, batch_cost=1.3220, reader_cost=0.0002 | ETA 26:41:38
2020-11-05 16:47:13 [INFO] [TRAIN] epoch=20, iter=7320/80000, loss=0.1259, lr=0.009173, batch_cost=1.1582, reader_cost=0.0002 | ETA 23:22:54
2020-11-05 16:47:25 [INFO] [TRAIN] epoch=20, iter=7330/80000, loss=0.1848, lr=0.009172, batch_cost=1.1859, reader_cost=0.0002 | ETA 23:56:21
2020-11-05 16:47:35 [INFO] [TRAIN] epoch=20, iter=7340/80000, loss=0.4089, lr=0.009170, batch_cost=1.0841, reader_cost=0.0002 | ETA 21:52:52
2020-11-05 16:47:47 [INFO] [TRAIN] epoch=20, iter=7350/80000, loss=0.3095, lr=0.009169, batch_cost=1.1300, reader_cost=0.0002 | ETA 22:48:14
2020-11-05 16:47:57 [INFO] [TRAIN] epoch=20, iter=7360/80000, loss=0.2002, lr=0.009168, batch_cost=1.0451, reader_cost=0.0002 | ETA 21:05:15
2020-11-05 16:48:08 [INFO] [TRAIN] epoch=20, iter=7370/80000, loss=0.1800, lr=0.009167, batch_cost=1.0518, reader_cost=0.0002 | ETA 21:13:09
2020-11-05 16:48:18 [INFO] [TRAIN] epoch=20, iter=7380/80000, loss=0.1210, lr=0.009166, batch_cost=1.0600, reader_cost=0.0002 | ETA 21:22:58
2020-11-05 16:48:29 [INFO] [TRAIN] epoch=20, iter=7390/80000, loss=0.1760, lr=0.009165, batch_cost=1.0231, reader_cost=0.0002 | ETA 20:38:06
2020-11-05 16:48:39 [INFO] [TRAIN] epoch=20, iter=7400/80000, loss=0.1596, lr=0.009164, batch_cost=1.0944, reader_cost=0.0002 | ETA 22:04:11
2020-11-05 16:48:50 [INFO] [TRAIN] epoch=20, iter=7410/80000, loss=0.1670, lr=0.009162, batch_cost=1.0778, reader_cost=0.0002 | ETA 21:43:54
2020-11-05 16:49:00 [INFO] [TRAIN] epoch=20, iter=7420/80000, loss=0.1577, lr=0.009161, batch_cost=1.0135, reader_cost=0.0002 | ETA 20:26:01
2020-11-05 16:49:11 [INFO] [TRAIN] epoch=20, iter=7430/80000, loss=0.2706, lr=0.009160, batch_cost=1.0592, reader_cost=0.0012 | ETA 21:21:04
2020-11-05 16:49:21 [INFO] [TRAIN] epoch=20, iter=7440/80000, loss=0.2280, lr=0.009159, batch_cost=1.0169, reader_cost=0.0001 | ETA 20:29:48
2020-11-05 16:49:33 [INFO] [TRAIN] epoch=21, iter=7450/80000, loss=0.1621, lr=0.009158, batch_cost=1.2141, reader_cost=0.1425 | ETA 24:28:02
2020-11-05 16:49:44 [INFO] [TRAIN] epoch=21, iter=7460/80000, loss=0.2226, lr=0.009157, batch_cost=1.0317, reader_cost=0.0005 | ETA 20:47:16
2020-11-05 16:49:54 [INFO] [TRAIN] epoch=21, iter=7470/80000, loss=0.1404, lr=0.009156, batch_cost=1.0437, reader_cost=0.0002 | ETA 21:01:40
2020-11-05 16:50:06 [INFO] [TRAIN] epoch=21, iter=7480/80000, loss=0.1696, lr=0.009155, batch_cost=1.2045, reader_cost=0.0002 | ETA 24:15:49
2020-11-05 16:50:17 [INFO] [TRAIN] epoch=21, iter=7490/80000, loss=0.2016, lr=0.009153, batch_cost=1.0789, reader_cost=0.0002 | ETA 21:43:51
2020-11-05 16:50:28 [INFO] [TRAIN] epoch=21, iter=7500/80000, loss=0.3333, lr=0.009152, batch_cost=1.0715, reader_cost=0.0002 | ETA 21:34:43
2020-11-05 16:50:38 [INFO] [TRAIN] epoch=21, iter=7510/80000, loss=0.2016, lr=0.009151, batch_cost=1.0213, reader_cost=0.0002 | ETA 20:33:56
2020-11-05 16:50:48 [INFO] [TRAIN] epoch=21, iter=7520/80000, loss=0.2782, lr=0.009150, batch_cost=1.0199, reader_cost=0.0001 | ETA 20:32:05
2020-11-05 16:50:58 [INFO] [TRAIN] epoch=21, iter=7530/80000, loss=0.1635, lr=0.009149, batch_cost=1.0337, reader_cost=0.0002 | ETA 20:48:33
2020-11-05 16:51:09 [INFO] [TRAIN] epoch=21, iter=7540/80000, loss=0.2300, lr=0.009148, batch_cost=1.0440, reader_cost=0.0002 | ETA 21:00:46
2020-11-05 16:51:19 [INFO] [TRAIN] epoch=21, iter=7550/80000, loss=0.1620, lr=0.009147, batch_cost=1.0016, reader_cost=0.0002 | ETA 20:09:25
2020-11-05 16:51:29 [INFO] [TRAIN] epoch=21, iter=7560/80000, loss=0.1776, lr=0.009145, batch_cost=1.0134, reader_cost=0.0002 | ETA 20:23:32
2020-11-05 16:51:39 [INFO] [TRAIN] epoch=21, iter=7570/80000, loss=0.2526, lr=0.009144, batch_cost=1.0068, reader_cost=0.0002 | ETA 20:15:23
2020-11-05 16:51:49 [INFO] [TRAIN] epoch=21, iter=7580/80000, loss=0.1913, lr=0.009143, batch_cost=1.0300, reader_cost=0.0002 | ETA 20:43:13
2020-11-05 16:51:59 [INFO] [TRAIN] epoch=21, iter=7590/80000, loss=0.2249, lr=0.009142, batch_cost=0.9889, reader_cost=0.0002 | ETA 19:53:25
2020-11-05 16:52:09 [INFO] [TRAIN] epoch=21, iter=7600/80000, loss=0.1834, lr=0.009141, batch_cost=1.0221, reader_cost=0.0002 | ETA 20:33:21
2020-11-05 16:52:25 [INFO] [TRAIN] epoch=21, iter=7610/80000, loss=0.1258, lr=0.009140, batch_cost=1.5268, reader_cost=0.0002 | ETA 30:42:06
2020-11-05 16:52:36 [INFO] [TRAIN] epoch=21, iter=7620/80000, loss=0.1593, lr=0.009139, batch_cost=1.1161, reader_cost=0.0012 | ETA 22:26:26
2020-11-05 16:52:48 [INFO] [TRAIN] epoch=21, iter=7630/80000, loss=0.3308, lr=0.009137, batch_cost=1.1866, reader_cost=0.0002 | ETA 23:51:13
2020-11-05 16:52:58 [INFO] [TRAIN] epoch=21, iter=7640/80000, loss=0.2006, lr=0.009136, batch_cost=1.0344, reader_cost=0.0002 | ETA 20:47:27
2020-11-05 16:53:09 [INFO] [TRAIN] epoch=21, iter=7650/80000, loss=0.1040, lr=0.009135, batch_cost=1.0446, reader_cost=0.0002 | ETA 20:59:34
2020-11-05 16:53:19 [INFO] [TRAIN] epoch=21, iter=7660/80000, loss=0.1543, lr=0.009134, batch_cost=1.0214, reader_cost=0.0002 | ETA 20:31:24
2020-11-05 16:53:30 [INFO] [TRAIN] epoch=21, iter=7670/80000, loss=0.1329, lr=0.009133, batch_cost=1.1264, reader_cost=0.0002 | ETA 22:37:54
2020-11-05 16:53:40 [INFO] [TRAIN] epoch=21, iter=7680/80000, loss=0.2017, lr=0.009132, batch_cost=1.0479, reader_cost=0.0002 | ETA 21:03:02
2020-11-05 16:53:51 [INFO] [TRAIN] epoch=21, iter=7690/80000, loss=0.1433, lr=0.009131, batch_cost=1.0157, reader_cost=0.0002 | ETA 20:24:03
2020-11-05 16:54:02 [INFO] [TRAIN] epoch=21, iter=7700/80000, loss=0.1354, lr=0.009130, batch_cost=1.1088, reader_cost=0.0002 | ETA 22:16:07
2020-11-05 16:54:14 [INFO] [TRAIN] epoch=21, iter=7710/80000, loss=0.2966, lr=0.009128, batch_cost=1.1813, reader_cost=0.0002 | ETA 23:43:13
2020-11-05 16:54:25 [INFO] [TRAIN] epoch=21, iter=7720/80000, loss=0.2437, lr=0.009127, batch_cost=1.1306, reader_cost=0.0002 | ETA 22:41:57
2020-11-05 16:54:36 [INFO] [TRAIN] epoch=21, iter=7730/80000, loss=0.1550, lr=0.009126, batch_cost=1.1231, reader_cost=0.0014 | ETA 22:32:45
2020-11-05 16:54:48 [INFO] [TRAIN] epoch=21, iter=7740/80000, loss=0.3151, lr=0.009125, batch_cost=1.1688, reader_cost=0.0002 | ETA 23:27:34
2020-11-05 16:54:59 [INFO] [TRAIN] epoch=21, iter=7750/80000, loss=0.1455, lr=0.009124, batch_cost=1.1382, reader_cost=0.0002 | ETA 22:50:32
2020-11-05 16:55:10 [INFO] [TRAIN] epoch=21, iter=7760/80000, loss=0.1010, lr=0.009123, batch_cost=1.0646, reader_cost=0.0002 | ETA 21:21:49
2020-11-05 16:55:20 [INFO] [TRAIN] epoch=21, iter=7770/80000, loss=0.1261, lr=0.009122, batch_cost=1.0267, reader_cost=0.0002 | ETA 20:35:58
2020-11-05 16:55:30 [INFO] [TRAIN] epoch=21, iter=7780/80000, loss=0.1548, lr=0.009120, batch_cost=1.0194, reader_cost=0.0001 | ETA 20:27:00
2020-11-05 16:55:40 [INFO] [TRAIN] epoch=21, iter=7790/80000, loss=0.1911, lr=0.009119, batch_cost=0.9918, reader_cost=0.0002 | ETA 19:53:37
2020-11-05 16:55:50 [INFO] [TRAIN] epoch=21, iter=7800/80000, loss=0.2856, lr=0.009118, batch_cost=0.9922, reader_cost=0.0002 | ETA 19:53:53
2020-11-05 16:56:00 [INFO] [TRAIN] epoch=21, iter=7810/80000, loss=0.2439, lr=0.009117, batch_cost=0.9844, reader_cost=0.0001 | ETA 19:44:22
2020-11-05 16:56:13 [INFO] [TRAIN] epoch=22, iter=7820/80000, loss=0.1743, lr=0.009116, batch_cost=1.3118, reader_cost=0.1302 | ETA 26:18:05
2020-11-05 16:56:23 [INFO] [TRAIN] epoch=22, iter=7830/80000, loss=0.2407, lr=0.009115, batch_cost=1.0101, reader_cost=0.0005 | ETA 20:15:00
2020-11-05 16:56:33 [INFO] [TRAIN] epoch=22, iter=7840/80000, loss=0.2538, lr=0.009114, batch_cost=1.0166, reader_cost=0.0002 | ETA 20:22:41
2020-11-05 16:56:43 [INFO] [TRAIN] epoch=22, iter=7850/80000, loss=0.1539, lr=0.009112, batch_cost=1.0029, reader_cost=0.0002 | ETA 20:05:57
2020-11-05 16:56:53 [INFO] [TRAIN] epoch=22, iter=7860/80000, loss=0.1924, lr=0.009111, batch_cost=1.0061, reader_cost=0.0002 | ETA 20:09:40
2020-11-05 16:57:04 [INFO] [TRAIN] epoch=22, iter=7870/80000, loss=0.1960, lr=0.009110, batch_cost=1.0141, reader_cost=0.0002 | ETA 20:19:06
2020-11-05 16:57:14 [INFO] [TRAIN] epoch=22, iter=7880/80000, loss=0.1369, lr=0.009109, batch_cost=1.0213, reader_cost=0.0002 | ETA 20:27:36
2020-11-05 16:57:24 [INFO] [TRAIN] epoch=22, iter=7890/80000, loss=0.1663, lr=0.009108, batch_cost=0.9993, reader_cost=0.0002 | ETA 20:00:59
2020-11-05 16:57:34 [INFO] [TRAIN] epoch=22, iter=7900/80000, loss=0.1570, lr=0.009107, batch_cost=0.9973, reader_cost=0.0002 | ETA 19:58:28
2020-11-05 16:57:43 [INFO] [TRAIN] epoch=22, iter=7910/80000, loss=0.2913, lr=0.009106, batch_cost=0.9733, reader_cost=0.0002 | ETA 19:29:28
2020-11-05 16:57:56 [INFO] [TRAIN] epoch=22, iter=7920/80000, loss=0.1446, lr=0.009105, batch_cost=1.2264, reader_cost=0.0002 | ETA 24:33:18
2020-11-05 16:58:09 [INFO] [TRAIN] epoch=22, iter=7930/80000, loss=0.2241, lr=0.009103, batch_cost=1.3385, reader_cost=0.0002 | ETA 26:47:46
2020-11-05 16:58:19 [INFO] [TRAIN] epoch=22, iter=7940/80000, loss=0.1699, lr=0.009102, batch_cost=1.0159, reader_cost=0.0002 | ETA 20:20:03
2020-11-05 16:58:29 [INFO] [TRAIN] epoch=22, iter=7950/80000, loss=0.1374, lr=0.009101, batch_cost=0.9982, reader_cost=0.0002 | ETA 19:58:40
2020-11-05 16:58:40 [INFO] [TRAIN] epoch=22, iter=7960/80000, loss=0.1698, lr=0.009100, batch_cost=1.0565, reader_cost=0.0002 | ETA 21:08:28
2020-11-05 16:58:51 [INFO] [TRAIN] epoch=22, iter=7970/80000, loss=0.1612, lr=0.009099, batch_cost=1.0719, reader_cost=0.0002 | ETA 21:26:46
2020-11-05 16:59:01 [INFO] [TRAIN] epoch=22, iter=7980/80000, loss=0.1155, lr=0.009098, batch_cost=1.0115, reader_cost=0.0002 | ETA 20:14:11
2020-11-05 16:59:11 [INFO] [TRAIN] epoch=22, iter=7990/80000, loss=0.1264, lr=0.009097, batch_cost=1.0024, reader_cost=0.0002 | ETA 20:03:05
2020-11-05 16:59:21 [INFO] [TRAIN] epoch=22, iter=8000/80000, loss=0.1467, lr=0.009095, batch_cost=1.0232, reader_cost=0.0002 | ETA 20:27:52
2020-11-05 16:59:26 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 17:04:45 [INFO] [EVAL] #Images=500 mIoU=0.7164 Acc=0.9530 Kappa=0.9389
2020-11-05 17:04:45 [INFO] [EVAL] Category IoU:
[0.976 0.8132 0.9151 0.5036 0.5655 0.6112 0.6703 0.7486 0.9126 0.5681
0.9409 0.8042 0.5898 0.9403 0.7066 0.6916 0.4147 0.5112 0.7276]
2020-11-05 17:04:45 [INFO] [EVAL] Category Acc:
[0.9882 0.8868 0.9579 0.72 0.8291 0.8278 0.8224 0.8746 0.9363 0.8686
0.9631 0.8867 0.7304 0.968 0.9263 0.9413 0.4694 0.5677 0.8092]
2020-11-05 17:04:48 [INFO] [EVAL] The model with the best validation mIoU (0.7164) was saved at iter 8000.
2020-11-05 17:04:59 [INFO] [TRAIN] epoch=22, iter=8010/80000, loss=0.1030, lr=0.009094, batch_cost=1.1207, reader_cost=0.0019 | ETA 22:24:38
2020-11-05 17:05:10 [INFO] [TRAIN] epoch=22, iter=8020/80000, loss=0.2105, lr=0.009093, batch_cost=1.0770, reader_cost=0.0002 | ETA 21:32:03
2020-11-05 17:05:20 [INFO] [TRAIN] epoch=22, iter=8030/80000, loss=0.2264, lr=0.009092, batch_cost=1.0256, reader_cost=0.0002 | ETA 20:30:09
2020-11-05 17:05:30 [INFO] [TRAIN] epoch=22, iter=8040/80000, loss=0.1746, lr=0.009091, batch_cost=0.9976, reader_cost=0.0002 | ETA 19:56:26
2020-11-05 17:05:40 [INFO] [TRAIN] epoch=22, iter=8050/80000, loss=0.1882, lr=0.009090, batch_cost=0.9951, reader_cost=0.0002 | ETA 19:53:19
2020-11-05 17:05:52 [INFO] [TRAIN] epoch=22, iter=8060/80000, loss=0.1651, lr=0.009089, batch_cost=1.1810, reader_cost=0.0002 | ETA 23:36:00
2020-11-05 17:06:03 [INFO] [TRAIN] epoch=22, iter=8070/80000, loss=0.2175, lr=0.009087, batch_cost=1.1090, reader_cost=0.0002 | ETA 22:09:29
2020-11-05 17:06:13 [INFO] [TRAIN] epoch=22, iter=8080/80000, loss=0.2236, lr=0.009086, batch_cost=1.0335, reader_cost=0.0002 | ETA 20:38:52
2020-11-05 17:06:23 [INFO] [TRAIN] epoch=22, iter=8090/80000, loss=0.1561, lr=0.009085, batch_cost=1.0401, reader_cost=0.0002 | ETA 20:46:34
2020-11-05 17:06:34 [INFO] [TRAIN] epoch=22, iter=8100/80000, loss=0.1446, lr=0.009084, batch_cost=1.0252, reader_cost=0.0002 | ETA 20:28:31
2020-11-05 17:06:45 [INFO] [TRAIN] epoch=22, iter=8110/80000, loss=0.1934, lr=0.009083, batch_cost=1.1116, reader_cost=0.0002 | ETA 22:11:49
2020-11-05 17:06:56 [INFO] [TRAIN] epoch=22, iter=8120/80000, loss=0.2000, lr=0.009082, batch_cost=1.0788, reader_cost=0.0002 | ETA 21:32:26
2020-11-05 17:07:06 [INFO] [TRAIN] epoch=22, iter=8130/80000, loss=0.1218, lr=0.009081, batch_cost=1.0540, reader_cost=0.0002 | ETA 21:02:31
2020-11-05 17:07:17 [INFO] [TRAIN] epoch=22, iter=8140/80000, loss=0.1923, lr=0.009080, batch_cost=1.0862, reader_cost=0.0002 | ETA 21:40:55
2020-11-05 17:07:28 [INFO] [TRAIN] epoch=22, iter=8150/80000, loss=0.1652, lr=0.009078, batch_cost=1.1087, reader_cost=0.0002 | ETA 22:07:38
2020-11-05 17:07:39 [INFO] [TRAIN] epoch=22, iter=8160/80000, loss=0.1483, lr=0.009077, batch_cost=1.0686, reader_cost=0.0002 | ETA 21:19:28
2020-11-05 17:07:50 [INFO] [TRAIN] epoch=22, iter=8170/80000, loss=0.3627, lr=0.009076, batch_cost=1.0696, reader_cost=0.0002 | ETA 21:20:29
2020-11-05 17:08:00 [INFO] [TRAIN] epoch=22, iter=8180/80000, loss=0.1836, lr=0.009075, batch_cost=1.0341, reader_cost=0.0001 | ETA 20:37:48
2020-11-05 17:08:12 [INFO] [TRAIN] epoch=23, iter=8190/80000, loss=0.1466, lr=0.009074, batch_cost=1.2627, reader_cost=0.1346 | ETA 25:11:17
2020-11-05 17:08:23 [INFO] [TRAIN] epoch=23, iter=8200/80000, loss=0.1861, lr=0.009073, batch_cost=1.0283, reader_cost=0.0008 | ETA 20:30:34
2020-11-05 17:08:34 [INFO] [TRAIN] epoch=23, iter=8210/80000, loss=0.2285, lr=0.009072, batch_cost=1.0746, reader_cost=0.0010 | ETA 21:25:48
2020-11-05 17:08:44 [INFO] [TRAIN] epoch=23, iter=8220/80000, loss=0.1988, lr=0.009070, batch_cost=1.0392, reader_cost=0.0002 | ETA 20:43:15
2020-11-05 17:08:55 [INFO] [TRAIN] epoch=23, iter=8230/80000, loss=0.1486, lr=0.009069, batch_cost=1.0830, reader_cost=0.0002 | ETA 21:35:25
2020-11-05 17:09:07 [INFO] [TRAIN] epoch=23, iter=8240/80000, loss=0.3174, lr=0.009068, batch_cost=1.1908, reader_cost=0.0002 | ETA 23:44:15
2020-11-05 17:09:17 [INFO] [TRAIN] epoch=23, iter=8250/80000, loss=0.1560, lr=0.009067, batch_cost=1.0378, reader_cost=0.0002 | ETA 20:41:00
2020-11-05 17:09:27 [INFO] [TRAIN] epoch=23, iter=8260/80000, loss=0.3266, lr=0.009066, batch_cost=1.0205, reader_cost=0.0002 | ETA 20:20:12
2020-11-05 17:09:37 [INFO] [TRAIN] epoch=23, iter=8270/80000, loss=0.1874, lr=0.009065, batch_cost=1.0249, reader_cost=0.0002 | ETA 20:25:15
2020-11-05 17:09:47 [INFO] [TRAIN] epoch=23, iter=8280/80000, loss=0.2037, lr=0.009064, batch_cost=0.9989, reader_cost=0.0002 | ETA 19:54:01
2020-11-05 17:09:58 [INFO] [TRAIN] epoch=23, iter=8290/80000, loss=0.3437, lr=0.009062, batch_cost=1.0669, reader_cost=0.0002 | ETA 21:15:06
2020-11-05 17:10:08 [INFO] [TRAIN] epoch=23, iter=8300/80000, loss=0.2052, lr=0.009061, batch_cost=1.0188, reader_cost=0.0002 | ETA 20:17:27
2020-11-05 17:10:19 [INFO] [TRAIN] epoch=23, iter=8310/80000, loss=0.1713, lr=0.009060, batch_cost=1.0349, reader_cost=0.0002 | ETA 20:36:35
2020-11-05 17:10:29 [INFO] [TRAIN] epoch=23, iter=8320/80000, loss=0.1103, lr=0.009059, batch_cost=1.0633, reader_cost=0.0030 | ETA 21:10:13
2020-11-05 17:10:40 [INFO] [TRAIN] epoch=23, iter=8330/80000, loss=0.2389, lr=0.009058, batch_cost=1.0784, reader_cost=0.0002 | ETA 21:28:12
2020-11-05 17:10:51 [INFO] [TRAIN] epoch=23, iter=8340/80000, loss=0.1578, lr=0.009057, batch_cost=1.0794, reader_cost=0.0002 | ETA 21:29:08
2020-11-05 17:11:01 [INFO] [TRAIN] epoch=23, iter=8350/80000, loss=0.1812, lr=0.009056, batch_cost=1.0418, reader_cost=0.0002 | ETA 20:44:03
2020-11-05 17:11:12 [INFO] [TRAIN] epoch=23, iter=8360/80000, loss=0.1665, lr=0.009055, batch_cost=1.1190, reader_cost=0.0002 | ETA 22:16:05
2020-11-05 17:11:24 [INFO] [TRAIN] epoch=23, iter=8370/80000, loss=0.1674, lr=0.009053, batch_cost=1.1018, reader_cost=0.0002 | ETA 21:55:24
2020-11-05 17:11:35 [INFO] [TRAIN] epoch=23, iter=8380/80000, loss=0.1576, lr=0.009052, batch_cost=1.1100, reader_cost=0.0002 | ETA 22:04:59
2020-11-05 17:11:50 [INFO] [TRAIN] epoch=23, iter=8390/80000, loss=0.1170, lr=0.009051, batch_cost=1.5355, reader_cost=0.0015 | ETA 30:32:39
2020-11-05 17:12:01 [INFO] [TRAIN] epoch=23, iter=8400/80000, loss=0.0831, lr=0.009050, batch_cost=1.0582, reader_cost=0.0002 | ETA 21:02:47
2020-11-05 17:12:12 [INFO] [TRAIN] epoch=23, iter=8410/80000, loss=0.1636, lr=0.009049, batch_cost=1.1083, reader_cost=0.0002 | ETA 22:02:24
2020-11-05 17:12:22 [INFO] [TRAIN] epoch=23, iter=8420/80000, loss=0.1187, lr=0.009048, batch_cost=1.0202, reader_cost=0.0002 | ETA 20:17:03
2020-11-05 17:12:32 [INFO] [TRAIN] epoch=23, iter=8430/80000, loss=0.1752, lr=0.009047, batch_cost=0.9989, reader_cost=0.0002 | ETA 19:51:33
2020-11-05 17:12:43 [INFO] [TRAIN] epoch=23, iter=8440/80000, loss=0.1186, lr=0.009045, batch_cost=1.0807, reader_cost=0.0002 | ETA 21:28:52
2020-11-05 17:12:54 [INFO] [TRAIN] epoch=23, iter=8450/80000, loss=0.2060, lr=0.009044, batch_cost=1.0928, reader_cost=0.0002 | ETA 21:43:08
2020-11-05 17:13:04 [INFO] [TRAIN] epoch=23, iter=8460/80000, loss=0.2628, lr=0.009043, batch_cost=1.0444, reader_cost=0.0002 | ETA 20:45:15
2020-11-05 17:13:15 [INFO] [TRAIN] epoch=23, iter=8470/80000, loss=0.1499, lr=0.009042, batch_cost=1.0735, reader_cost=0.0002 | ETA 21:19:50
2020-11-05 17:13:25 [INFO] [TRAIN] epoch=23, iter=8480/80000, loss=0.1786, lr=0.009041, batch_cost=1.0243, reader_cost=0.0010 | ETA 20:20:58
2020-11-05 17:13:35 [INFO] [TRAIN] epoch=23, iter=8490/80000, loss=0.1851, lr=0.009040, batch_cost=1.0467, reader_cost=0.0002 | ETA 20:47:32
2020-11-05 17:13:46 [INFO] [TRAIN] epoch=23, iter=8500/80000, loss=0.1216, lr=0.009039, batch_cost=1.0512, reader_cost=0.0002 | ETA 20:52:39
2020-11-05 17:13:56 [INFO] [TRAIN] epoch=23, iter=8510/80000, loss=0.1912, lr=0.009037, batch_cost=1.0414, reader_cost=0.0002 | ETA 20:40:50
2020-11-05 17:14:07 [INFO] [TRAIN] epoch=23, iter=8520/80000, loss=0.2022, lr=0.009036, batch_cost=1.0644, reader_cost=0.0002 | ETA 21:08:05
2020-11-05 17:14:17 [INFO] [TRAIN] epoch=23, iter=8530/80000, loss=0.1809, lr=0.009035, batch_cost=1.0283, reader_cost=0.0002 | ETA 20:24:53
2020-11-05 17:14:28 [INFO] [TRAIN] epoch=23, iter=8540/80000, loss=0.1518, lr=0.009034, batch_cost=1.0362, reader_cost=0.0002 | ETA 20:34:05
2020-11-05 17:14:38 [INFO] [TRAIN] epoch=23, iter=8550/80000, loss=0.2130, lr=0.009033, batch_cost=1.0274, reader_cost=0.0002 | ETA 20:23:26
2020-11-05 17:14:51 [INFO] [TRAIN] epoch=24, iter=8560/80000, loss=0.1384, lr=0.009032, batch_cost=1.3155, reader_cost=0.1226 | ETA 26:06:20
2020-11-05 17:15:02 [INFO] [TRAIN] epoch=24, iter=8570/80000, loss=0.2041, lr=0.009031, batch_cost=1.0585, reader_cost=0.0005 | ETA 21:00:09
2020-11-05 17:15:12 [INFO] [TRAIN] epoch=24, iter=8580/80000, loss=0.2115, lr=0.009029, batch_cost=1.0557, reader_cost=0.0002 | ETA 20:56:40
2020-11-05 17:15:23 [INFO] [TRAIN] epoch=24, iter=8590/80000, loss=0.1639, lr=0.009028, batch_cost=1.0864, reader_cost=0.0002 | ETA 21:33:01
2020-11-05 17:15:33 [INFO] [TRAIN] epoch=24, iter=8600/80000, loss=0.1881, lr=0.009027, batch_cost=1.0336, reader_cost=0.0002 | ETA 20:29:57
2020-11-05 17:15:44 [INFO] [TRAIN] epoch=24, iter=8610/80000, loss=0.1812, lr=0.009026, batch_cost=1.0501, reader_cost=0.0002 | ETA 20:49:26
2020-11-05 17:15:54 [INFO] [TRAIN] epoch=24, iter=8620/80000, loss=0.1807, lr=0.009025, batch_cost=1.0279, reader_cost=0.0002 | ETA 20:22:54
2020-11-05 17:16:04 [INFO] [TRAIN] epoch=24, iter=8630/80000, loss=0.1991, lr=0.009024, batch_cost=1.0117, reader_cost=0.0002 | ETA 20:03:26
2020-11-05 17:16:15 [INFO] [TRAIN] epoch=24, iter=8640/80000, loss=0.2026, lr=0.009023, batch_cost=1.0330, reader_cost=0.0002 | ETA 20:28:34
2020-11-05 17:16:25 [INFO] [TRAIN] epoch=24, iter=8650/80000, loss=0.1976, lr=0.009022, batch_cost=1.0015, reader_cost=0.0002 | ETA 19:50:54
2020-11-05 17:16:35 [INFO] [TRAIN] epoch=24, iter=8660/80000, loss=0.1623, lr=0.009020, batch_cost=1.0069, reader_cost=0.0002 | ETA 19:57:12
2020-11-05 17:16:45 [INFO] [TRAIN] epoch=24, iter=8670/80000, loss=0.1566, lr=0.009019, batch_cost=1.0577, reader_cost=0.0002 | ETA 20:57:25
2020-11-05 17:16:57 [INFO] [TRAIN] epoch=24, iter=8680/80000, loss=0.1744, lr=0.009018, batch_cost=1.1827, reader_cost=0.0002 | ETA 23:25:48
2020-11-05 17:17:09 [INFO] [TRAIN] epoch=24, iter=8690/80000, loss=0.1179, lr=0.009017, batch_cost=1.2088, reader_cost=0.0002 | ETA 23:56:38
2020-11-05 17:17:19 [INFO] [TRAIN] epoch=24, iter=8700/80000, loss=0.2112, lr=0.009016, batch_cost=1.0208, reader_cost=0.0002 | ETA 20:13:05
2020-11-05 17:17:30 [INFO] [TRAIN] epoch=24, iter=8710/80000, loss=0.1811, lr=0.009015, batch_cost=1.0188, reader_cost=0.0002 | ETA 20:10:32
2020-11-05 17:17:40 [INFO] [TRAIN] epoch=24, iter=8720/80000, loss=0.1260, lr=0.009014, batch_cost=0.9879, reader_cost=0.0002 | ETA 19:33:40
2020-11-05 17:17:50 [INFO] [TRAIN] epoch=24, iter=8730/80000, loss=0.2134, lr=0.009012, batch_cost=1.0035, reader_cost=0.0001 | ETA 19:51:59
2020-11-05 17:18:00 [INFO] [TRAIN] epoch=24, iter=8740/80000, loss=0.1768, lr=0.009011, batch_cost=1.0196, reader_cost=0.0002 | ETA 20:10:53
2020-11-05 17:18:10 [INFO] [TRAIN] epoch=24, iter=8750/80000, loss=0.1831, lr=0.009010, batch_cost=1.0114, reader_cost=0.0001 | ETA 20:01:00
2020-11-05 17:18:20 [INFO] [TRAIN] epoch=24, iter=8760/80000, loss=0.1371, lr=0.009009, batch_cost=1.0215, reader_cost=0.0002 | ETA 20:12:48
2020-11-05 17:18:30 [INFO] [TRAIN] epoch=24, iter=8770/80000, loss=0.1186, lr=0.009008, batch_cost=1.0273, reader_cost=0.0002 | ETA 20:19:33
2020-11-05 17:18:41 [INFO] [TRAIN] epoch=24, iter=8780/80000, loss=0.1212, lr=0.009007, batch_cost=1.0129, reader_cost=0.0002 | ETA 20:02:18
2020-11-05 17:18:51 [INFO] [TRAIN] epoch=24, iter=8790/80000, loss=0.1295, lr=0.009006, batch_cost=1.0104, reader_cost=0.0002 | ETA 19:59:08
2020-11-05 17:19:01 [INFO] [TRAIN] epoch=24, iter=8800/80000, loss=0.2013, lr=0.009004, batch_cost=1.0312, reader_cost=0.0002 | ETA 20:23:41
2020-11-05 17:19:11 [INFO] [TRAIN] epoch=24, iter=8810/80000, loss=0.1296, lr=0.009003, batch_cost=1.0363, reader_cost=0.0002 | ETA 20:29:34
2020-11-05 17:19:23 [INFO] [TRAIN] epoch=24, iter=8820/80000, loss=0.1768, lr=0.009002, batch_cost=1.1547, reader_cost=0.0002 | ETA 22:49:50
2020-11-05 17:19:33 [INFO] [TRAIN] epoch=24, iter=8830/80000, loss=0.1438, lr=0.009001, batch_cost=1.0491, reader_cost=0.0002 | ETA 20:44:23
2020-11-05 17:19:44 [INFO] [TRAIN] epoch=24, iter=8840/80000, loss=0.2127, lr=0.009000, batch_cost=1.0236, reader_cost=0.0002 | ETA 20:13:58
2020-11-05 17:19:54 [INFO] [TRAIN] epoch=24, iter=8850/80000, loss=0.1604, lr=0.008999, batch_cost=1.0228, reader_cost=0.0002 | ETA 20:12:50
2020-11-05 17:20:04 [INFO] [TRAIN] epoch=24, iter=8860/80000, loss=0.2036, lr=0.008998, batch_cost=1.0052, reader_cost=0.0002 | ETA 19:51:51
2020-11-05 17:20:14 [INFO] [TRAIN] epoch=24, iter=8870/80000, loss=0.1348, lr=0.008996, batch_cost=0.9869, reader_cost=0.0002 | ETA 19:29:56
2020-11-05 17:20:24 [INFO] [TRAIN] epoch=24, iter=8880/80000, loss=0.1322, lr=0.008995, batch_cost=0.9836, reader_cost=0.0002 | ETA 19:25:50
2020-11-05 17:20:33 [INFO] [TRAIN] epoch=24, iter=8890/80000, loss=0.1819, lr=0.008994, batch_cost=0.9825, reader_cost=0.0002 | ETA 19:24:23
2020-11-05 17:20:43 [INFO] [TRAIN] epoch=24, iter=8900/80000, loss=0.1030, lr=0.008993, batch_cost=0.9814, reader_cost=0.0002 | ETA 19:22:58
2020-11-05 17:20:53 [INFO] [TRAIN] epoch=24, iter=8910/80000, loss=0.1882, lr=0.008992, batch_cost=0.9816, reader_cost=0.0002 | ETA 19:22:59
2020-11-05 17:21:03 [INFO] [TRAIN] epoch=24, iter=8920/80000, loss=0.2265, lr=0.008991, batch_cost=1.0212, reader_cost=0.0002 | ETA 20:09:46
2020-11-05 17:21:15 [INFO] [TRAIN] epoch=25, iter=8930/80000, loss=0.2401, lr=0.008990, batch_cost=1.2269, reader_cost=0.1112 | ETA 24:13:14
2020-11-05 17:21:25 [INFO] [TRAIN] epoch=25, iter=8940/80000, loss=0.1582, lr=0.008988, batch_cost=0.9988, reader_cost=0.0005 | ETA 19:42:57
2020-11-05 17:21:35 [INFO] [TRAIN] epoch=25, iter=8950/80000, loss=0.1744, lr=0.008987, batch_cost=0.9860, reader_cost=0.0001 | ETA 19:27:32
2020-11-05 17:21:46 [INFO] [TRAIN] epoch=25, iter=8960/80000, loss=0.1729, lr=0.008986, batch_cost=1.0252, reader_cost=0.0002 | ETA 20:13:51
2020-11-05 17:21:57 [INFO] [TRAIN] epoch=25, iter=8970/80000, loss=0.1851, lr=0.008985, batch_cost=1.1459, reader_cost=0.0002 | ETA 22:36:36
2020-11-05 17:22:09 [INFO] [TRAIN] epoch=25, iter=8980/80000, loss=0.3639, lr=0.008984, batch_cost=1.1463, reader_cost=0.0002 | ETA 22:36:47
2020-11-05 17:22:20 [INFO] [TRAIN] epoch=25, iter=8990/80000, loss=0.1731, lr=0.008983, batch_cost=1.1724, reader_cost=0.0002 | ETA 23:07:29
2020-11-05 17:22:31 [INFO] [TRAIN] epoch=25, iter=9000/80000, loss=0.3499, lr=0.008982, batch_cost=1.0811, reader_cost=0.0002 | ETA 21:19:19
2020-11-05 17:22:41 [INFO] [TRAIN] epoch=25, iter=9010/80000, loss=0.1406, lr=0.008981, batch_cost=1.0227, reader_cost=0.0002 | ETA 20:09:58
2020-11-05 17:22:52 [INFO] [TRAIN] epoch=25, iter=9020/80000, loss=0.2397, lr=0.008979, batch_cost=1.0257, reader_cost=0.0002 | ETA 20:13:22
2020-11-05 17:23:02 [INFO] [TRAIN] epoch=25, iter=9030/80000, loss=0.2039, lr=0.008978, batch_cost=1.0387, reader_cost=0.0002 | ETA 20:28:36
2020-11-05 17:23:12 [INFO] [TRAIN] epoch=25, iter=9040/80000, loss=0.1910, lr=0.008977, batch_cost=1.0467, reader_cost=0.0002 | ETA 20:37:54
2020-11-05 17:23:23 [INFO] [TRAIN] epoch=25, iter=9050/80000, loss=0.2391, lr=0.008976, batch_cost=1.0699, reader_cost=0.0002 | ETA 21:05:11
2020-11-05 17:23:33 [INFO] [TRAIN] epoch=25, iter=9060/80000, loss=0.2292, lr=0.008975, batch_cost=1.0306, reader_cost=0.0002 | ETA 20:18:33
2020-11-05 17:23:44 [INFO] [TRAIN] epoch=25, iter=9070/80000, loss=0.1919, lr=0.008974, batch_cost=1.0681, reader_cost=0.0002 | ETA 21:02:38
2020-11-05 17:23:55 [INFO] [TRAIN] epoch=25, iter=9080/80000, loss=0.1883, lr=0.008973, batch_cost=1.0944, reader_cost=0.0002 | ETA 21:33:37
2020-11-05 17:24:06 [INFO] [TRAIN] epoch=25, iter=9090/80000, loss=0.1563, lr=0.008971, batch_cost=1.0605, reader_cost=0.0002 | ETA 20:53:21
2020-11-05 17:24:16 [INFO] [TRAIN] epoch=25, iter=9100/80000, loss=0.1160, lr=0.008970, batch_cost=1.0437, reader_cost=0.0002 | ETA 20:33:15
2020-11-05 17:24:26 [INFO] [TRAIN] epoch=25, iter=9110/80000, loss=0.1716, lr=0.008969, batch_cost=1.0123, reader_cost=0.0002 | ETA 19:55:59
2020-11-05 17:24:37 [INFO] [TRAIN] epoch=25, iter=9120/80000, loss=0.2313, lr=0.008968, batch_cost=1.0533, reader_cost=0.0002 | ETA 20:44:16
2020-11-05 17:24:49 [INFO] [TRAIN] epoch=25, iter=9130/80000, loss=0.1799, lr=0.008967, batch_cost=1.1922, reader_cost=0.0002 | ETA 23:28:08
2020-11-05 17:25:00 [INFO] [TRAIN] epoch=25, iter=9140/80000, loss=0.1025, lr=0.008966, batch_cost=1.1465, reader_cost=0.0002 | ETA 22:34:01
2020-11-05 17:25:13 [INFO] [TRAIN] epoch=25, iter=9150/80000, loss=0.1837, lr=0.008965, batch_cost=1.2514, reader_cost=0.0002 | ETA 24:37:38
2020-11-05 17:25:23 [INFO] [TRAIN] epoch=25, iter=9160/80000, loss=0.1182, lr=0.008963, batch_cost=1.0531, reader_cost=0.0002 | ETA 20:43:24
2020-11-05 17:25:34 [INFO] [TRAIN] epoch=25, iter=9170/80000, loss=0.1676, lr=0.008962, batch_cost=1.0428, reader_cost=0.0002 | ETA 20:31:03
2020-11-05 17:25:44 [INFO] [TRAIN] epoch=25, iter=9180/80000, loss=0.1736, lr=0.008961, batch_cost=1.0520, reader_cost=0.0002 | ETA 20:41:40
2020-11-05 17:25:54 [INFO] [TRAIN] epoch=25, iter=9190/80000, loss=0.1613, lr=0.008960, batch_cost=1.0395, reader_cost=0.0002 | ETA 20:26:45
2020-11-05 17:26:05 [INFO] [TRAIN] epoch=25, iter=9200/80000, loss=0.2598, lr=0.008959, batch_cost=1.0182, reader_cost=0.0002 | ETA 20:01:28
2020-11-05 17:26:16 [INFO] [TRAIN] epoch=25, iter=9210/80000, loss=0.3339, lr=0.008958, batch_cost=1.1045, reader_cost=0.0002 | ETA 21:43:08
2020-11-05 17:26:27 [INFO] [TRAIN] epoch=25, iter=9220/80000, loss=0.4618, lr=0.008957, batch_cost=1.0791, reader_cost=0.0012 | ETA 21:12:58
2020-11-05 17:26:37 [INFO] [TRAIN] epoch=25, iter=9230/80000, loss=0.2992, lr=0.008955, batch_cost=1.0815, reader_cost=0.0002 | ETA 21:15:36
2020-11-05 17:26:50 [INFO] [TRAIN] epoch=25, iter=9240/80000, loss=0.1569, lr=0.008954, batch_cost=1.2229, reader_cost=0.0002 | ETA 24:02:09
2020-11-05 17:27:01 [INFO] [TRAIN] epoch=25, iter=9250/80000, loss=0.2270, lr=0.008953, batch_cost=1.1253, reader_cost=0.0002 | ETA 22:06:54
2020-11-05 17:27:12 [INFO] [TRAIN] epoch=25, iter=9260/80000, loss=0.1691, lr=0.008952, batch_cost=1.1106, reader_cost=0.0003 | ETA 21:49:21
2020-11-05 17:27:24 [INFO] [TRAIN] epoch=25, iter=9270/80000, loss=0.1769, lr=0.008951, batch_cost=1.1850, reader_cost=0.0014 | ETA 23:16:53
2020-11-05 17:27:35 [INFO] [TRAIN] epoch=25, iter=9280/80000, loss=0.2469, lr=0.008950, batch_cost=1.0832, reader_cost=0.0002 | ETA 21:16:42
2020-11-05 17:27:46 [INFO] [TRAIN] epoch=25, iter=9290/80000, loss=0.1739, lr=0.008949, batch_cost=1.0965, reader_cost=0.0004 | ETA 21:32:10
2020-11-05 17:27:56 [INFO] [TRAIN] epoch=25, iter=9300/80000, loss=0.2204, lr=0.008948, batch_cost=1.0420, reader_cost=0.0001 | ETA 20:27:52
2020-11-05 17:28:08 [INFO] [TRAIN] epoch=26, iter=9310/80000, loss=0.2985, lr=0.008946, batch_cost=1.2315, reader_cost=0.1807 | ETA 24:10:55
2020-11-05 17:28:18 [INFO] [TRAIN] epoch=26, iter=9320/80000, loss=0.2569, lr=0.008945, batch_cost=0.9764, reader_cost=0.0005 | ETA 19:10:09
2020-11-05 17:28:28 [INFO] [TRAIN] epoch=26, iter=9330/80000, loss=0.1449, lr=0.008944, batch_cost=0.9777, reader_cost=0.0002 | ETA 19:11:36
2020-11-05 17:28:38 [INFO] [TRAIN] epoch=26, iter=9340/80000, loss=0.1467, lr=0.008943, batch_cost=1.0301, reader_cost=0.0002 | ETA 20:13:04
2020-11-05 17:28:48 [INFO] [TRAIN] epoch=26, iter=9350/80000, loss=0.4861, lr=0.008942, batch_cost=0.9849, reader_cost=0.0002 | ETA 19:19:44
2020-11-05 17:28:58 [INFO] [TRAIN] epoch=26, iter=9360/80000, loss=0.2067, lr=0.008941, batch_cost=1.0340, reader_cost=0.0002 | ETA 20:17:18
2020-11-05 17:29:09 [INFO] [TRAIN] epoch=26, iter=9370/80000, loss=0.2554, lr=0.008940, batch_cost=1.0305, reader_cost=0.0002 | ETA 20:13:06
2020-11-05 17:29:20 [INFO] [TRAIN] epoch=26, iter=9380/80000, loss=0.1788, lr=0.008938, batch_cost=1.0897, reader_cost=0.0002 | ETA 21:22:34
2020-11-05 17:29:31 [INFO] [TRAIN] epoch=26, iter=9390/80000, loss=0.1742, lr=0.008937, batch_cost=1.1092, reader_cost=0.0002 | ETA 21:45:17
2020-11-05 17:29:41 [INFO] [TRAIN] epoch=26, iter=9400/80000, loss=0.1661, lr=0.008936, batch_cost=1.0477, reader_cost=0.0002 | ETA 20:32:44
2020-11-05 17:29:52 [INFO] [TRAIN] epoch=26, iter=9410/80000, loss=0.1827, lr=0.008935, batch_cost=1.0630, reader_cost=0.0002 | ETA 20:50:35
2020-11-05 17:30:03 [INFO] [TRAIN] epoch=26, iter=9420/80000, loss=0.1520, lr=0.008934, batch_cost=1.0853, reader_cost=0.0002 | ETA 21:16:39
2020-11-05 17:30:13 [INFO] [TRAIN] epoch=26, iter=9430/80000, loss=0.1915, lr=0.008933, batch_cost=1.0312, reader_cost=0.0002 | ETA 20:12:51
2020-11-05 17:30:24 [INFO] [TRAIN] epoch=26, iter=9440/80000, loss=0.2638, lr=0.008932, batch_cost=1.0629, reader_cost=0.0002 | ETA 20:49:58
2020-11-05 17:30:34 [INFO] [TRAIN] epoch=26, iter=9450/80000, loss=0.1636, lr=0.008930, batch_cost=1.0406, reader_cost=0.0002 | ETA 20:23:32
2020-11-05 17:30:45 [INFO] [TRAIN] epoch=26, iter=9460/80000, loss=0.1847, lr=0.008929, batch_cost=1.0626, reader_cost=0.0002 | ETA 20:49:12
2020-11-05 17:30:55 [INFO] [TRAIN] epoch=26, iter=9470/80000, loss=0.1379, lr=0.008928, batch_cost=1.0221, reader_cost=0.0002 | ETA 20:01:29
2020-11-05 17:31:06 [INFO] [TRAIN] epoch=26, iter=9480/80000, loss=0.0997, lr=0.008927, batch_cost=1.0978, reader_cost=0.0002 | ETA 21:30:18
2020-11-05 17:31:16 [INFO] [TRAIN] epoch=26, iter=9490/80000, loss=0.2013, lr=0.008926, batch_cost=1.0530, reader_cost=0.0002 | ETA 20:37:30
2020-11-05 17:31:27 [INFO] [TRAIN] epoch=26, iter=9500/80000, loss=0.1431, lr=0.008925, batch_cost=1.0341, reader_cost=0.0002 | ETA 20:15:05
2020-11-05 17:31:37 [INFO] [TRAIN] epoch=26, iter=9510/80000, loss=0.1013, lr=0.008924, batch_cost=1.0319, reader_cost=0.0002 | ETA 20:12:20
2020-11-05 17:31:47 [INFO] [TRAIN] epoch=26, iter=9520/80000, loss=0.1388, lr=0.008922, batch_cost=1.0123, reader_cost=0.0002 | ETA 19:49:06
2020-11-05 17:31:58 [INFO] [TRAIN] epoch=26, iter=9530/80000, loss=0.1109, lr=0.008921, batch_cost=1.0530, reader_cost=0.0002 | ETA 20:36:44
2020-11-05 17:32:08 [INFO] [TRAIN] epoch=26, iter=9540/80000, loss=0.1479, lr=0.008920, batch_cost=1.0145, reader_cost=0.0002 | ETA 19:51:22
2020-11-05 17:32:18 [INFO] [TRAIN] epoch=26, iter=9550/80000, loss=0.1537, lr=0.008919, batch_cost=1.0168, reader_cost=0.0002 | ETA 19:53:53
2020-11-05 17:32:28 [INFO] [TRAIN] epoch=26, iter=9560/80000, loss=0.1558, lr=0.008918, batch_cost=1.0514, reader_cost=0.0002 | ETA 20:34:23
2020-11-05 17:32:39 [INFO] [TRAIN] epoch=26, iter=9570/80000, loss=0.2850, lr=0.008917, batch_cost=1.0201, reader_cost=0.0002 | ETA 19:57:28
2020-11-05 17:32:49 [INFO] [TRAIN] epoch=26, iter=9580/80000, loss=0.2593, lr=0.008916, batch_cost=0.9915, reader_cost=0.0002 | ETA 19:23:40
2020-11-05 17:32:59 [INFO] [TRAIN] epoch=26, iter=9590/80000, loss=0.1519, lr=0.008914, batch_cost=1.0229, reader_cost=0.0002 | ETA 20:00:19
2020-11-05 17:33:09 [INFO] [TRAIN] epoch=26, iter=9600/80000, loss=0.1500, lr=0.008913, batch_cost=1.0376, reader_cost=0.0002 | ETA 20:17:26
2020-11-05 17:33:19 [INFO] [TRAIN] epoch=26, iter=9610/80000, loss=0.1533, lr=0.008912, batch_cost=1.0127, reader_cost=0.0002 | ETA 19:48:03
2020-11-05 17:33:30 [INFO] [TRAIN] epoch=26, iter=9620/80000, loss=0.1264, lr=0.008911, batch_cost=1.0223, reader_cost=0.0002 | ETA 19:59:12
2020-11-05 17:33:40 [INFO] [TRAIN] epoch=26, iter=9630/80000, loss=0.1165, lr=0.008910, batch_cost=1.0549, reader_cost=0.0002 | ETA 20:37:13
2020-11-05 17:33:51 [INFO] [TRAIN] epoch=26, iter=9640/80000, loss=0.1320, lr=0.008909, batch_cost=1.0655, reader_cost=0.0002 | ETA 20:49:27
2020-11-05 17:34:02 [INFO] [TRAIN] epoch=26, iter=9650/80000, loss=0.1177, lr=0.008908, batch_cost=1.0893, reader_cost=0.0002 | ETA 21:17:14
2020-11-05 17:34:12 [INFO] [TRAIN] epoch=26, iter=9660/80000, loss=0.1070, lr=0.008906, batch_cost=1.0380, reader_cost=0.0002 | ETA 20:16:56
2020-11-05 17:34:22 [INFO] [TRAIN] epoch=26, iter=9670/80000, loss=0.1910, lr=0.008905, batch_cost=0.9935, reader_cost=0.0001 | ETA 19:24:36
2020-11-05 17:34:35 [INFO] [TRAIN] epoch=27, iter=9680/80000, loss=0.1632, lr=0.008904, batch_cost=1.3088, reader_cost=0.1091 | ETA 25:33:52
2020-11-05 17:34:46 [INFO] [TRAIN] epoch=27, iter=9690/80000, loss=0.1755, lr=0.008903, batch_cost=1.0689, reader_cost=0.0007 | ETA 20:52:36
2020-11-05 17:34:56 [INFO] [TRAIN] epoch=27, iter=9700/80000, loss=0.1371, lr=0.008902, batch_cost=1.0218, reader_cost=0.0002 | ETA 19:57:09
2020-11-05 17:35:06 [INFO] [TRAIN] epoch=27, iter=9710/80000, loss=0.1219, lr=0.008901, batch_cost=1.0135, reader_cost=0.0002 | ETA 19:47:15
2020-11-05 17:35:16 [INFO] [TRAIN] epoch=27, iter=9720/80000, loss=0.1619, lr=0.008900, batch_cost=1.0120, reader_cost=0.0002 | ETA 19:45:20
2020-11-05 17:35:26 [INFO] [TRAIN] epoch=27, iter=9730/80000, loss=0.1884, lr=0.008899, batch_cost=1.0244, reader_cost=0.0002 | ETA 19:59:44
2020-11-05 17:35:37 [INFO] [TRAIN] epoch=27, iter=9740/80000, loss=0.1825, lr=0.008897, batch_cost=1.0878, reader_cost=0.0002 | ETA 21:13:46
2020-11-05 17:35:48 [INFO] [TRAIN] epoch=27, iter=9750/80000, loss=0.2736, lr=0.008896, batch_cost=1.0625, reader_cost=0.0002 | ETA 20:44:00
2020-11-05 17:35:59 [INFO] [TRAIN] epoch=27, iter=9760/80000, loss=0.1121, lr=0.008895, batch_cost=1.1091, reader_cost=0.0002 | ETA 21:38:21
2020-11-05 17:36:10 [INFO] [TRAIN] epoch=27, iter=9770/80000, loss=0.1900, lr=0.008894, batch_cost=1.1040, reader_cost=0.0002 | ETA 21:32:17
2020-11-05 17:36:21 [INFO] [TRAIN] epoch=27, iter=9780/80000, loss=0.3144, lr=0.008893, batch_cost=1.0701, reader_cost=0.0002 | ETA 20:52:22
2020-11-05 17:36:31 [INFO] [TRAIN] epoch=27, iter=9790/80000, loss=0.1555, lr=0.008892, batch_cost=1.0717, reader_cost=0.0002 | ETA 20:54:05
2020-11-05 17:36:43 [INFO] [TRAIN] epoch=27, iter=9800/80000, loss=0.1779, lr=0.008891, batch_cost=1.1274, reader_cost=0.0002 | ETA 21:59:04
2020-11-05 17:36:54 [INFO] [TRAIN] epoch=27, iter=9810/80000, loss=0.1640, lr=0.008889, batch_cost=1.1627, reader_cost=0.0002 | ETA 22:40:12
2020-11-05 17:37:05 [INFO] [TRAIN] epoch=27, iter=9820/80000, loss=0.1542, lr=0.008888, batch_cost=1.0275, reader_cost=0.0002 | ETA 20:01:48
2020-11-05 17:37:15 [INFO] [TRAIN] epoch=27, iter=9830/80000, loss=0.1368, lr=0.008887, batch_cost=1.0367, reader_cost=0.0002 | ETA 20:12:25
2020-11-05 17:37:25 [INFO] [TRAIN] epoch=27, iter=9840/80000, loss=0.1619, lr=0.008886, batch_cost=1.0346, reader_cost=0.0002 | ETA 20:09:47
2020-11-05 17:37:36 [INFO] [TRAIN] epoch=27, iter=9850/80000, loss=0.1885, lr=0.008885, batch_cost=1.0190, reader_cost=0.0002 | ETA 19:51:22
2020-11-05 17:37:46 [INFO] [TRAIN] epoch=27, iter=9860/80000, loss=0.2629, lr=0.008884, batch_cost=1.0216, reader_cost=0.0002 | ETA 19:54:12
2020-11-05 17:37:57 [INFO] [TRAIN] epoch=27, iter=9870/80000, loss=0.1436, lr=0.008883, batch_cost=1.0933, reader_cost=0.0002 | ETA 21:17:52
2020-11-05 17:38:07 [INFO] [TRAIN] epoch=27, iter=9880/80000, loss=0.1686, lr=0.008881, batch_cost=1.0331, reader_cost=0.0002 | ETA 20:07:23
2020-11-05 17:38:17 [INFO] [TRAIN] epoch=27, iter=9890/80000, loss=0.1887, lr=0.008880, batch_cost=1.0126, reader_cost=0.0002 | ETA 19:43:09
2020-11-05 17:38:27 [INFO] [TRAIN] epoch=27, iter=9900/80000, loss=0.1180, lr=0.008879, batch_cost=0.9945, reader_cost=0.0002 | ETA 19:21:55
2020-11-05 17:38:37 [INFO] [TRAIN] epoch=27, iter=9910/80000, loss=0.1440, lr=0.008878, batch_cost=1.0160, reader_cost=0.0002 | ETA 19:46:51
2020-11-05 17:38:48 [INFO] [TRAIN] epoch=27, iter=9920/80000, loss=0.1608, lr=0.008877, batch_cost=1.0947, reader_cost=0.0014 | ETA 21:18:36
2020-11-05 17:38:59 [INFO] [TRAIN] epoch=27, iter=9930/80000, loss=0.1241, lr=0.008876, batch_cost=1.1178, reader_cost=0.0002 | ETA 21:45:21
2020-11-05 17:39:09 [INFO] [TRAIN] epoch=27, iter=9940/80000, loss=0.1708, lr=0.008875, batch_cost=1.0058, reader_cost=0.0002 | ETA 19:34:28
2020-11-05 17:39:20 [INFO] [TRAIN] epoch=27, iter=9950/80000, loss=0.2438, lr=0.008873, batch_cost=1.0306, reader_cost=0.0003 | ETA 20:03:11
2020-11-05 17:39:30 [INFO] [TRAIN] epoch=27, iter=9960/80000, loss=0.1741, lr=0.008872, batch_cost=1.0148, reader_cost=0.0002 | ETA 19:44:37
2020-11-05 17:39:40 [INFO] [TRAIN] epoch=27, iter=9970/80000, loss=0.1892, lr=0.008871, batch_cost=1.0221, reader_cost=0.0002 | ETA 19:52:58
2020-11-05 17:39:50 [INFO] [TRAIN] epoch=27, iter=9980/80000, loss=0.1769, lr=0.008870, batch_cost=1.0040, reader_cost=0.0014 | ETA 19:31:37
2020-11-05 17:40:00 [INFO] [TRAIN] epoch=27, iter=9990/80000, loss=0.1149, lr=0.008869, batch_cost=0.9890, reader_cost=0.0001 | ETA 19:14:01
2020-11-05 17:40:10 [INFO] [TRAIN] epoch=27, iter=10000/80000, loss=0.1609, lr=0.008868, batch_cost=0.9817, reader_cost=0.0001 | ETA 19:05:17
2020-11-05 17:40:15 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 17:45:27 [INFO] [EVAL] #Images=500 mIoU=0.7316 Acc=0.9516 Kappa=0.9371
2020-11-05 17:45:27 [INFO] [EVAL] Category IoU:
[0.9748 0.8101 0.9109 0.393 0.477 0.6055 0.6671 0.7535 0.9074 0.6098
0.9431 0.8044 0.6001 0.9392 0.7664 0.7766 0.6079 0.603 0.7499]
2020-11-05 17:45:27 [INFO] [EVAL] Category Acc:
[0.9865 0.9144 0.9534 0.7188 0.7941 0.7876 0.7947 0.8744 0.9321 0.7573
0.9663 0.8954 0.7477 0.9656 0.8447 0.9399 0.6954 0.8015 0.8312]
2020-11-05 17:45:30 [INFO] [EVAL] The model with the best validation mIoU (0.7316) was saved at iter 10000.
2020-11-05 17:45:40 [INFO] [TRAIN] epoch=27, iter=10010/80000, loss=0.2100, lr=0.008867, batch_cost=0.9987, reader_cost=0.0002 | ETA 19:25:01
2020-11-05 17:45:50 [INFO] [TRAIN] epoch=27, iter=10020/80000, loss=0.1009, lr=0.008865, batch_cost=1.0045, reader_cost=0.0002 | ETA 19:31:34
2020-11-05 17:46:00 [INFO] [TRAIN] epoch=27, iter=10030/80000, loss=0.1808, lr=0.008864, batch_cost=1.0083, reader_cost=0.0012 | ETA 19:35:48
2020-11-05 17:46:10 [INFO] [TRAIN] epoch=27, iter=10040/80000, loss=0.1741, lr=0.008863, batch_cost=1.0076, reader_cost=0.0001 | ETA 19:34:51
2020-11-05 17:46:23 [INFO] [TRAIN] epoch=28, iter=10050/80000, loss=0.4355, lr=0.008862, batch_cost=1.2729, reader_cost=0.1496 | ETA 24:44:00
2020-11-05 17:46:34 [INFO] [TRAIN] epoch=28, iter=10060/80000, loss=0.2517, lr=0.008861, batch_cost=1.1251, reader_cost=0.0005 | ETA 21:51:26
2020-11-05 17:46:45 [INFO] [TRAIN] epoch=28, iter=10070/80000, loss=0.2174, lr=0.008860, batch_cost=1.1441, reader_cost=0.0002 | ETA 22:13:27
2020-11-05 17:46:56 [INFO] [TRAIN] epoch=28, iter=10080/80000, loss=0.1468, lr=0.008859, batch_cost=1.1057, reader_cost=0.0002 | ETA 21:28:28
2020-11-05 17:47:08 [INFO] [TRAIN] epoch=28, iter=10090/80000, loss=0.1580, lr=0.008857, batch_cost=1.1858, reader_cost=0.0002 | ETA 23:01:41
2020-11-05 17:47:18 [INFO] [TRAIN] epoch=28, iter=10100/80000, loss=0.1939, lr=0.008856, batch_cost=1.0186, reader_cost=0.0002 | ETA 19:46:37
2020-11-05 17:47:29 [INFO] [TRAIN] epoch=28, iter=10110/80000, loss=0.1439, lr=0.008855, batch_cost=1.0613, reader_cost=0.0002 | ETA 20:36:11
2020-11-05 17:47:39 [INFO] [TRAIN] epoch=28, iter=10120/80000, loss=0.1501, lr=0.008854, batch_cost=0.9962, reader_cost=0.0002 | ETA 19:20:14
2020-11-05 17:47:49 [INFO] [TRAIN] epoch=28, iter=10130/80000, loss=0.1907, lr=0.008853, batch_cost=0.9960, reader_cost=0.0002 | ETA 19:19:49
2020-11-05 17:47:59 [INFO] [TRAIN] epoch=28, iter=10140/80000, loss=0.1839, lr=0.008852, batch_cost=0.9843, reader_cost=0.0002 | ETA 19:06:05
2020-11-05 17:48:09 [INFO] [TRAIN] epoch=28, iter=10150/80000, loss=0.1351, lr=0.008851, batch_cost=1.0022, reader_cost=0.0002 | ETA 19:26:43
2020-11-05 17:48:19 [INFO] [TRAIN] epoch=28, iter=10160/80000, loss=0.1325, lr=0.008849, batch_cost=0.9955, reader_cost=0.0002 | ETA 19:18:43
2020-11-05 17:48:30 [INFO] [TRAIN] epoch=28, iter=10170/80000, loss=0.1444, lr=0.008848, batch_cost=1.1795, reader_cost=0.0002 | ETA 22:52:41
2020-11-05 17:48:41 [INFO] [TRAIN] epoch=28, iter=10180/80000, loss=0.1291, lr=0.008847, batch_cost=1.0115, reader_cost=0.0002 | ETA 19:37:05
2020-11-05 17:48:51 [INFO] [TRAIN] epoch=28, iter=10190/80000, loss=0.1747, lr=0.008846, batch_cost=1.0425, reader_cost=0.0002 | ETA 20:12:54
2020-11-05 17:49:01 [INFO] [TRAIN] epoch=28, iter=10200/80000, loss=0.1398, lr=0.008845, batch_cost=1.0134, reader_cost=0.0002 | ETA 19:38:57
2020-11-05 17:49:12 [INFO] [TRAIN] epoch=28, iter=10210/80000, loss=0.1237, lr=0.008844, batch_cost=1.0674, reader_cost=0.0001 | ETA 20:41:35
2020-11-05 17:49:22 [INFO] [TRAIN] epoch=28, iter=10220/80000, loss=0.1422, lr=0.008843, batch_cost=1.0645, reader_cost=0.0002 | ETA 20:38:03
2020-11-05 17:49:32 [INFO] [TRAIN] epoch=28, iter=10230/80000, loss=0.1607, lr=0.008842, batch_cost=1.0023, reader_cost=0.0002 | ETA 19:25:33
2020-11-05 17:49:42 [INFO] [TRAIN] epoch=28, iter=10240/80000, loss=0.1825, lr=0.008840, batch_cost=0.9911, reader_cost=0.0002 | ETA 19:12:18
2020-11-05 17:49:53 [INFO] [TRAIN] epoch=28, iter=10250/80000, loss=0.1305, lr=0.008839, batch_cost=1.0127, reader_cost=0.0002 | ETA 19:37:13
2020-11-05 17:50:03 [INFO] [TRAIN] epoch=28, iter=10260/80000, loss=0.1847, lr=0.008838, batch_cost=1.0178, reader_cost=0.0002 | ETA 19:43:03
2020-11-05 17:50:13 [INFO] [TRAIN] epoch=28, iter=10270/80000, loss=0.1699, lr=0.008837, batch_cost=1.0547, reader_cost=0.0002 | ETA 20:25:41
2020-11-05 17:50:24 [INFO] [TRAIN] epoch=28, iter=10280/80000, loss=0.1201, lr=0.008836, batch_cost=1.0845, reader_cost=0.0002 | ETA 21:00:10
2020-11-05 17:50:34 [INFO] [TRAIN] epoch=28, iter=10290/80000, loss=0.1929, lr=0.008835, batch_cost=1.0393, reader_cost=0.0002 | ETA 20:07:29
2020-11-05 17:50:45 [INFO] [TRAIN] epoch=28, iter=10300/80000, loss=0.1075, lr=0.008834, batch_cost=1.0809, reader_cost=0.0002 | ETA 20:55:41
2020-11-05 17:50:56 [INFO] [TRAIN] epoch=28, iter=10310/80000, loss=0.1511, lr=0.008832, batch_cost=1.0231, reader_cost=0.0002 | ETA 19:48:20
2020-11-05 17:51:06 [INFO] [TRAIN] epoch=28, iter=10320/80000, loss=0.1738, lr=0.008831, batch_cost=1.0186, reader_cost=0.0007 | ETA 19:42:53
2020-11-05 17:51:19 [INFO] [TRAIN] epoch=28, iter=10330/80000, loss=0.2218, lr=0.008830, batch_cost=1.3022, reader_cost=0.0014 | ETA 25:12:07
2020-11-05 17:51:29 [INFO] [TRAIN] epoch=28, iter=10340/80000, loss=0.1703, lr=0.008829, batch_cost=1.0532, reader_cost=0.0002 | ETA 20:22:48
2020-11-05 17:51:41 [INFO] [TRAIN] epoch=28, iter=10350/80000, loss=0.2103, lr=0.008828, batch_cost=1.1234, reader_cost=0.0002 | ETA 21:44:01
2020-11-05 17:51:51 [INFO] [TRAIN] epoch=28, iter=10360/80000, loss=0.1641, lr=0.008827, batch_cost=1.0873, reader_cost=0.0002 | ETA 21:01:56
2020-11-05 17:52:02 [INFO] [TRAIN] epoch=28, iter=10370/80000, loss=0.1151, lr=0.008826, batch_cost=1.0210, reader_cost=0.0056 | ETA 19:44:53
2020-11-05 17:52:12 [INFO] [TRAIN] epoch=28, iter=10380/80000, loss=0.1628, lr=0.008824, batch_cost=1.0294, reader_cost=0.0046 | ETA 19:54:25
2020-11-05 17:52:22 [INFO] [TRAIN] epoch=28, iter=10390/80000, loss=0.1748, lr=0.008823, batch_cost=1.0401, reader_cost=0.0002 | ETA 20:06:43
2020-11-05 17:52:33 [INFO] [TRAIN] epoch=28, iter=10400/80000, loss=0.1962, lr=0.008822, batch_cost=1.0402, reader_cost=0.0002 | ETA 20:06:36
2020-11-05 17:52:43 [INFO] [TRAIN] epoch=28, iter=10410/80000, loss=0.2061, lr=0.008821, batch_cost=1.0296, reader_cost=0.0002 | ETA 19:54:08
2020-11-05 17:52:56 [INFO] [TRAIN] epoch=29, iter=10420/80000, loss=0.1633, lr=0.008820, batch_cost=1.3346, reader_cost=0.1629 | ETA 25:47:41
2020-11-05 17:53:11 [INFO] [TRAIN] epoch=29, iter=10430/80000, loss=0.1366, lr=0.008819, batch_cost=1.4354, reader_cost=0.0002 | ETA 27:44:23
2020-11-05 17:53:21 [INFO] [TRAIN] epoch=29, iter=10440/80000, loss=0.1507, lr=0.008818, batch_cost=1.0168, reader_cost=0.0002 | ETA 19:38:48
2020-11-05 17:53:31 [INFO] [TRAIN] epoch=29, iter=10450/80000, loss=0.1677, lr=0.008816, batch_cost=1.0420, reader_cost=0.0002 | ETA 20:07:50
2020-11-05 17:53:42 [INFO] [TRAIN] epoch=29, iter=10460/80000, loss=0.1394, lr=0.008815, batch_cost=1.0455, reader_cost=0.0003 | ETA 20:11:41
2020-11-05 17:53:54 [INFO] [TRAIN] epoch=29, iter=10470/80000, loss=0.2294, lr=0.008814, batch_cost=1.1914, reader_cost=0.0014 | ETA 23:00:38
2020-11-05 17:54:04 [INFO] [TRAIN] epoch=29, iter=10480/80000, loss=0.1312, lr=0.008813, batch_cost=1.0077, reader_cost=0.0002 | ETA 19:27:38
2020-11-05 17:54:14 [INFO] [TRAIN] epoch=29, iter=10490/80000, loss=0.1486, lr=0.008812, batch_cost=1.0504, reader_cost=0.0002 | ETA 20:16:50
2020-11-05 17:54:25 [INFO] [TRAIN] epoch=29, iter=10500/80000, loss=0.0956, lr=0.008811, batch_cost=1.0958, reader_cost=0.0016 | ETA 21:09:15
2020-11-05 17:54:36 [INFO] [TRAIN] epoch=29, iter=10510/80000, loss=0.1153, lr=0.008810, batch_cost=1.0784, reader_cost=0.0020 | ETA 20:48:57
2020-11-05 17:54:46 [INFO] [TRAIN] epoch=29, iter=10520/80000, loss=0.1254, lr=0.008808, batch_cost=1.0296, reader_cost=0.0018 | ETA 19:52:19
2020-11-05 17:54:56 [INFO] [TRAIN] epoch=29, iter=10530/80000, loss=0.1247, lr=0.008807, batch_cost=1.0025, reader_cost=0.0016 | ETA 19:20:44
2020-11-05 17:55:06 [INFO] [TRAIN] epoch=29, iter=10540/80000, loss=0.1542, lr=0.008806, batch_cost=1.0187, reader_cost=0.0002 | ETA 19:39:17
2020-11-05 17:55:16 [INFO] [TRAIN] epoch=29, iter=10550/80000, loss=0.1275, lr=0.008805, batch_cost=1.0006, reader_cost=0.0002 | ETA 19:18:08
2020-11-05 17:55:27 [INFO] [TRAIN] epoch=29, iter=10560/80000, loss=0.1790, lr=0.008804, batch_cost=1.0119, reader_cost=0.0002 | ETA 19:31:04
2020-11-05 17:55:37 [INFO] [TRAIN] epoch=29, iter=10570/80000, loss=0.1255, lr=0.008803, batch_cost=1.0032, reader_cost=0.0002 | ETA 19:20:49
2020-11-05 17:55:47 [INFO] [TRAIN] epoch=29, iter=10580/80000, loss=0.1306, lr=0.008802, batch_cost=1.0310, reader_cost=0.0002 | ETA 19:52:53
2020-11-05 17:55:57 [INFO] [TRAIN] epoch=29, iter=10590/80000, loss=0.1610, lr=0.008800, batch_cost=1.0247, reader_cost=0.0002 | ETA 19:45:22
2020-11-05 17:56:07 [INFO] [TRAIN] epoch=29, iter=10600/80000, loss=0.2644, lr=0.008799, batch_cost=0.9933, reader_cost=0.0002 | ETA 19:08:56
2020-11-05 17:56:17 [INFO] [TRAIN] epoch=29, iter=10610/80000, loss=0.1463, lr=0.008798, batch_cost=1.0191, reader_cost=0.0002 | ETA 19:38:34
2020-11-05 17:56:28 [INFO] [TRAIN] epoch=29, iter=10620/80000, loss=0.1063, lr=0.008797, batch_cost=1.0285, reader_cost=0.0002 | ETA 19:49:18
2020-11-05 17:56:38 [INFO] [TRAIN] epoch=29, iter=10630/80000, loss=0.0905, lr=0.008796, batch_cost=1.0411, reader_cost=0.0002 | ETA 20:03:42
2020-11-05 17:56:48 [INFO] [TRAIN] epoch=29, iter=10640/80000, loss=0.1375, lr=0.008795, batch_cost=1.0160, reader_cost=0.0002 | ETA 19:34:27
2020-11-05 17:56:58 [INFO] [TRAIN] epoch=29, iter=10650/80000, loss=0.1091, lr=0.008794, batch_cost=1.0235, reader_cost=0.0002 | ETA 19:42:56
2020-11-05 17:57:08 [INFO] [TRAIN] epoch=29, iter=10660/80000, loss=0.1846, lr=0.008792, batch_cost=0.9994, reader_cost=0.0002 | ETA 19:14:59
2020-11-05 17:57:19 [INFO] [TRAIN] epoch=29, iter=10670/80000, loss=0.1087, lr=0.008791, batch_cost=1.0731, reader_cost=0.0002 | ETA 20:39:58
2020-11-05 17:57:30 [INFO] [TRAIN] epoch=29, iter=10680/80000, loss=0.1576, lr=0.008790, batch_cost=1.0525, reader_cost=0.0002 | ETA 20:16:00
2020-11-05 17:57:40 [INFO] [TRAIN] epoch=29, iter=10690/80000, loss=0.2532, lr=0.008789, batch_cost=1.0248, reader_cost=0.0002 | ETA 19:43:45
2020-11-05 17:57:50 [INFO] [TRAIN] epoch=29, iter=10700/80000, loss=0.1988, lr=0.008788, batch_cost=1.0276, reader_cost=0.0002 | ETA 19:46:55
2020-11-05 17:58:00 [INFO] [TRAIN] epoch=29, iter=10710/80000, loss=0.1749, lr=0.008787, batch_cost=0.9953, reader_cost=0.0002 | ETA 19:09:23
2020-11-05 17:58:11 [INFO] [TRAIN] epoch=29, iter=10720/80000, loss=0.1919, lr=0.008786, batch_cost=1.0467, reader_cost=0.0002 | ETA 20:08:32
2020-11-05 17:58:21 [INFO] [TRAIN] epoch=29, iter=10730/80000, loss=0.0866, lr=0.008784, batch_cost=0.9943, reader_cost=0.0002 | ETA 19:07:53
2020-11-05 17:58:31 [INFO] [TRAIN] epoch=29, iter=10740/80000, loss=0.1678, lr=0.008783, batch_cost=1.0027, reader_cost=0.0002 | ETA 19:17:26
2020-11-05 17:58:41 [INFO] [TRAIN] epoch=29, iter=10750/80000, loss=0.1791, lr=0.008782, batch_cost=1.0019, reader_cost=0.0002 | ETA 19:16:20
2020-11-05 17:58:51 [INFO] [TRAIN] epoch=29, iter=10760/80000, loss=0.1932, lr=0.008781, batch_cost=1.0105, reader_cost=0.0001 | ETA 19:26:03
2020-11-05 17:59:01 [INFO] [TRAIN] epoch=29, iter=10770/80000, loss=0.1288, lr=0.008780, batch_cost=0.9910, reader_cost=0.0002 | ETA 19:03:28
2020-11-05 17:59:11 [INFO] [TRAIN] epoch=29, iter=10780/80000, loss=0.1989, lr=0.008779, batch_cost=0.9955, reader_cost=0.0002 | ETA 19:08:26
2020-11-05 17:59:23 [INFO] [TRAIN] epoch=30, iter=10790/80000, loss=0.1958, lr=0.008778, batch_cost=1.2150, reader_cost=0.0920 | ETA 23:21:31
2020-11-05 17:59:33 [INFO] [TRAIN] epoch=30, iter=10800/80000, loss=0.1635, lr=0.008776, batch_cost=1.0098, reader_cost=0.0005 | ETA 19:24:39
2020-11-05 17:59:43 [INFO] [TRAIN] epoch=30, iter=10810/80000, loss=0.2203, lr=0.008775, batch_cost=0.9919, reader_cost=0.0002 | ETA 19:03:52
2020-11-05 17:59:53 [INFO] [TRAIN] epoch=30, iter=10820/80000, loss=0.1619, lr=0.008774, batch_cost=0.9882, reader_cost=0.0002 | ETA 18:59:21
2020-11-05 18:00:03 [INFO] [TRAIN] epoch=30, iter=10830/80000, loss=0.1178, lr=0.008773, batch_cost=1.0137, reader_cost=0.0002 | ETA 19:28:35
2020-11-05 18:00:14 [INFO] [TRAIN] epoch=30, iter=10840/80000, loss=0.1676, lr=0.008772, batch_cost=1.0973, reader_cost=0.0002 | ETA 21:04:48
2020-11-05 18:00:24 [INFO] [TRAIN] epoch=30, iter=10850/80000, loss=0.1630, lr=0.008771, batch_cost=1.0332, reader_cost=0.0002 | ETA 19:50:48
2020-11-05 18:00:35 [INFO] [TRAIN] epoch=30, iter=10860/80000, loss=0.2605, lr=0.008770, batch_cost=1.0795, reader_cost=0.0002 | ETA 20:43:59
2020-11-05 18:00:45 [INFO] [TRAIN] epoch=30, iter=10870/80000, loss=0.1606, lr=0.008768, batch_cost=1.0071, reader_cost=0.0002 | ETA 19:20:23
2020-11-05 18:00:55 [INFO] [TRAIN] epoch=30, iter=10880/80000, loss=0.1174, lr=0.008767, batch_cost=1.0321, reader_cost=0.0002 | ETA 19:49:01
2020-11-05 18:01:06 [INFO] [TRAIN] epoch=30, iter=10890/80000, loss=0.1113, lr=0.008766, batch_cost=1.0717, reader_cost=0.0002 | ETA 20:34:23
2020-11-05 18:01:16 [INFO] [TRAIN] epoch=30, iter=10900/80000, loss=0.1230, lr=0.008765, batch_cost=0.9967, reader_cost=0.0002 | ETA 19:07:50
2020-11-05 18:01:27 [INFO] [TRAIN] epoch=30, iter=10910/80000, loss=0.1644, lr=0.008764, batch_cost=1.1210, reader_cost=0.0002 | ETA 21:30:46
2020-11-05 18:01:38 [INFO] [TRAIN] epoch=30, iter=10920/80000, loss=0.1963, lr=0.008763, batch_cost=1.0593, reader_cost=0.0002 | ETA 20:19:37
2020-11-05 18:01:48 [INFO] [TRAIN] epoch=30, iter=10930/80000, loss=0.1554, lr=0.008762, batch_cost=1.0208, reader_cost=0.0002 | ETA 19:35:08
2020-11-05 18:01:58 [INFO] [TRAIN] epoch=30, iter=10940/80000, loss=0.1484, lr=0.008760, batch_cost=1.0218, reader_cost=0.0002 | ETA 19:36:03
2020-11-05 18:02:08 [INFO] [TRAIN] epoch=30, iter=10950/80000, loss=0.2153, lr=0.008759, batch_cost=1.0242, reader_cost=0.0002 | ETA 19:38:42
2020-11-05 18:02:19 [INFO] [TRAIN] epoch=30, iter=10960/80000, loss=0.1668, lr=0.008758, batch_cost=1.0972, reader_cost=0.0002 | ETA 21:02:33
2020-11-05 18:02:30 [INFO] [TRAIN] epoch=30, iter=10970/80000, loss=0.3489, lr=0.008757, batch_cost=1.0637, reader_cost=0.0002 | ETA 20:23:45
2020-11-05 18:02:41 [INFO] [TRAIN] epoch=30, iter=10980/80000, loss=0.1958, lr=0.008756, batch_cost=1.0479, reader_cost=0.0002 | ETA 20:05:23
2020-11-05 18:02:51 [INFO] [TRAIN] epoch=30, iter=10990/80000, loss=0.2092, lr=0.008755, batch_cost=1.0281, reader_cost=0.0002 | ETA 19:42:31
2020-11-05 18:03:01 [INFO] [TRAIN] epoch=30, iter=11000/80000, loss=0.2480, lr=0.008754, batch_cost=1.0329, reader_cost=0.0002 | ETA 19:47:48
2020-11-05 18:03:11 [INFO] [TRAIN] epoch=30, iter=11010/80000, loss=0.1487, lr=0.008753, batch_cost=0.9934, reader_cost=0.0002 | ETA 19:02:12
2020-11-05 18:03:21 [INFO] [TRAIN] epoch=30, iter=11020/80000, loss=0.1141, lr=0.008751, batch_cost=0.9750, reader_cost=0.0002 | ETA 18:40:52
2020-11-05 18:03:31 [INFO] [TRAIN] epoch=30, iter=11030/80000, loss=0.2271, lr=0.008750, batch_cost=0.9719, reader_cost=0.0002 | ETA 18:37:14
2020-11-05 18:03:40 [INFO] [TRAIN] epoch=30, iter=11040/80000, loss=0.2050, lr=0.008749, batch_cost=0.9757, reader_cost=0.0002 | ETA 18:41:21
2020-11-05 18:03:50 [INFO] [TRAIN] epoch=30, iter=11050/80000, loss=0.1793, lr=0.008748, batch_cost=0.9929, reader_cost=0.0002 | ETA 19:00:59
2020-11-05 18:04:00 [INFO] [TRAIN] epoch=30, iter=11060/80000, loss=0.2142, lr=0.008747, batch_cost=0.9921, reader_cost=0.0002 | ETA 18:59:52
2020-11-05 18:04:10 [INFO] [TRAIN] epoch=30, iter=11070/80000, loss=0.2005, lr=0.008746, batch_cost=0.9916, reader_cost=0.0002 | ETA 18:59:13
2020-11-05 18:04:20 [INFO] [TRAIN] epoch=30, iter=11080/80000, loss=0.1498, lr=0.008745, batch_cost=0.9874, reader_cost=0.0002 | ETA 18:54:10
2020-11-05 18:04:30 [INFO] [TRAIN] epoch=30, iter=11090/80000, loss=0.2340, lr=0.008743, batch_cost=0.9738, reader_cost=0.0002 | ETA 18:38:26
2020-11-05 18:04:39 [INFO] [TRAIN] epoch=30, iter=11100/80000, loss=0.1072, lr=0.008742, batch_cost=0.9734, reader_cost=0.0002 | ETA 18:37:50
2020-11-05 18:04:49 [INFO] [TRAIN] epoch=30, iter=11110/80000, loss=0.1461, lr=0.008741, batch_cost=0.9727, reader_cost=0.0002 | ETA 18:36:52
2020-11-05 18:04:59 [INFO] [TRAIN] epoch=30, iter=11120/80000, loss=0.1650, lr=0.008740, batch_cost=0.9816, reader_cost=0.0002 | ETA 18:46:50
2020-11-05 18:05:09 [INFO] [TRAIN] epoch=30, iter=11130/80000, loss=0.1537, lr=0.008739, batch_cost=0.9748, reader_cost=0.0002 | ETA 18:38:51
2020-11-05 18:05:18 [INFO] [TRAIN] epoch=30, iter=11140/80000, loss=0.1393, lr=0.008738, batch_cost=0.9767, reader_cost=0.0002 | ETA 18:40:57
2020-11-05 18:05:28 [INFO] [TRAIN] epoch=30, iter=11150/80000, loss=0.2447, lr=0.008737, batch_cost=0.9941, reader_cost=0.0002 | ETA 19:00:44
2020-11-05 18:05:38 [INFO] [TRAIN] epoch=30, iter=11160/80000, loss=0.2845, lr=0.008735, batch_cost=0.9761, reader_cost=0.0001 | ETA 18:39:58
2020-11-05 18:05:52 [INFO] [TRAIN] epoch=31, iter=11170/80000, loss=0.1974, lr=0.008734, batch_cost=1.3352, reader_cost=0.0978 | ETA 25:31:40
2020-11-05 18:06:02 [INFO] [TRAIN] epoch=31, iter=11180/80000, loss=0.2678, lr=0.008733, batch_cost=1.0178, reader_cost=0.0005 | ETA 19:27:25
2020-11-05 18:06:12 [INFO] [TRAIN] epoch=31, iter=11190/80000, loss=0.1530, lr=0.008732, batch_cost=1.0325, reader_cost=0.0002 | ETA 19:44:05
2020-11-05 18:06:22 [INFO] [TRAIN] epoch=31, iter=11200/80000, loss=0.1498, lr=0.008731, batch_cost=1.0463, reader_cost=0.0006 | ETA 19:59:47
2020-11-05 18:06:33 [INFO] [TRAIN] epoch=31, iter=11210/80000, loss=0.1581, lr=0.008730, batch_cost=1.0080, reader_cost=0.0001 | ETA 19:15:40
2020-11-05 18:06:42 [INFO] [TRAIN] epoch=31, iter=11220/80000, loss=0.2569, lr=0.008729, batch_cost=0.9874, reader_cost=0.0002 | ETA 18:51:56
2020-11-05 18:06:52 [INFO] [TRAIN] epoch=31, iter=11230/80000, loss=0.1668, lr=0.008727, batch_cost=0.9911, reader_cost=0.0001 | ETA 18:55:55
2020-11-05 18:07:02 [INFO] [TRAIN] epoch=31, iter=11240/80000, loss=0.3010, lr=0.008726, batch_cost=0.9837, reader_cost=0.0002 | ETA 18:47:21
2020-11-05 18:07:12 [INFO] [TRAIN] epoch=31, iter=11250/80000, loss=0.2456, lr=0.008725, batch_cost=1.0017, reader_cost=0.0002 | ETA 19:07:45
2020-11-05 18:07:22 [INFO] [TRAIN] epoch=31, iter=11260/80000, loss=0.1513, lr=0.008724, batch_cost=0.9826, reader_cost=0.0002 | ETA 18:45:44
2020-11-05 18:07:32 [INFO] [TRAIN] epoch=31, iter=11270/80000, loss=0.1685, lr=0.008723, batch_cost=1.0059, reader_cost=0.0002 | ETA 19:12:17
2020-11-05 18:07:42 [INFO] [TRAIN] epoch=31, iter=11280/80000, loss=0.1950, lr=0.008722, batch_cost=1.0289, reader_cost=0.0002 | ETA 19:38:26
2020-11-05 18:07:53 [INFO] [TRAIN] epoch=31, iter=11290/80000, loss=0.1362, lr=0.008721, batch_cost=1.0277, reader_cost=0.0002 | ETA 19:36:52
2020-11-05 18:08:03 [INFO] [TRAIN] epoch=31, iter=11300/80000, loss=0.2072, lr=0.008719, batch_cost=1.0288, reader_cost=0.0002 | ETA 19:38:00
2020-11-05 18:08:13 [INFO] [TRAIN] epoch=31, iter=11310/80000, loss=0.1768, lr=0.008718, batch_cost=1.0334, reader_cost=0.0002 | ETA 19:43:04
2020-11-05 18:08:24 [INFO] [TRAIN] epoch=31, iter=11320/80000, loss=0.1366, lr=0.008717, batch_cost=1.0359, reader_cost=0.0002 | ETA 19:45:42
2020-11-05 18:08:34 [INFO] [TRAIN] epoch=31, iter=11330/80000, loss=0.1783, lr=0.008716, batch_cost=1.0526, reader_cost=0.0002 | ETA 20:04:43
2020-11-05 18:08:44 [INFO] [TRAIN] epoch=31, iter=11340/80000, loss=0.1375, lr=0.008715, batch_cost=1.0182, reader_cost=0.0001 | ETA 19:25:08
2020-11-05 18:08:56 [INFO] [TRAIN] epoch=31, iter=11350/80000, loss=0.1524, lr=0.008714, batch_cost=1.1316, reader_cost=0.0002 | ETA 21:34:43
2020-11-05 18:09:07 [INFO] [TRAIN] epoch=31, iter=11360/80000, loss=0.1922, lr=0.008713, batch_cost=1.0885, reader_cost=0.0001 | ETA 20:45:14
2020-11-05 18:09:17 [INFO] [TRAIN] epoch=31, iter=11370/80000, loss=0.0969, lr=0.008711, batch_cost=1.0166, reader_cost=0.0002 | ETA 19:22:48
2020-11-05 18:09:27 [INFO] [TRAIN] epoch=31, iter=11380/80000, loss=0.1223, lr=0.008710, batch_cost=1.0291, reader_cost=0.0002 | ETA 19:36:53
2020-11-05 18:09:37 [INFO] [TRAIN] epoch=31, iter=11390/80000, loss=0.1169, lr=0.008709, batch_cost=1.0131, reader_cost=0.0002 | ETA 19:18:27
2020-11-05 18:09:48 [INFO] [TRAIN] epoch=31, iter=11400/80000, loss=0.1721, lr=0.008708, batch_cost=1.0538, reader_cost=0.0002 | ETA 20:04:52
2020-11-05 18:09:58 [INFO] [TRAIN] epoch=31, iter=11410/80000, loss=0.1595, lr=0.008707, batch_cost=1.0317, reader_cost=0.0002 | ETA 19:39:24
2020-11-05 18:10:08 [INFO] [TRAIN] epoch=31, iter=11420/80000, loss=0.1736, lr=0.008706, batch_cost=1.0476, reader_cost=0.0002 | ETA 19:57:22
2020-11-05 18:10:19 [INFO] [TRAIN] epoch=31, iter=11430/80000, loss=0.1437, lr=0.008705, batch_cost=1.0113, reader_cost=0.0002 | ETA 19:15:44
2020-11-05 18:10:29 [INFO] [TRAIN] epoch=31, iter=11440/80000, loss=0.2602, lr=0.008703, batch_cost=1.0451, reader_cost=0.0002 | ETA 19:54:12
2020-11-05 18:10:39 [INFO] [TRAIN] epoch=31, iter=11450/80000, loss=0.1076, lr=0.008702, batch_cost=1.0386, reader_cost=0.0002 | ETA 19:46:38
2020-11-05 18:10:50 [INFO] [TRAIN] epoch=31, iter=11460/80000, loss=0.2472, lr=0.008701, batch_cost=1.0160, reader_cost=0.0001 | ETA 19:20:38
2020-11-05 18:11:00 [INFO] [TRAIN] epoch=31, iter=11470/80000, loss=0.1129, lr=0.008700, batch_cost=1.0156, reader_cost=0.0001 | ETA 19:19:57
2020-11-05 18:11:10 [INFO] [TRAIN] epoch=31, iter=11480/80000, loss=0.1177, lr=0.008699, batch_cost=1.0322, reader_cost=0.0002 | ETA 19:38:45
2020-11-05 18:11:20 [INFO] [TRAIN] epoch=31, iter=11490/80000, loss=0.1071, lr=0.008698, batch_cost=1.0382, reader_cost=0.0028 | ETA 19:45:25
2020-11-05 18:11:31 [INFO] [TRAIN] epoch=31, iter=11500/80000, loss=0.1156, lr=0.008697, batch_cost=1.0441, reader_cost=0.0002 | ETA 19:52:03
2020-11-05 18:11:41 [INFO] [TRAIN] epoch=31, iter=11510/80000, loss=0.1686, lr=0.008695, batch_cost=1.0584, reader_cost=0.0001 | ETA 20:08:11
2020-11-05 18:11:52 [INFO] [TRAIN] epoch=31, iter=11520/80000, loss=0.1877, lr=0.008694, batch_cost=1.0846, reader_cost=0.0002 | ETA 20:37:55
2020-11-05 18:12:03 [INFO] [TRAIN] epoch=31, iter=11530/80000, loss=0.1895, lr=0.008693, batch_cost=1.0204, reader_cost=0.0001 | ETA 19:24:24
2020-11-05 18:12:15 [INFO] [TRAIN] epoch=32, iter=11540/80000, loss=0.1937, lr=0.008692, batch_cost=1.2439, reader_cost=0.1107 | ETA 23:39:14
2020-11-05 18:12:25 [INFO] [TRAIN] epoch=32, iter=11550/80000, loss=0.2419, lr=0.008691, batch_cost=1.0459, reader_cost=0.0005 | ETA 19:53:08
2020-11-05 18:12:36 [INFO] [TRAIN] epoch=32, iter=11560/80000, loss=0.1667, lr=0.008690, batch_cost=1.0241, reader_cost=0.0002 | ETA 19:28:08
2020-11-05 18:12:46 [INFO] [TRAIN] epoch=32, iter=11570/80000, loss=0.1500, lr=0.008689, batch_cost=1.0719, reader_cost=0.0001 | ETA 20:22:30
2020-11-05 18:12:57 [INFO] [TRAIN] epoch=32, iter=11580/80000, loss=0.2161, lr=0.008687, batch_cost=1.0368, reader_cost=0.0001 | ETA 19:42:17
2020-11-05 18:13:07 [INFO] [TRAIN] epoch=32, iter=11590/80000, loss=0.2185, lr=0.008686, batch_cost=1.0449, reader_cost=0.0001 | ETA 19:51:19
2020-11-05 18:13:18 [INFO] [TRAIN] epoch=32, iter=11600/80000, loss=0.1917, lr=0.008685, batch_cost=1.0580, reader_cost=0.0002 | ETA 20:06:05
2020-11-05 18:13:28 [INFO] [TRAIN] epoch=32, iter=11610/80000, loss=0.1729, lr=0.008684, batch_cost=1.0065, reader_cost=0.0002 | ETA 19:07:11
2020-11-05 18:13:38 [INFO] [TRAIN] epoch=32, iter=11620/80000, loss=0.1739, lr=0.008683, batch_cost=1.0471, reader_cost=0.0002 | ETA 19:53:22
2020-11-05 18:13:49 [INFO] [TRAIN] epoch=32, iter=11630/80000, loss=0.2460, lr=0.008682, batch_cost=1.0299, reader_cost=0.0002 | ETA 19:33:35
2020-11-05 18:13:59 [INFO] [TRAIN] epoch=32, iter=11640/80000, loss=0.1458, lr=0.008681, batch_cost=1.0241, reader_cost=0.0002 | ETA 19:26:50
2020-11-05 18:14:10 [INFO] [TRAIN] epoch=32, iter=11650/80000, loss=0.1449, lr=0.008679, batch_cost=1.0888, reader_cost=0.0001 | ETA 20:40:22
2020-11-05 18:14:20 [INFO] [TRAIN] epoch=32, iter=11660/80000, loss=0.1728, lr=0.008678, batch_cost=1.0660, reader_cost=0.0002 | ETA 20:14:08
2020-11-05 18:14:31 [INFO] [TRAIN] epoch=32, iter=11670/80000, loss=0.1478, lr=0.008677, batch_cost=1.0366, reader_cost=0.0001 | ETA 19:40:31
2020-11-05 18:14:41 [INFO] [TRAIN] epoch=32, iter=11680/80000, loss=0.1161, lr=0.008676, batch_cost=1.0605, reader_cost=0.0002 | ETA 20:07:34
2020-11-05 18:14:52 [INFO] [TRAIN] epoch=32, iter=11690/80000, loss=0.1547, lr=0.008675, batch_cost=1.0617, reader_cost=0.0002 | ETA 20:08:47
2020-11-05 18:15:03 [INFO] [TRAIN] epoch=32, iter=11700/80000, loss=0.1392, lr=0.008674, batch_cost=1.0835, reader_cost=0.0006 | ETA 20:33:25
2020-11-05 18:15:13 [INFO] [TRAIN] epoch=32, iter=11710/80000, loss=0.1346, lr=0.008673, batch_cost=1.0121, reader_cost=0.0002 | ETA 19:11:57
2020-11-05 18:15:23 [INFO] [TRAIN] epoch=32, iter=11720/80000, loss=0.1881, lr=0.008671, batch_cost=1.0354, reader_cost=0.0002 | ETA 19:38:15
2020-11-05 18:15:34 [INFO] [TRAIN] epoch=32, iter=11730/80000, loss=0.1252, lr=0.008670, batch_cost=1.0423, reader_cost=0.0002 | ETA 19:45:59
2020-11-05 18:15:44 [INFO] [TRAIN] epoch=32, iter=11740/80000, loss=0.0925, lr=0.008669, batch_cost=1.0430, reader_cost=0.0002 | ETA 19:46:33
2020-11-05 18:15:55 [INFO] [TRAIN] epoch=32, iter=11750/80000, loss=0.1285, lr=0.008668, batch_cost=1.0508, reader_cost=0.0002 | ETA 19:55:16
2020-11-05 18:16:05 [INFO] [TRAIN] epoch=32, iter=11760/80000, loss=0.1327, lr=0.008667, batch_cost=1.0425, reader_cost=0.0002 | ETA 19:45:37
2020-11-05 18:16:15 [INFO] [TRAIN] epoch=32, iter=11770/80000, loss=0.1029, lr=0.008666, batch_cost=1.0261, reader_cost=0.0002 | ETA 19:26:48
2020-11-05 18:16:26 [INFO] [TRAIN] epoch=32, iter=11780/80000, loss=0.1080, lr=0.008665, batch_cost=1.0129, reader_cost=0.0001 | ETA 19:11:38
2020-11-05 18:16:36 [INFO] [TRAIN] epoch=32, iter=11790/80000, loss=0.1166, lr=0.008663, batch_cost=1.0012, reader_cost=0.0002 | ETA 18:58:15
2020-11-05 18:16:46 [INFO] [TRAIN] epoch=32, iter=11800/80000, loss=0.3098, lr=0.008662, batch_cost=1.0087, reader_cost=0.0002 | ETA 19:06:34
2020-11-05 18:16:56 [INFO] [TRAIN] epoch=32, iter=11810/80000, loss=0.2383, lr=0.008661, batch_cost=1.0266, reader_cost=0.0002 | ETA 19:26:45
2020-11-05 18:17:06 [INFO] [TRAIN] epoch=32, iter=11820/80000, loss=0.2265, lr=0.008660, batch_cost=1.0257, reader_cost=0.0002 | ETA 19:25:28
2020-11-05 18:17:17 [INFO] [TRAIN] epoch=32, iter=11830/80000, loss=0.2002, lr=0.008659, batch_cost=1.0685, reader_cost=0.0002 | ETA 20:14:00
2020-11-05 18:17:27 [INFO] [TRAIN] epoch=32, iter=11840/80000, loss=0.1514, lr=0.008658, batch_cost=1.0193, reader_cost=0.0002 | ETA 19:17:54
2020-11-05 18:17:37 [INFO] [TRAIN] epoch=32, iter=11850/80000, loss=0.0972, lr=0.008657, batch_cost=1.0313, reader_cost=0.0002 | ETA 19:31:20
2020-11-05 18:17:48 [INFO] [TRAIN] epoch=32, iter=11860/80000, loss=0.1371, lr=0.008655, batch_cost=1.0659, reader_cost=0.0002 | ETA 20:10:31
2020-11-05 18:17:59 [INFO] [TRAIN] epoch=32, iter=11870/80000, loss=0.1856, lr=0.008654, batch_cost=1.0553, reader_cost=0.0002 | ETA 19:58:17
2020-11-05 18:18:09 [INFO] [TRAIN] epoch=32, iter=11880/80000, loss=0.1424, lr=0.008653, batch_cost=1.0147, reader_cost=0.0002 | ETA 19:12:04
2020-11-05 18:18:19 [INFO] [TRAIN] epoch=32, iter=11890/80000, loss=0.1764, lr=0.008652, batch_cost=1.0241, reader_cost=0.0002 | ETA 19:22:34
2020-11-05 18:18:29 [INFO] [TRAIN] epoch=32, iter=11900/80000, loss=0.1674, lr=0.008651, batch_cost=1.0071, reader_cost=0.0001 | ETA 19:03:03
2020-11-05 18:18:41 [INFO] [TRAIN] epoch=33, iter=11910/80000, loss=0.1743, lr=0.008650, batch_cost=1.1972, reader_cost=0.1555 | ETA 22:38:35
2020-11-05 18:18:51 [INFO] [TRAIN] epoch=33, iter=11920/80000, loss=0.1127, lr=0.008649, batch_cost=1.0150, reader_cost=0.0005 | ETA 19:11:44
2020-11-05 18:19:01 [INFO] [TRAIN] epoch=33, iter=11930/80000, loss=0.1694, lr=0.008647, batch_cost=1.0226, reader_cost=0.0001 | ETA 19:20:10
2020-11-05 18:19:12 [INFO] [TRAIN] epoch=33, iter=11940/80000, loss=0.1407, lr=0.008646, batch_cost=1.0967, reader_cost=0.0002 | ETA 20:43:58
2020-11-05 18:19:23 [INFO] [TRAIN] epoch=33, iter=11950/80000, loss=0.1368, lr=0.008645, batch_cost=1.1083, reader_cost=0.0002 | ETA 20:56:59
2020-11-05 18:19:34 [INFO] [TRAIN] epoch=33, iter=11960/80000, loss=0.2009, lr=0.008644, batch_cost=1.0487, reader_cost=0.0002 | ETA 19:49:12
2020-11-05 18:19:45 [INFO] [TRAIN] epoch=33, iter=11970/80000, loss=0.1422, lr=0.008643, batch_cost=1.1149, reader_cost=0.0002 | ETA 21:04:09
2020-11-05 18:19:56 [INFO] [TRAIN] epoch=33, iter=11980/80000, loss=0.1299, lr=0.008642, batch_cost=1.0541, reader_cost=0.0002 | ETA 19:55:00
2020-11-05 18:20:07 [INFO] [TRAIN] epoch=33, iter=11990/80000, loss=0.1488, lr=0.008641, batch_cost=1.1530, reader_cost=0.0002 | ETA 21:46:53
2020-11-05 18:20:18 [INFO] [TRAIN] epoch=33, iter=12000/80000, loss=0.2423, lr=0.008639, batch_cost=1.0836, reader_cost=0.0002 | ETA 20:28:04
2020-11-05 18:20:23 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 18:25:45 [INFO] [EVAL] #Images=500 mIoU=0.7378 Acc=0.9533 Kappa=0.9395
2020-11-05 18:25:45 [INFO] [EVAL] Category IoU:
[0.9727 0.7988 0.9201 0.5699 0.586 0.63 0.6775 0.7717 0.921 0.6039
0.9442 0.812 0.6131 0.9186 0.6133 0.5431 0.7696 0.6049 0.7483]
2020-11-05 18:25:45 [INFO] [EVAL] Category Acc:
[0.9916 0.8638 0.9536 0.7973 0.75 0.8116 0.7751 0.8635 0.9577 0.782
0.9668 0.8936 0.751 0.9378 0.8944 0.9553 0.9227 0.774 0.813 ]
2020-11-05 18:25:48 [INFO] [EVAL] The model with the best validation mIoU (0.7378) was saved at iter 12000.
2020-11-05 18:25:57 [INFO] [TRAIN] epoch=33, iter=12010/80000, loss=0.1499, lr=0.008638, batch_cost=0.9834, reader_cost=0.0002 | ETA 18:34:23
2020-11-05 18:26:08 [INFO] [TRAIN] epoch=33, iter=12020/80000, loss=0.1547, lr=0.008637, batch_cost=1.0152, reader_cost=0.0002 | ETA 19:10:12
2020-11-05 18:26:18 [INFO] [TRAIN] epoch=33, iter=12030/80000, loss=0.1430, lr=0.008636, batch_cost=1.0144, reader_cost=0.0002 | ETA 19:09:06
2020-11-05 18:26:28 [INFO] [TRAIN] epoch=33, iter=12040/80000, loss=0.1054, lr=0.008635, batch_cost=1.0084, reader_cost=0.0002 | ETA 19:02:10
2020-11-05 18:26:38 [INFO] [TRAIN] epoch=33, iter=12050/80000, loss=0.1493, lr=0.008634, batch_cost=0.9894, reader_cost=0.0002 | ETA 18:40:32
2020-11-05 18:26:48 [INFO] [TRAIN] epoch=33, iter=12060/80000, loss=0.1434, lr=0.008633, batch_cost=1.0196, reader_cost=0.0002 | ETA 19:14:31
2020-11-05 18:26:58 [INFO] [TRAIN] epoch=33, iter=12070/80000, loss=0.1661, lr=0.008631, batch_cost=0.9932, reader_cost=0.0012 | ETA 18:44:26
2020-11-05 18:27:08 [INFO] [TRAIN] epoch=33, iter=12080/80000, loss=0.1535, lr=0.008630, batch_cost=0.9906, reader_cost=0.0002 | ETA 18:41:20
2020-11-05 18:27:18 [INFO] [TRAIN] epoch=33, iter=12090/80000, loss=0.1539, lr=0.008629, batch_cost=1.0090, reader_cost=0.0002 | ETA 19:02:03
2020-11-05 18:27:28 [INFO] [TRAIN] epoch=33, iter=12100/80000, loss=0.1214, lr=0.008628, batch_cost=0.9889, reader_cost=0.0002 | ETA 18:39:03
2020-11-05 18:27:38 [INFO] [TRAIN] epoch=33, iter=12110/80000, loss=0.1536, lr=0.008627, batch_cost=0.9953, reader_cost=0.0002 | ETA 18:46:08
2020-11-05 18:27:48 [INFO] [TRAIN] epoch=33, iter=12120/80000, loss=0.3979, lr=0.008626, batch_cost=1.0159, reader_cost=0.0002 | ETA 19:09:20
2020-11-05 18:27:58 [INFO] [TRAIN] epoch=33, iter=12130/80000, loss=0.1333, lr=0.008625, batch_cost=1.0008, reader_cost=0.0002 | ETA 18:52:07
2020-11-05 18:28:08 [INFO] [TRAIN] epoch=33, iter=12140/80000, loss=0.1717, lr=0.008623, batch_cost=1.0541, reader_cost=0.0002 | ETA 19:52:14
2020-11-05 18:28:19 [INFO] [TRAIN] epoch=33, iter=12150/80000, loss=0.1178, lr=0.008622, batch_cost=1.0609, reader_cost=0.0002 | ETA 19:59:43
2020-11-05 18:28:29 [INFO] [TRAIN] epoch=33, iter=12160/80000, loss=0.1360, lr=0.008621, batch_cost=1.0396, reader_cost=0.0002 | ETA 19:35:27
2020-11-05 18:28:40 [INFO] [TRAIN] epoch=33, iter=12170/80000, loss=0.1885, lr=0.008620, batch_cost=1.0080, reader_cost=0.0002 | ETA 18:59:34
2020-11-05 18:28:50 [INFO] [TRAIN] epoch=33, iter=12180/80000, loss=0.1922, lr=0.008619, batch_cost=1.0392, reader_cost=0.0035 | ETA 19:34:39
2020-11-05 18:29:01 [INFO] [TRAIN] epoch=33, iter=12190/80000, loss=0.2125, lr=0.008618, batch_cost=1.0757, reader_cost=0.0002 | ETA 20:15:45
2020-11-05 18:29:12 [INFO] [TRAIN] epoch=33, iter=12200/80000, loss=0.1303, lr=0.008617, batch_cost=1.1070, reader_cost=0.0002 | ETA 20:50:55
2020-11-05 18:29:23 [INFO] [TRAIN] epoch=33, iter=12210/80000, loss=0.1383, lr=0.008615, batch_cost=1.0912, reader_cost=0.0002 | ETA 20:32:49
2020-11-05 18:29:33 [INFO] [TRAIN] epoch=33, iter=12220/80000, loss=0.0896, lr=0.008614, batch_cost=1.0260, reader_cost=0.0002 | ETA 19:19:01
2020-11-05 18:29:45 [INFO] [TRAIN] epoch=33, iter=12230/80000, loss=0.1415, lr=0.008613, batch_cost=1.1711, reader_cost=0.0002 | ETA 22:02:43
2020-11-05 18:29:59 [INFO] [TRAIN] epoch=33, iter=12240/80000, loss=0.1193, lr=0.008612, batch_cost=1.3875, reader_cost=0.0010 | ETA 26:06:54
2020-11-05 18:30:14 [INFO] [TRAIN] epoch=33, iter=12250/80000, loss=0.1208, lr=0.008611, batch_cost=1.5838, reader_cost=0.0002 | ETA 29:48:21
2020-11-05 18:30:25 [INFO] [TRAIN] epoch=33, iter=12260/80000, loss=0.1585, lr=0.008610, batch_cost=1.0946, reader_cost=0.0002 | ETA 20:35:45
2020-11-05 18:30:37 [INFO] [TRAIN] epoch=33, iter=12270/80000, loss=0.2541, lr=0.008609, batch_cost=1.1263, reader_cost=0.0002 | ETA 21:11:21
2020-11-05 18:30:50 [INFO] [TRAIN] epoch=34, iter=12280/80000, loss=0.1406, lr=0.008607, batch_cost=1.3271, reader_cost=0.1179 | ETA 24:57:48
2020-11-05 18:31:00 [INFO] [TRAIN] epoch=34, iter=12290/80000, loss=0.1026, lr=0.008606, batch_cost=1.0431, reader_cost=0.0005 | ETA 19:37:09
2020-11-05 18:31:11 [INFO] [TRAIN] epoch=34, iter=12300/80000, loss=0.3295, lr=0.008605, batch_cost=1.0459, reader_cost=0.0002 | ETA 19:40:05
2020-11-05 18:31:21 [INFO] [TRAIN] epoch=34, iter=12310/80000, loss=0.1239, lr=0.008604, batch_cost=1.0270, reader_cost=0.0002 | ETA 19:18:34
2020-11-05 18:31:31 [INFO] [TRAIN] epoch=34, iter=12320/80000, loss=0.1572, lr=0.008603, batch_cost=0.9936, reader_cost=0.0002 | ETA 18:40:44
2020-11-05 18:31:41 [INFO] [TRAIN] epoch=34, iter=12330/80000, loss=0.2130, lr=0.008602, batch_cost=0.9786, reader_cost=0.0001 | ETA 18:23:43
2020-11-05 18:31:51 [INFO] [TRAIN] epoch=34, iter=12340/80000, loss=0.1466, lr=0.008600, batch_cost=0.9850, reader_cost=0.0002 | ETA 18:30:43
2020-11-05 18:32:00 [INFO] [TRAIN] epoch=34, iter=12350/80000, loss=0.2544, lr=0.008599, batch_cost=0.9763, reader_cost=0.0002 | ETA 18:20:44
2020-11-05 18:32:10 [INFO] [TRAIN] epoch=34, iter=12360/80000, loss=0.1435, lr=0.008598, batch_cost=1.0072, reader_cost=0.0002 | ETA 18:55:27
2020-11-05 18:32:21 [INFO] [TRAIN] epoch=34, iter=12370/80000, loss=0.1914, lr=0.008597, batch_cost=1.0170, reader_cost=0.0002 | ETA 19:06:19
2020-11-05 18:32:31 [INFO] [TRAIN] epoch=34, iter=12380/80000, loss=0.1913, lr=0.008596, batch_cost=0.9969, reader_cost=0.0002 | ETA 18:43:27
2020-11-05 18:32:41 [INFO] [TRAIN] epoch=34, iter=12390/80000, loss=0.1566, lr=0.008595, batch_cost=1.0055, reader_cost=0.0002 | ETA 18:53:00
2020-11-05 18:32:51 [INFO] [TRAIN] epoch=34, iter=12400/80000, loss=0.1458, lr=0.008594, batch_cost=0.9974, reader_cost=0.0002 | ETA 18:43:45
2020-11-05 18:33:01 [INFO] [TRAIN] epoch=34, iter=12410/80000, loss=0.1396, lr=0.008592, batch_cost=0.9965, reader_cost=0.0002 | ETA 18:42:32
2020-11-05 18:33:10 [INFO] [TRAIN] epoch=34, iter=12420/80000, loss=0.2149, lr=0.008591, batch_cost=0.9926, reader_cost=0.0001 | ETA 18:37:57
2020-11-05 18:33:21 [INFO] [TRAIN] epoch=34, iter=12430/80000, loss=0.1357, lr=0.008590, batch_cost=1.0276, reader_cost=0.0002 | ETA 19:17:15
2020-11-05 18:33:31 [INFO] [TRAIN] epoch=34, iter=12440/80000, loss=0.1530, lr=0.008589, batch_cost=0.9968, reader_cost=0.0002 | ETA 18:42:21
2020-11-05 18:33:41 [INFO] [TRAIN] epoch=34, iter=12450/80000, loss=0.1809, lr=0.008588, batch_cost=1.0037, reader_cost=0.0002 | ETA 18:49:58
2020-11-05 18:33:51 [INFO] [TRAIN] epoch=34, iter=12460/80000, loss=0.1613, lr=0.008587, batch_cost=1.0072, reader_cost=0.0002 | ETA 18:53:47
2020-11-05 18:34:01 [INFO] [TRAIN] epoch=34, iter=12470/80000, loss=0.1627, lr=0.008586, batch_cost=1.0016, reader_cost=0.0002 | ETA 18:47:19
2020-11-05 18:34:11 [INFO] [TRAIN] epoch=34, iter=12480/80000, loss=0.1378, lr=0.008584, batch_cost=1.0035, reader_cost=0.0002 | ETA 18:49:18
2020-11-05 18:34:21 [INFO] [TRAIN] epoch=34, iter=12490/80000, loss=0.1559, lr=0.008583, batch_cost=0.9954, reader_cost=0.0002 | ETA 18:39:56
2020-11-05 18:34:31 [INFO] [TRAIN] epoch=34, iter=12500/80000, loss=0.1308, lr=0.008582, batch_cost=1.0349, reader_cost=0.0002 | ETA 19:24:14
2020-11-05 18:34:41 [INFO] [TRAIN] epoch=34, iter=12510/80000, loss=0.0784, lr=0.008581, batch_cost=1.0035, reader_cost=0.0002 | ETA 18:48:43
2020-11-05 18:34:51 [INFO] [TRAIN] epoch=34, iter=12520/80000, loss=0.1625, lr=0.008580, batch_cost=1.0162, reader_cost=0.0002 | ETA 19:02:50
2020-11-05 18:35:01 [INFO] [TRAIN] epoch=34, iter=12530/80000, loss=0.1021, lr=0.008579, batch_cost=0.9950, reader_cost=0.0002 | ETA 18:38:55
2020-11-05 18:35:13 [INFO] [TRAIN] epoch=34, iter=12540/80000, loss=0.2085, lr=0.008578, batch_cost=1.1889, reader_cost=0.0002 | ETA 22:16:43
2020-11-05 18:35:23 [INFO] [TRAIN] epoch=34, iter=12550/80000, loss=0.3156, lr=0.008576, batch_cost=1.0098, reader_cost=0.0002 | ETA 18:55:12
2020-11-05 18:35:33 [INFO] [TRAIN] epoch=34, iter=12560/80000, loss=0.1644, lr=0.008575, batch_cost=0.9908, reader_cost=0.0002 | ETA 18:33:41
2020-11-05 18:35:43 [INFO] [TRAIN] epoch=34, iter=12570/80000, loss=0.1652, lr=0.008574, batch_cost=0.9894, reader_cost=0.0002 | ETA 18:31:57
2020-11-05 18:35:53 [INFO] [TRAIN] epoch=34, iter=12580/80000, loss=0.1399, lr=0.008573, batch_cost=0.9804, reader_cost=0.0002 | ETA 18:21:39
2020-11-05 18:36:03 [INFO] [TRAIN] epoch=34, iter=12590/80000, loss=0.0911, lr=0.008572, batch_cost=0.9770, reader_cost=0.0002 | ETA 18:17:40
2020-11-05 18:36:12 [INFO] [TRAIN] epoch=34, iter=12600/80000, loss=0.1397, lr=0.008571, batch_cost=0.9779, reader_cost=0.0002 | ETA 18:18:29
2020-11-05 18:36:22 [INFO] [TRAIN] epoch=34, iter=12610/80000, loss=0.1520, lr=0.008570, batch_cost=0.9784, reader_cost=0.0002 | ETA 18:18:57
2020-11-05 18:36:32 [INFO] [TRAIN] epoch=34, iter=12620/80000, loss=0.2320, lr=0.008568, batch_cost=1.0012, reader_cost=0.0002 | ETA 18:44:18
2020-11-05 18:36:42 [INFO] [TRAIN] epoch=34, iter=12630/80000, loss=0.1549, lr=0.008567, batch_cost=0.9938, reader_cost=0.0002 | ETA 18:35:53
2020-11-05 18:36:52 [INFO] [TRAIN] epoch=34, iter=12640/80000, loss=0.1301, lr=0.008566, batch_cost=0.9981, reader_cost=0.0001 | ETA 18:40:30
2020-11-05 18:37:04 [INFO] [TRAIN] epoch=35, iter=12650/80000, loss=0.1461, lr=0.008565, batch_cost=1.2105, reader_cost=0.0934 | ETA 22:38:44
2020-11-05 18:37:15 [INFO] [TRAIN] epoch=35, iter=12660/80000, loss=0.1199, lr=0.008564, batch_cost=1.0682, reader_cost=0.0005 | ETA 19:58:52
2020-11-05 18:37:26 [INFO] [TRAIN] epoch=35, iter=12670/80000, loss=0.1850, lr=0.008563, batch_cost=1.0675, reader_cost=0.0002 | ETA 19:57:56
2020-11-05 18:37:36 [INFO] [TRAIN] epoch=35, iter=12680/80000, loss=0.1409, lr=0.008562, batch_cost=1.0407, reader_cost=0.0002 | ETA 19:27:41
2020-11-05 18:37:47 [INFO] [TRAIN] epoch=35, iter=12690/80000, loss=0.1270, lr=0.008560, batch_cost=1.0774, reader_cost=0.0002 | ETA 20:08:40
2020-11-05 18:37:58 [INFO] [TRAIN] epoch=35, iter=12700/80000, loss=0.2797, lr=0.008559, batch_cost=1.0712, reader_cost=0.0002 | ETA 20:01:31
2020-11-05 18:38:08 [INFO] [TRAIN] epoch=35, iter=12710/80000, loss=0.1246, lr=0.008558, batch_cost=1.0593, reader_cost=0.0002 | ETA 19:48:03
2020-11-05 18:38:19 [INFO] [TRAIN] epoch=35, iter=12720/80000, loss=0.1822, lr=0.008557, batch_cost=1.0436, reader_cost=0.0002 | ETA 19:30:13
2020-11-05 18:38:29 [INFO] [TRAIN] epoch=35, iter=12730/80000, loss=0.1510, lr=0.008556, batch_cost=1.0410, reader_cost=0.0002 | ETA 19:27:10
2020-11-05 18:38:40 [INFO] [TRAIN] epoch=35, iter=12740/80000, loss=0.1358, lr=0.008555, batch_cost=1.0593, reader_cost=0.0002 | ETA 19:47:26
2020-11-05 18:38:50 [INFO] [TRAIN] epoch=35, iter=12750/80000, loss=0.1410, lr=0.008554, batch_cost=1.0480, reader_cost=0.0002 | ETA 19:34:38
2020-11-05 18:39:01 [INFO] [TRAIN] epoch=35, iter=12760/80000, loss=0.1119, lr=0.008552, batch_cost=1.0611, reader_cost=0.0002 | ETA 19:49:09
2020-11-05 18:39:12 [INFO] [TRAIN] epoch=35, iter=12770/80000, loss=0.1322, lr=0.008551, batch_cost=1.0840, reader_cost=0.0002 | ETA 20:14:38
2020-11-05 18:39:22 [INFO] [TRAIN] epoch=35, iter=12780/80000, loss=0.1243, lr=0.008550, batch_cost=1.0736, reader_cost=0.0002 | ETA 20:02:46
2020-11-05 18:39:33 [INFO] [TRAIN] epoch=35, iter=12790/80000, loss=0.1613, lr=0.008549, batch_cost=1.0731, reader_cost=0.0002 | ETA 20:02:04
2020-11-05 18:39:44 [INFO] [TRAIN] epoch=35, iter=12800/80000, loss=0.1642, lr=0.008548, batch_cost=1.1001, reader_cost=0.0002 | ETA 20:32:09
2020-11-05 18:39:54 [INFO] [TRAIN] epoch=35, iter=12810/80000, loss=0.1240, lr=0.008547, batch_cost=1.0079, reader_cost=0.0002 | ETA 18:48:38
2020-11-05 18:40:04 [INFO] [TRAIN] epoch=35, iter=12820/80000, loss=0.2226, lr=0.008546, batch_cost=1.0012, reader_cost=0.0002 | ETA 18:40:59
2020-11-05 18:40:14 [INFO] [TRAIN] epoch=35, iter=12830/80000, loss=0.1699, lr=0.008544, batch_cost=0.9933, reader_cost=0.0002 | ETA 18:32:03
2020-11-05 18:40:25 [INFO] [TRAIN] epoch=35, iter=12840/80000, loss=0.1631, lr=0.008543, batch_cost=1.0672, reader_cost=0.0002 | ETA 19:54:32
2020-11-05 18:40:36 [INFO] [TRAIN] epoch=35, iter=12850/80000, loss=0.1306, lr=0.008542, batch_cost=1.1648, reader_cost=0.0002 | ETA 21:43:39
2020-11-05 18:40:48 [INFO] [TRAIN] epoch=35, iter=12860/80000, loss=0.1426, lr=0.008541, batch_cost=1.1749, reader_cost=0.0002 | ETA 21:54:39
2020-11-05 18:40:58 [INFO] [TRAIN] epoch=35, iter=12870/80000, loss=0.1375, lr=0.008540, batch_cost=0.9987, reader_cost=0.0001 | ETA 18:37:20
2020-11-05 18:41:08 [INFO] [TRAIN] epoch=35, iter=12880/80000, loss=0.1087, lr=0.008539, batch_cost=1.0129, reader_cost=0.0001 | ETA 18:53:03
2020-11-05 18:41:18 [INFO] [TRAIN] epoch=35, iter=12890/80000, loss=0.1367, lr=0.008538, batch_cost=0.9914, reader_cost=0.0001 | ETA 18:28:53
2020-11-05 18:41:28 [INFO] [TRAIN] epoch=35, iter=12900/80000, loss=0.1146, lr=0.008536, batch_cost=1.0217, reader_cost=0.0001 | ETA 19:02:39
2020-11-05 18:41:39 [INFO] [TRAIN] epoch=35, iter=12910/80000, loss=0.1477, lr=0.008535, batch_cost=1.0420, reader_cost=0.0002 | ETA 19:25:07
2020-11-05 18:41:49 [INFO] [TRAIN] epoch=35, iter=12920/80000, loss=0.2038, lr=0.008534, batch_cost=0.9987, reader_cost=0.0002 | ETA 18:36:35
2020-11-05 18:41:59 [INFO] [TRAIN] epoch=35, iter=12930/80000, loss=0.1774, lr=0.008533, batch_cost=1.0053, reader_cost=0.0002 | ETA 18:43:44
2020-11-05 18:42:09 [INFO] [TRAIN] epoch=35, iter=12940/80000, loss=0.1282, lr=0.008532, batch_cost=1.0292, reader_cost=0.0002 | ETA 19:10:19
2020-11-05 18:42:20 [INFO] [TRAIN] epoch=35, iter=12950/80000, loss=0.1167, lr=0.008531, batch_cost=1.0688, reader_cost=0.0002 | ETA 19:54:22
2020-11-05 18:42:30 [INFO] [TRAIN] epoch=35, iter=12960/80000, loss=0.1494, lr=0.008530, batch_cost=1.0121, reader_cost=0.0002 | ETA 18:50:48
2020-11-05 18:42:40 [INFO] [TRAIN] epoch=35, iter=12970/80000, loss=0.1359, lr=0.008528, batch_cost=1.0104, reader_cost=0.0002 | ETA 18:48:50
2020-11-05 18:42:50 [INFO] [TRAIN] epoch=35, iter=12980/80000, loss=0.1319, lr=0.008527, batch_cost=0.9963, reader_cost=0.0002 | ETA 18:32:55
2020-11-05 18:43:00 [INFO] [TRAIN] epoch=35, iter=12990/80000, loss=0.1197, lr=0.008526, batch_cost=0.9881, reader_cost=0.0001 | ETA 18:23:29
2020-11-05 18:43:10 [INFO] [TRAIN] epoch=35, iter=13000/80000, loss=0.1173, lr=0.008525, batch_cost=1.0183, reader_cost=0.0002 | ETA 18:57:07
2020-11-05 18:43:21 [INFO] [TRAIN] epoch=35, iter=13010/80000, loss=0.3358, lr=0.008524, batch_cost=1.0513, reader_cost=0.0002 | ETA 19:33:48
2020-11-05 18:43:32 [INFO] [TRAIN] epoch=35, iter=13020/80000, loss=0.1964, lr=0.008523, batch_cost=1.1373, reader_cost=0.0001 | ETA 21:09:34
2020-11-05 18:43:44 [INFO] [TRAIN] epoch=36, iter=13030/80000, loss=0.1361, lr=0.008522, batch_cost=1.1771, reader_cost=0.0961 | ETA 21:53:52
2020-11-05 18:43:54 [INFO] [TRAIN] epoch=36, iter=13040/80000, loss=0.2825, lr=0.008520, batch_cost=0.9900, reader_cost=0.0005 | ETA 18:24:48
2020-11-05 18:44:04 [INFO] [TRAIN] epoch=36, iter=13050/80000, loss=0.1506, lr=0.008519, batch_cost=0.9993, reader_cost=0.0002 | ETA 18:35:05
2020-11-05 18:44:14 [INFO] [TRAIN] epoch=36, iter=13060/80000, loss=0.1541, lr=0.008518, batch_cost=1.0051, reader_cost=0.0002 | ETA 18:41:21
2020-11-05 18:44:24 [INFO] [TRAIN] epoch=36, iter=13070/80000, loss=0.2024, lr=0.008517, batch_cost=1.0059, reader_cost=0.0002 | ETA 18:42:05
2020-11-05 18:44:34 [INFO] [TRAIN] epoch=36, iter=13080/80000, loss=0.1997, lr=0.008516, batch_cost=1.0469, reader_cost=0.0002 | ETA 19:27:35
2020-11-05 18:44:45 [INFO] [TRAIN] epoch=36, iter=13090/80000, loss=0.2341, lr=0.008515, batch_cost=1.0535, reader_cost=0.0002 | ETA 19:34:51
2020-11-05 18:44:55 [INFO] [TRAIN] epoch=36, iter=13100/80000, loss=0.1250, lr=0.008514, batch_cost=1.0175, reader_cost=0.0002 | ETA 18:54:32
2020-11-05 18:45:05 [INFO] [TRAIN] epoch=36, iter=13110/80000, loss=0.1569, lr=0.008512, batch_cost=1.0131, reader_cost=0.0002 | ETA 18:49:28
2020-11-05 18:45:15 [INFO] [TRAIN] epoch=36, iter=13120/80000, loss=0.1524, lr=0.008511, batch_cost=1.0154, reader_cost=0.0002 | ETA 18:51:52
2020-11-05 18:45:25 [INFO] [TRAIN] epoch=36, iter=13130/80000, loss=0.1184, lr=0.008510, batch_cost=1.0264, reader_cost=0.0002 | ETA 19:03:54
2020-11-05 18:45:35 [INFO] [TRAIN] epoch=36, iter=13140/80000, loss=0.1388, lr=0.008509, batch_cost=1.0023, reader_cost=0.0002 | ETA 18:36:55
2020-11-05 18:45:46 [INFO] [TRAIN] epoch=36, iter=13150/80000, loss=0.1264, lr=0.008508, batch_cost=1.0690, reader_cost=0.0002 | ETA 19:51:05
2020-11-05 18:45:56 [INFO] [TRAIN] epoch=36, iter=13160/80000, loss=0.1366, lr=0.008507, batch_cost=1.0179, reader_cost=0.0002 | ETA 18:53:53
2020-11-05 18:46:06 [INFO] [TRAIN] epoch=36, iter=13170/80000, loss=0.1100, lr=0.008505, batch_cost=1.0095, reader_cost=0.0002 | ETA 18:44:24
2020-11-05 18:46:17 [INFO] [TRAIN] epoch=36, iter=13180/80000, loss=0.1421, lr=0.008504, batch_cost=1.0090, reader_cost=0.0002 | ETA 18:43:43
2020-11-05 18:46:27 [INFO] [TRAIN] epoch=36, iter=13190/80000, loss=0.1282, lr=0.008503, batch_cost=1.0084, reader_cost=0.0002 | ETA 18:42:49
2020-11-05 18:46:37 [INFO] [TRAIN] epoch=36, iter=13200/80000, loss=0.1481, lr=0.008502, batch_cost=1.0440, reader_cost=0.0002 | ETA 19:22:17
2020-11-05 18:46:48 [INFO] [TRAIN] epoch=36, iter=13210/80000, loss=0.1920, lr=0.008501, batch_cost=1.1240, reader_cost=0.0002 | ETA 20:51:15
2020-11-05 18:46:59 [INFO] [TRAIN] epoch=36, iter=13220/80000, loss=0.1754, lr=0.008500, batch_cost=1.0358, reader_cost=0.0002 | ETA 19:12:47
2020-11-05 18:47:09 [INFO] [TRAIN] epoch=36, iter=13230/80000, loss=0.1751, lr=0.008499, batch_cost=1.0110, reader_cost=0.0002 | ETA 18:45:06
2020-11-05 18:47:19 [INFO] [TRAIN] epoch=36, iter=13240/80000, loss=0.1493, lr=0.008497, batch_cost=1.0254, reader_cost=0.0002 | ETA 19:00:58
2020-11-05 18:47:29 [INFO] [TRAIN] epoch=36, iter=13250/80000, loss=0.1646, lr=0.008496, batch_cost=1.0191, reader_cost=0.0002 | ETA 18:53:47
2020-11-05 18:47:40 [INFO] [TRAIN] epoch=36, iter=13260/80000, loss=0.1834, lr=0.008495, batch_cost=1.0324, reader_cost=0.0002 | ETA 19:08:24
2020-11-05 18:47:50 [INFO] [TRAIN] epoch=36, iter=13270/80000, loss=0.1107, lr=0.008494, batch_cost=1.0350, reader_cost=0.0001 | ETA 19:11:08
2020-11-05 18:48:00 [INFO] [TRAIN] epoch=36, iter=13280/80000, loss=0.2126, lr=0.008493, batch_cost=1.0365, reader_cost=0.0002 | ETA 19:12:33
2020-11-05 18:48:11 [INFO] [TRAIN] epoch=36, iter=13290/80000, loss=0.2231, lr=0.008492, batch_cost=1.0272, reader_cost=0.0002 | ETA 19:02:05
2020-11-05 18:48:21 [INFO] [TRAIN] epoch=36, iter=13300/80000, loss=0.3183, lr=0.008491, batch_cost=1.0197, reader_cost=0.0002 | ETA 18:53:36
2020-11-05 18:48:31 [INFO] [TRAIN] epoch=36, iter=13310/80000, loss=0.1602, lr=0.008489, batch_cost=1.0327, reader_cost=0.0002 | ETA 19:07:53
2020-11-05 18:48:41 [INFO] [TRAIN] epoch=36, iter=13320/80000, loss=0.1309, lr=0.008488, batch_cost=1.0380, reader_cost=0.0002 | ETA 19:13:30
2020-11-05 18:48:52 [INFO] [TRAIN] epoch=36, iter=13330/80000, loss=0.1077, lr=0.008487, batch_cost=1.0553, reader_cost=0.0002 | ETA 19:32:35
2020-11-05 18:49:02 [INFO] [TRAIN] epoch=36, iter=13340/80000, loss=0.1413, lr=0.008486, batch_cost=1.0410, reader_cost=0.0002 | ETA 19:16:31
2020-11-05 18:49:13 [INFO] [TRAIN] epoch=36, iter=13350/80000, loss=0.1397, lr=0.008485, batch_cost=1.0515, reader_cost=0.0002 | ETA 19:28:02
2020-11-05 18:49:23 [INFO] [TRAIN] epoch=36, iter=13360/80000, loss=0.1564, lr=0.008484, batch_cost=1.0564, reader_cost=0.0002 | ETA 19:33:21
2020-11-05 18:49:33 [INFO] [TRAIN] epoch=36, iter=13370/80000, loss=0.1203, lr=0.008483, batch_cost=0.9998, reader_cost=0.0002 | ETA 18:30:16
2020-11-05 18:49:44 [INFO] [TRAIN] epoch=36, iter=13380/80000, loss=0.1905, lr=0.008481, batch_cost=1.0088, reader_cost=0.0002 | ETA 18:40:07
2020-11-05 18:49:54 [INFO] [TRAIN] epoch=36, iter=13390/80000, loss=0.1753, lr=0.008480, batch_cost=0.9966, reader_cost=0.0001 | ETA 18:26:23
2020-11-05 18:50:06 [INFO] [TRAIN] epoch=37, iter=13400/80000, loss=0.2364, lr=0.008479, batch_cost=1.2044, reader_cost=0.1667 | ETA 22:16:50
2020-11-05 18:50:15 [INFO] [TRAIN] epoch=37, iter=13410/80000, loss=0.2132, lr=0.008478, batch_cost=0.9878, reader_cost=0.0001 | ETA 18:16:18
2020-11-05 18:50:25 [INFO] [TRAIN] epoch=37, iter=13420/80000, loss=0.1506, lr=0.008477, batch_cost=1.0006, reader_cost=0.0002 | ETA 18:30:21
2020-11-05 18:50:36 [INFO] [TRAIN] epoch=37, iter=13430/80000, loss=0.1739, lr=0.008476, batch_cost=1.0525, reader_cost=0.0001 | ETA 19:27:46
2020-11-05 18:50:46 [INFO] [TRAIN] epoch=37, iter=13440/80000, loss=0.1404, lr=0.008475, batch_cost=1.0380, reader_cost=0.0002 | ETA 19:11:28
2020-11-05 18:50:57 [INFO] [TRAIN] epoch=37, iter=13450/80000, loss=0.1747, lr=0.008473, batch_cost=1.0320, reader_cost=0.0001 | ETA 19:04:41
2020-11-05 18:51:07 [INFO] [TRAIN] epoch=37, iter=13460/80000, loss=0.1629, lr=0.008472, batch_cost=0.9923, reader_cost=0.0002 | ETA 18:20:26
2020-11-05 18:51:16 [INFO] [TRAIN] epoch=37, iter=13470/80000, loss=0.1697, lr=0.008471, batch_cost=0.9833, reader_cost=0.0002 | ETA 18:10:16
2020-11-05 18:51:27 [INFO] [TRAIN] epoch=37, iter=13480/80000, loss=0.1138, lr=0.008470, batch_cost=1.0448, reader_cost=0.0018 | ETA 19:18:22
2020-11-05 18:51:37 [INFO] [TRAIN] epoch=37, iter=13490/80000, loss=0.1615, lr=0.008469, batch_cost=1.0536, reader_cost=0.0002 | ETA 19:27:53
2020-11-05 18:51:48 [INFO] [TRAIN] epoch=37, iter=13500/80000, loss=0.1177, lr=0.008468, batch_cost=1.0273, reader_cost=0.0002 | ETA 18:58:34
2020-11-05 18:51:58 [INFO] [TRAIN] epoch=37, iter=13510/80000, loss=0.1204, lr=0.008467, batch_cost=1.0621, reader_cost=0.0002 | ETA 19:36:57
2020-11-05 18:52:09 [INFO] [TRAIN] epoch=37, iter=13520/80000, loss=0.1716, lr=0.008465, batch_cost=1.0495, reader_cost=0.0002 | ETA 19:22:52
2020-11-05 18:52:20 [INFO] [TRAIN] epoch=37, iter=13530/80000, loss=0.1474, lr=0.008464, batch_cost=1.0819, reader_cost=0.0002 | ETA 19:58:32
2020-11-05 18:52:30 [INFO] [TRAIN] epoch=37, iter=13540/80000, loss=0.1525, lr=0.008463, batch_cost=1.0051, reader_cost=0.0002 | ETA 18:33:17
2020-11-05 18:52:40 [INFO] [TRAIN] epoch=37, iter=13550/80000, loss=0.1614, lr=0.008462, batch_cost=1.0503, reader_cost=0.0002 | ETA 19:23:10
2020-11-05 18:52:51 [INFO] [TRAIN] epoch=37, iter=13560/80000, loss=0.1266, lr=0.008461, batch_cost=1.0329, reader_cost=0.0001 | ETA 19:03:44
2020-11-05 18:53:01 [INFO] [TRAIN] epoch=37, iter=13570/80000, loss=0.1421, lr=0.008460, batch_cost=1.0862, reader_cost=0.0002 | ETA 20:02:34
2020-11-05 18:53:12 [INFO] [TRAIN] epoch=37, iter=13580/80000, loss=0.1837, lr=0.008459, batch_cost=1.0786, reader_cost=0.0002 | ETA 19:54:00
2020-11-05 18:53:22 [INFO] [TRAIN] epoch=37, iter=13590/80000, loss=0.0981, lr=0.008457, batch_cost=1.0171, reader_cost=0.0002 | ETA 18:45:48
2020-11-05 18:53:32 [INFO] [TRAIN] epoch=37, iter=13600/80000, loss=0.0778, lr=0.008456, batch_cost=1.0039, reader_cost=0.0002 | ETA 18:30:57
2020-11-05 18:53:43 [INFO] [TRAIN] epoch=37, iter=13610/80000, loss=0.2289, lr=0.008455, batch_cost=1.0147, reader_cost=0.0002 | ETA 18:42:46
2020-11-05 18:53:53 [INFO] [TRAIN] epoch=37, iter=13620/80000, loss=0.0905, lr=0.008454, batch_cost=0.9978, reader_cost=0.0001 | ETA 18:23:50
2020-11-05 18:54:02 [INFO] [TRAIN] epoch=37, iter=13630/80000, loss=0.1381, lr=0.008453, batch_cost=0.9886, reader_cost=0.0001 | ETA 18:13:34
2020-11-05 18:54:13 [INFO] [TRAIN] epoch=37, iter=13640/80000, loss=0.1522, lr=0.008452, batch_cost=1.0352, reader_cost=0.0025 | ETA 19:04:57
2020-11-05 18:54:23 [INFO] [TRAIN] epoch=37, iter=13650/80000, loss=0.1380, lr=0.008450, batch_cost=1.0404, reader_cost=0.0002 | ETA 19:10:30
2020-11-05 18:54:34 [INFO] [TRAIN] epoch=37, iter=13660/80000, loss=0.1857, lr=0.008449, batch_cost=1.0658, reader_cost=0.0001 | ETA 19:38:28
2020-11-05 18:54:44 [INFO] [TRAIN] epoch=37, iter=13670/80000, loss=0.1563, lr=0.008448, batch_cost=1.0386, reader_cost=0.0002 | ETA 19:08:09
2020-11-05 18:54:55 [INFO] [TRAIN] epoch=37, iter=13680/80000, loss=0.1686, lr=0.008447, batch_cost=1.1212, reader_cost=0.0001 | ETA 20:39:15
2020-11-05 18:55:06 [INFO] [TRAIN] epoch=37, iter=13690/80000, loss=0.1152, lr=0.008446, batch_cost=1.0781, reader_cost=0.0002 | ETA 19:51:30
2020-11-05 18:55:16 [INFO] [TRAIN] epoch=37, iter=13700/80000, loss=0.1314, lr=0.008445, batch_cost=1.0301, reader_cost=0.0001 | ETA 18:58:18
2020-11-05 18:55:27 [INFO] [TRAIN] epoch=37, iter=13710/80000, loss=0.1064, lr=0.008444, batch_cost=1.0054, reader_cost=0.0001 | ETA 18:30:49
2020-11-05 18:55:37 [INFO] [TRAIN] epoch=37, iter=13720/80000, loss=0.1118, lr=0.008442, batch_cost=1.0166, reader_cost=0.0001 | ETA 18:43:01
2020-11-05 18:55:47 [INFO] [TRAIN] epoch=37, iter=13730/80000, loss=0.1241, lr=0.008441, batch_cost=1.0252, reader_cost=0.0002 | ETA 18:52:22
2020-11-05 18:55:57 [INFO] [TRAIN] epoch=37, iter=13740/80000, loss=0.1062, lr=0.008440, batch_cost=1.0044, reader_cost=0.0002 | ETA 18:29:11
2020-11-05 18:56:07 [INFO] [TRAIN] epoch=37, iter=13750/80000, loss=0.1381, lr=0.008439, batch_cost=1.0222, reader_cost=0.0002 | ETA 18:48:41
2020-11-05 18:56:17 [INFO] [TRAIN] epoch=37, iter=13760/80000, loss=0.1620, lr=0.008438, batch_cost=1.0237, reader_cost=0.0002 | ETA 18:50:11
2020-11-05 18:56:29 [INFO] [TRAIN] epoch=38, iter=13770/80000, loss=0.2236, lr=0.008437, batch_cost=1.1737, reader_cost=0.1120 | ETA 21:35:33
2020-11-05 18:56:39 [INFO] [TRAIN] epoch=38, iter=13780/80000, loss=0.1233, lr=0.008436, batch_cost=1.0081, reader_cost=0.0004 | ETA 18:32:35
2020-11-05 18:56:49 [INFO] [TRAIN] epoch=38, iter=13790/80000, loss=0.1675, lr=0.008434, batch_cost=0.9974, reader_cost=0.0002 | ETA 18:20:36
2020-11-05 18:56:59 [INFO] [TRAIN] epoch=38, iter=13800/80000, loss=0.1409, lr=0.008433, batch_cost=0.9991, reader_cost=0.0005 | ETA 18:22:19
2020-11-05 18:57:09 [INFO] [TRAIN] epoch=38, iter=13810/80000, loss=0.1348, lr=0.008432, batch_cost=1.0119, reader_cost=0.0002 | ETA 18:36:18
2020-11-05 18:57:20 [INFO] [TRAIN] epoch=38, iter=13820/80000, loss=0.2953, lr=0.008431, batch_cost=1.0225, reader_cost=0.0002 | ETA 18:47:48
2020-11-05 18:57:30 [INFO] [TRAIN] epoch=38, iter=13830/80000, loss=0.1458, lr=0.008430, batch_cost=1.0819, reader_cost=0.0002 | ETA 19:53:08
2020-11-05 18:57:41 [INFO] [TRAIN] epoch=38, iter=13840/80000, loss=0.1494, lr=0.008429, batch_cost=1.0319, reader_cost=0.0002 | ETA 18:57:48
2020-11-05 18:57:51 [INFO] [TRAIN] epoch=38, iter=13850/80000, loss=0.1278, lr=0.008428, batch_cost=1.0656, reader_cost=0.0002 | ETA 19:34:49
2020-11-05 18:58:01 [INFO] [TRAIN] epoch=38, iter=13860/80000, loss=0.1455, lr=0.008426, batch_cost=0.9923, reader_cost=0.0002 | ETA 18:13:52
2020-11-05 18:58:11 [INFO] [TRAIN] epoch=38, iter=13870/80000, loss=0.1088, lr=0.008425, batch_cost=0.9966, reader_cost=0.0002 | ETA 18:18:28
2020-11-05 18:58:22 [INFO] [TRAIN] epoch=38, iter=13880/80000, loss=0.1269, lr=0.008424, batch_cost=1.0246, reader_cost=0.0002 | ETA 18:49:06
2020-11-05 18:58:32 [INFO] [TRAIN] epoch=38, iter=13890/80000, loss=0.1305, lr=0.008423, batch_cost=1.0030, reader_cost=0.0002 | ETA 18:25:07
2020-11-05 18:58:42 [INFO] [TRAIN] epoch=38, iter=13900/80000, loss=0.1629, lr=0.008422, batch_cost=1.0139, reader_cost=0.0002 | ETA 18:37:01
2020-11-05 18:58:52 [INFO] [TRAIN] epoch=38, iter=13910/80000, loss=0.2249, lr=0.008421, batch_cost=1.0214, reader_cost=0.0002 | ETA 18:45:02
2020-11-05 18:59:02 [INFO] [TRAIN] epoch=38, iter=13920/80000, loss=0.1489, lr=0.008420, batch_cost=1.0334, reader_cost=0.0002 | ETA 18:58:06
2020-11-05 18:59:13 [INFO] [TRAIN] epoch=38, iter=13930/80000, loss=0.1638, lr=0.008418, batch_cost=1.0258, reader_cost=0.0002 | ETA 18:49:34
2020-11-05 18:59:23 [INFO] [TRAIN] epoch=38, iter=13940/80000, loss=0.1218, lr=0.008417, batch_cost=1.0251, reader_cost=0.0002 | ETA 18:48:40
2020-11-05 18:59:34 [INFO] [TRAIN] epoch=38, iter=13950/80000, loss=0.1613, lr=0.008416, batch_cost=1.1019, reader_cost=0.0002 | ETA 20:13:02
2020-11-05 18:59:46 [INFO] [TRAIN] epoch=38, iter=13960/80000, loss=0.1188, lr=0.008415, batch_cost=1.2113, reader_cost=0.0002 | ETA 22:13:17
2020-11-05 18:59:58 [INFO] [TRAIN] epoch=38, iter=13970/80000, loss=0.1069, lr=0.008414, batch_cost=1.1826, reader_cost=0.0002 | ETA 21:41:28
2020-11-05 19:00:10 [INFO] [TRAIN] epoch=38, iter=13980/80000, loss=0.1326, lr=0.008413, batch_cost=1.2146, reader_cost=0.0002 | ETA 22:16:25
2020-11-05 19:00:22 [INFO] [TRAIN] epoch=38, iter=13990/80000, loss=0.1102, lr=0.008412, batch_cost=1.2165, reader_cost=0.0002 | ETA 22:18:23
2020-11-05 19:00:32 [INFO] [TRAIN] epoch=38, iter=14000/80000, loss=0.1473, lr=0.008410, batch_cost=1.0340, reader_cost=0.0002 | ETA 18:57:22
2020-11-05 19:00:38 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 19:06:02 [INFO] [EVAL] #Images=500 mIoU=0.7349 Acc=0.9569 Kappa=0.9441
2020-11-05 19:06:02 [INFO] [EVAL] Category IoU:
[0.9803 0.837 0.9208 0.4747 0.6045 0.6351 0.6944 0.7817 0.9156 0.5793
0.9431 0.8151 0.6266 0.9494 0.8032 0.7703 0.2813 0.588 0.7634]
2020-11-05 19:06:02 [INFO] [EVAL] Category Acc:
[0.9903 0.9069 0.9552 0.7791 0.8149 0.8069 0.8127 0.8937 0.9546 0.6768
0.9668 0.8895 0.7392 0.9735 0.9063 0.8321 0.9645 0.7913 0.8397]
2020-11-05 19:06:02 [INFO] [EVAL] The model with the best validation mIoU (0.7378) was saved at iter 12000.
2020-11-05 19:06:14 [INFO] [TRAIN] epoch=38, iter=14010/80000, loss=0.1632, lr=0.008409, batch_cost=1.2082, reader_cost=0.0018 | ETA 22:08:49
2020-11-05 19:06:25 [INFO] [TRAIN] epoch=38, iter=14020/80000, loss=0.1110, lr=0.008408, batch_cost=1.1659, reader_cost=0.0002 | ETA 21:22:06
2020-11-05 19:06:36 [INFO] [TRAIN] epoch=38, iter=14030/80000, loss=0.2130, lr=0.008407, batch_cost=1.0197, reader_cost=0.0002 | ETA 18:41:09
2020-11-05 19:06:46 [INFO] [TRAIN] epoch=38, iter=14040/80000, loss=0.1224, lr=0.008406, batch_cost=1.0249, reader_cost=0.0002 | ETA 18:46:43
2020-11-05 19:06:56 [INFO] [TRAIN] epoch=38, iter=14050/80000, loss=0.2141, lr=0.008405, batch_cost=1.0080, reader_cost=0.0002 | ETA 18:27:59
2020-11-05 19:07:06 [INFO] [TRAIN] epoch=38, iter=14060/80000, loss=0.1030, lr=0.008403, batch_cost=1.0034, reader_cost=0.0002 | ETA 18:22:47
2020-11-05 19:07:16 [INFO] [TRAIN] epoch=38, iter=14070/80000, loss=0.1511, lr=0.008402, batch_cost=1.0448, reader_cost=0.0002 | ETA 19:08:02
2020-11-05 19:07:27 [INFO] [TRAIN] epoch=38, iter=14080/80000, loss=0.1281, lr=0.008401, batch_cost=1.0110, reader_cost=0.0002 | ETA 18:30:45
2020-11-05 19:07:37 [INFO] [TRAIN] epoch=38, iter=14090/80000, loss=0.1144, lr=0.008400, batch_cost=1.0065, reader_cost=0.0002 | ETA 18:25:35
2020-11-05 19:07:47 [INFO] [TRAIN] epoch=38, iter=14100/80000, loss=0.1418, lr=0.008399, batch_cost=1.0186, reader_cost=0.0010 | ETA 18:38:45
2020-11-05 19:07:57 [INFO] [TRAIN] epoch=38, iter=14110/80000, loss=0.1367, lr=0.008398, batch_cost=1.0226, reader_cost=0.0002 | ETA 18:43:01
2020-11-05 19:08:07 [INFO] [TRAIN] epoch=38, iter=14120/80000, loss=0.1384, lr=0.008397, batch_cost=1.0103, reader_cost=0.0002 | ETA 18:29:15
2020-11-05 19:08:17 [INFO] [TRAIN] epoch=38, iter=14130/80000, loss=0.2068, lr=0.008395, batch_cost=1.0239, reader_cost=0.0002 | ETA 18:44:06
2020-11-05 19:08:29 [INFO] [TRAIN] epoch=39, iter=14140/80000, loss=0.2490, lr=0.008394, batch_cost=1.2090, reader_cost=0.1134 | ETA 22:07:02
2020-11-05 19:08:39 [INFO] [TRAIN] epoch=39, iter=14150/80000, loss=0.2121, lr=0.008393, batch_cost=1.0000, reader_cost=0.0005 | ETA 18:17:32
2020-11-05 19:08:50 [INFO] [TRAIN] epoch=39, iter=14160/80000, loss=0.2037, lr=0.008392, batch_cost=1.0439, reader_cost=0.0002 | ETA 19:05:27
2020-11-05 19:09:00 [INFO] [TRAIN] epoch=39, iter=14170/80000, loss=0.1328, lr=0.008391, batch_cost=1.0366, reader_cost=0.0002 | ETA 18:57:20
2020-11-05 19:09:11 [INFO] [TRAIN] epoch=39, iter=14180/80000, loss=0.1535, lr=0.008390, batch_cost=1.0476, reader_cost=0.0002 | ETA 19:09:16
2020-11-05 19:09:21 [INFO] [TRAIN] epoch=39, iter=14190/80000, loss=0.1562, lr=0.008389, batch_cost=1.0450, reader_cost=0.0002 | ETA 19:06:14
2020-11-05 19:09:31 [INFO] [TRAIN] epoch=39, iter=14200/80000, loss=0.1456, lr=0.008387, batch_cost=1.0238, reader_cost=0.0002 | ETA 18:42:45
2020-11-05 19:09:42 [INFO] [TRAIN] epoch=39, iter=14210/80000, loss=0.1624, lr=0.008386, batch_cost=1.0399, reader_cost=0.0002 | ETA 19:00:13
2020-11-05 19:09:52 [INFO] [TRAIN] epoch=39, iter=14220/80000, loss=0.1423, lr=0.008385, batch_cost=1.0558, reader_cost=0.0002 | ETA 19:17:28
2020-11-05 19:10:03 [INFO] [TRAIN] epoch=39, iter=14230/80000, loss=0.2342, lr=0.008384, batch_cost=1.0771, reader_cost=0.0002 | ETA 19:40:42
2020-11-05 19:10:14 [INFO] [TRAIN] epoch=39, iter=14240/80000, loss=0.1960, lr=0.008383, batch_cost=1.0756, reader_cost=0.0002 | ETA 19:38:48
2020-11-05 19:10:25 [INFO] [TRAIN] epoch=39, iter=14250/80000, loss=0.1257, lr=0.008382, batch_cost=1.1375, reader_cost=0.0014 | ETA 20:46:33
2020-11-05 19:10:37 [INFO] [TRAIN] epoch=39, iter=14260/80000, loss=0.1525, lr=0.008381, batch_cost=1.1455, reader_cost=0.0001 | ETA 20:55:06
2020-11-05 19:10:48 [INFO] [TRAIN] epoch=39, iter=14270/80000, loss=0.1260, lr=0.008379, batch_cost=1.0929, reader_cost=0.0002 | ETA 19:57:13
2020-11-05 19:11:00 [INFO] [TRAIN] epoch=39, iter=14280/80000, loss=0.2130, lr=0.008378, batch_cost=1.2006, reader_cost=0.0002 | ETA 21:55:03
2020-11-05 19:11:10 [INFO] [TRAIN] epoch=39, iter=14290/80000, loss=0.1276, lr=0.008377, batch_cost=1.0554, reader_cost=0.0002 | ETA 19:15:49
2020-11-05 19:11:20 [INFO] [TRAIN] epoch=39, iter=14300/80000, loss=0.1397, lr=0.008376, batch_cost=1.0140, reader_cost=0.0002 | ETA 18:30:21
2020-11-05 19:11:31 [INFO] [TRAIN] epoch=39, iter=14310/80000, loss=0.1342, lr=0.008375, batch_cost=1.0118, reader_cost=0.0002 | ETA 18:27:45
2020-11-05 19:11:42 [INFO] [TRAIN] epoch=39, iter=14320/80000, loss=0.1282, lr=0.008374, batch_cost=1.1573, reader_cost=0.0002 | ETA 21:06:54
2020-11-05 19:11:55 [INFO] [TRAIN] epoch=39, iter=14330/80000, loss=0.1311, lr=0.008373, batch_cost=1.3391, reader_cost=0.0002 | ETA 24:25:36
2020-11-05 19:12:06 [INFO] [TRAIN] epoch=39, iter=14340/80000, loss=0.1669, lr=0.008371, batch_cost=1.0333, reader_cost=0.0002 | ETA 18:50:48
2020-11-05 19:12:16 [INFO] [TRAIN] epoch=39, iter=14350/80000, loss=0.0919, lr=0.008370, batch_cost=1.0335, reader_cost=0.0002 | ETA 18:50:48
2020-11-05 19:12:26 [INFO] [TRAIN] epoch=39, iter=14360/80000, loss=0.1110, lr=0.008369, batch_cost=1.0294, reader_cost=0.0002 | ETA 18:46:09
2020-11-05 19:12:37 [INFO] [TRAIN] epoch=39, iter=14370/80000, loss=0.0796, lr=0.008368, batch_cost=1.0676, reader_cost=0.0002 | ETA 19:27:44
2020-11-05 19:12:47 [INFO] [TRAIN] epoch=39, iter=14380/80000, loss=0.0970, lr=0.008367, batch_cost=1.0271, reader_cost=0.0002 | ETA 18:43:19
2020-11-05 19:12:58 [INFO] [TRAIN] epoch=39, iter=14390/80000, loss=0.1393, lr=0.008366, batch_cost=1.0338, reader_cost=0.0002 | ETA 18:50:29
2020-11-05 19:13:08 [INFO] [TRAIN] epoch=39, iter=14400/80000, loss=0.2660, lr=0.008364, batch_cost=1.0231, reader_cost=0.0002 | ETA 18:38:38
2020-11-05 19:13:18 [INFO] [TRAIN] epoch=39, iter=14410/80000, loss=0.1602, lr=0.008363, batch_cost=1.0085, reader_cost=0.0002 | ETA 18:22:30
2020-11-05 19:13:28 [INFO] [TRAIN] epoch=39, iter=14420/80000, loss=0.1239, lr=0.008362, batch_cost=0.9979, reader_cost=0.0002 | ETA 18:10:44
2020-11-05 19:13:38 [INFO] [TRAIN] epoch=39, iter=14430/80000, loss=0.1363, lr=0.008361, batch_cost=1.0253, reader_cost=0.0002 | ETA 18:40:30
2020-11-05 19:13:50 [INFO] [TRAIN] epoch=39, iter=14440/80000, loss=0.1399, lr=0.008360, batch_cost=1.1547, reader_cost=0.0001 | ETA 21:01:44
2020-11-05 19:14:00 [INFO] [TRAIN] epoch=39, iter=14450/80000, loss=0.0803, lr=0.008359, batch_cost=1.0656, reader_cost=0.0002 | ETA 19:24:08
2020-11-05 19:14:10 [INFO] [TRAIN] epoch=39, iter=14460/80000, loss=0.1157, lr=0.008358, batch_cost=1.0018, reader_cost=0.0002 | ETA 18:14:19
2020-11-05 19:14:21 [INFO] [TRAIN] epoch=39, iter=14470/80000, loss=0.1378, lr=0.008356, batch_cost=1.0109, reader_cost=0.0002 | ETA 18:24:04
2020-11-05 19:14:31 [INFO] [TRAIN] epoch=39, iter=14480/80000, loss=0.1235, lr=0.008355, batch_cost=1.0475, reader_cost=0.0002 | ETA 19:03:54
2020-11-05 19:14:41 [INFO] [TRAIN] epoch=39, iter=14490/80000, loss=0.1356, lr=0.008354, batch_cost=0.9892, reader_cost=0.0002 | ETA 18:00:01
2020-11-05 19:14:51 [INFO] [TRAIN] epoch=39, iter=14500/80000, loss=0.1357, lr=0.008353, batch_cost=0.9974, reader_cost=0.0002 | ETA 18:08:46
2020-11-05 19:15:03 [INFO] [TRAIN] epoch=40, iter=14510/80000, loss=0.1380, lr=0.008352, batch_cost=1.1660, reader_cost=0.1172 | ETA 21:12:39
2020-11-05 19:15:13 [INFO] [TRAIN] epoch=40, iter=14520/80000, loss=0.1344, lr=0.008351, batch_cost=0.9902, reader_cost=0.0005 | ETA 18:00:35
2020-11-05 19:15:22 [INFO] [TRAIN] epoch=40, iter=14530/80000, loss=0.1766, lr=0.008350, batch_cost=0.9857, reader_cost=0.0002 | ETA 17:55:36
2020-11-05 19:15:32 [INFO] [TRAIN] epoch=40, iter=14540/80000, loss=0.1470, lr=0.008348, batch_cost=0.9938, reader_cost=0.0001 | ETA 18:04:16
2020-11-05 19:15:42 [INFO] [TRAIN] epoch=40, iter=14550/80000, loss=0.1274, lr=0.008347, batch_cost=0.9812, reader_cost=0.0001 | ETA 17:50:22
2020-11-05 19:15:52 [INFO] [TRAIN] epoch=40, iter=14560/80000, loss=0.1881, lr=0.008346, batch_cost=0.9846, reader_cost=0.0001 | ETA 17:53:51
2020-11-05 19:16:02 [INFO] [TRAIN] epoch=40, iter=14570/80000, loss=0.1798, lr=0.008345, batch_cost=0.9812, reader_cost=0.0001 | ETA 17:49:58
2020-11-05 19:16:12 [INFO] [TRAIN] epoch=40, iter=14580/80000, loss=0.3267, lr=0.008344, batch_cost=1.0347, reader_cost=0.0002 | ETA 18:48:10
2020-11-05 19:16:23 [INFO] [TRAIN] epoch=40, iter=14590/80000, loss=0.2921, lr=0.008343, batch_cost=1.0460, reader_cost=0.0002 | ETA 19:00:18
2020-11-05 19:16:33 [INFO] [TRAIN] epoch=40, iter=14600/80000, loss=0.1488, lr=0.008342, batch_cost=1.0058, reader_cost=0.0001 | ETA 18:16:18
2020-11-05 19:16:43 [INFO] [TRAIN] epoch=40, iter=14610/80000, loss=0.1831, lr=0.008340, batch_cost=0.9911, reader_cost=0.0002 | ETA 18:00:07
2020-11-05 19:16:52 [INFO] [TRAIN] epoch=40, iter=14620/80000, loss=0.1273, lr=0.008339, batch_cost=0.9854, reader_cost=0.0001 | ETA 17:53:46
2020-11-05 19:17:03 [INFO] [TRAIN] epoch=40, iter=14630/80000, loss=0.1482, lr=0.008338, batch_cost=1.0103, reader_cost=0.0002 | ETA 18:20:41
2020-11-05 19:17:13 [INFO] [TRAIN] epoch=40, iter=14640/80000, loss=0.1344, lr=0.008337, batch_cost=1.0292, reader_cost=0.0001 | ETA 18:41:08
2020-11-05 19:17:23 [INFO] [TRAIN] epoch=40, iter=14650/80000, loss=0.1744, lr=0.008336, batch_cost=1.0253, reader_cost=0.0002 | ETA 18:36:44
2020-11-05 19:17:33 [INFO] [TRAIN] epoch=40, iter=14660/80000, loss=0.1281, lr=0.008335, batch_cost=0.9844, reader_cost=0.0001 | ETA 17:52:00
2020-11-05 19:17:43 [INFO] [TRAIN] epoch=40, iter=14670/80000, loss=0.1150, lr=0.008333, batch_cost=1.0050, reader_cost=0.0001 | ETA 18:14:14
2020-11-05 19:17:53 [INFO] [TRAIN] epoch=40, iter=14680/80000, loss=0.1112, lr=0.008332, batch_cost=1.0521, reader_cost=0.0001 | ETA 19:05:25
2020-11-05 19:18:04 [INFO] [TRAIN] epoch=40, iter=14690/80000, loss=0.1535, lr=0.008331, batch_cost=1.0315, reader_cost=0.0002 | ETA 18:42:50
2020-11-05 19:18:14 [INFO] [TRAIN] epoch=40, iter=14700/80000, loss=0.2104, lr=0.008330, batch_cost=1.0636, reader_cost=0.0002 | ETA 19:17:34
2020-11-05 19:18:25 [INFO] [TRAIN] epoch=40, iter=14710/80000, loss=0.1434, lr=0.008329, batch_cost=1.0874, reader_cost=0.0002 | ETA 19:43:17
2020-11-05 19:18:36 [INFO] [TRAIN] epoch=40, iter=14720/80000, loss=0.1385, lr=0.008328, batch_cost=1.0609, reader_cost=0.0002 | ETA 19:14:13
2020-11-05 19:18:47 [INFO] [TRAIN] epoch=40, iter=14730/80000, loss=0.1359, lr=0.008327, batch_cost=1.0919, reader_cost=0.0002 | ETA 19:47:45
2020-11-05 19:18:57 [INFO] [TRAIN] epoch=40, iter=14740/80000, loss=0.0951, lr=0.008325, batch_cost=1.0447, reader_cost=0.0002 | ETA 18:56:17
2020-11-05 19:19:07 [INFO] [TRAIN] epoch=40, iter=14750/80000, loss=0.1842, lr=0.008324, batch_cost=1.0054, reader_cost=0.0002 | ETA 18:13:20
2020-11-05 19:19:18 [INFO] [TRAIN] epoch=40, iter=14760/80000, loss=0.1306, lr=0.008323, batch_cost=1.0427, reader_cost=0.0002 | ETA 18:53:44
2020-11-05 19:19:28 [INFO] [TRAIN] epoch=40, iter=14770/80000, loss=0.1227, lr=0.008322, batch_cost=1.0437, reader_cost=0.0002 | ETA 18:54:38
2020-11-05 19:19:38 [INFO] [TRAIN] epoch=40, iter=14780/80000, loss=0.2282, lr=0.008321, batch_cost=1.0214, reader_cost=0.0002 | ETA 18:30:14
2020-11-05 19:19:48 [INFO] [TRAIN] epoch=40, iter=14790/80000, loss=0.1923, lr=0.008320, batch_cost=0.9955, reader_cost=0.0001 | ETA 18:01:57
2020-11-05 19:19:58 [INFO] [TRAIN] epoch=40, iter=14800/80000, loss=0.1855, lr=0.008319, batch_cost=1.0000, reader_cost=0.0001 | ETA 18:06:41
2020-11-05 19:20:08 [INFO] [TRAIN] epoch=40, iter=14810/80000, loss=0.1577, lr=0.008317, batch_cost=1.0068, reader_cost=0.0001 | ETA 18:13:52
2020-11-05 19:20:19 [INFO] [TRAIN] epoch=40, iter=14820/80000, loss=0.1128, lr=0.008316, batch_cost=1.0436, reader_cost=0.0001 | ETA 18:53:39
2020-11-05 19:20:31 [INFO] [TRAIN] epoch=40, iter=14830/80000, loss=0.0992, lr=0.008315, batch_cost=1.1985, reader_cost=0.0002 | ETA 21:41:46
2020-11-05 19:20:42 [INFO] [TRAIN] epoch=40, iter=14840/80000, loss=0.1730, lr=0.008314, batch_cost=1.1294, reader_cost=0.0002 | ETA 20:26:30
2020-11-05 19:20:52 [INFO] [TRAIN] epoch=40, iter=14850/80000, loss=0.1097, lr=0.008313, batch_cost=0.9730, reader_cost=0.0001 | ETA 17:36:32
2020-11-05 19:21:02 [INFO] [TRAIN] epoch=40, iter=14860/80000, loss=0.1444, lr=0.008312, batch_cost=0.9741, reader_cost=0.0001 | ETA 17:37:31
2020-11-05 19:21:11 [INFO] [TRAIN] epoch=40, iter=14870/80000, loss=0.1647, lr=0.008311, batch_cost=0.9730, reader_cost=0.0002 | ETA 17:36:08
2020-11-05 19:21:21 [INFO] [TRAIN] epoch=40, iter=14880/80000, loss=0.1858, lr=0.008309, batch_cost=0.9728, reader_cost=0.0001 | ETA 17:35:51
2020-11-05 19:21:34 [INFO] [TRAIN] epoch=41, iter=14890/80000, loss=0.1096, lr=0.008308, batch_cost=1.2456, reader_cost=0.1564 | ETA 22:31:42
2020-11-05 19:21:44 [INFO] [TRAIN] epoch=41, iter=14900/80000, loss=0.2036, lr=0.008307, batch_cost=1.0168, reader_cost=0.0005 | ETA 18:23:10
2020-11-05 19:21:54 [INFO] [TRAIN] epoch=41, iter=14910/80000, loss=0.1695, lr=0.008306, batch_cost=1.0199, reader_cost=0.0002 | ETA 18:26:24
2020-11-05 19:22:04 [INFO] [TRAIN] epoch=41, iter=14920/80000, loss=0.2155, lr=0.008305, batch_cost=1.0054, reader_cost=0.0002 | ETA 18:10:32
2020-11-05 19:22:14 [INFO] [TRAIN] epoch=41, iter=14930/80000, loss=0.1701, lr=0.008304, batch_cost=0.9991, reader_cost=0.0001 | ETA 18:03:30
2020-11-05 19:22:24 [INFO] [TRAIN] epoch=41, iter=14940/80000, loss=0.1527, lr=0.008302, batch_cost=0.9885, reader_cost=0.0001 | ETA 17:51:54
2020-11-05 19:22:34 [INFO] [TRAIN] epoch=41, iter=14950/80000, loss=0.1446, lr=0.008301, batch_cost=1.0083, reader_cost=0.0002 | ETA 18:13:12
2020-11-05 19:22:44 [INFO] [TRAIN] epoch=41, iter=14960/80000, loss=0.3409, lr=0.008300, batch_cost=1.0073, reader_cost=0.0002 | ETA 18:11:55
2020-11-05 19:22:54 [INFO] [TRAIN] epoch=41, iter=14970/80000, loss=0.1478, lr=0.008299, batch_cost=1.0082, reader_cost=0.0002 | ETA 18:12:45
2020-11-05 19:23:04 [INFO] [TRAIN] epoch=41, iter=14980/80000, loss=0.2144, lr=0.008298, batch_cost=1.0054, reader_cost=0.0002 | ETA 18:09:34
2020-11-05 19:23:14 [INFO] [TRAIN] epoch=41, iter=14990/80000, loss=0.2053, lr=0.008297, batch_cost=0.9971, reader_cost=0.0001 | ETA 18:00:18
2020-11-05 19:23:24 [INFO] [TRAIN] epoch=41, iter=15000/80000, loss=0.1777, lr=0.008296, batch_cost=1.0000, reader_cost=0.0002 | ETA 18:03:16
2020-11-05 19:23:35 [INFO] [TRAIN] epoch=41, iter=15010/80000, loss=0.1220, lr=0.008294, batch_cost=1.0439, reader_cost=0.0002 | ETA 18:50:40
2020-11-05 19:23:44 [INFO] [TRAIN] epoch=41, iter=15020/80000, loss=0.2337, lr=0.008293, batch_cost=0.9918, reader_cost=0.0001 | ETA 17:54:04
2020-11-05 19:23:54 [INFO] [TRAIN] epoch=41, iter=15030/80000, loss=0.1662, lr=0.008292, batch_cost=1.0009, reader_cost=0.0002 | ETA 18:03:48
2020-11-05 19:24:05 [INFO] [TRAIN] epoch=41, iter=15040/80000, loss=0.1335, lr=0.008291, batch_cost=1.0269, reader_cost=0.0002 | ETA 18:31:46
2020-11-05 19:24:15 [INFO] [TRAIN] epoch=41, iter=15050/80000, loss=0.1507, lr=0.008290, batch_cost=1.0275, reader_cost=0.0002 | ETA 18:32:14
2020-11-05 19:24:25 [INFO] [TRAIN] epoch=41, iter=15060/80000, loss=0.1148, lr=0.008289, batch_cost=1.0325, reader_cost=0.0002 | ETA 18:37:30
2020-11-05 19:24:35 [INFO] [TRAIN] epoch=41, iter=15070/80000, loss=0.2271, lr=0.008288, batch_cost=0.9981, reader_cost=0.0002 | ETA 18:00:07
2020-11-05 19:24:46 [INFO] [TRAIN] epoch=41, iter=15080/80000, loss=0.2211, lr=0.008286, batch_cost=1.0186, reader_cost=0.0002 | ETA 18:22:09
2020-11-05 19:24:56 [INFO] [TRAIN] epoch=41, iter=15090/80000, loss=0.2113, lr=0.008285, batch_cost=1.0022, reader_cost=0.0001 | ETA 18:04:11
2020-11-05 19:25:06 [INFO] [TRAIN] epoch=41, iter=15100/80000, loss=0.1473, lr=0.008284, batch_cost=1.0071, reader_cost=0.0002 | ETA 18:09:17
2020-11-05 19:25:16 [INFO] [TRAIN] epoch=41, iter=15110/80000, loss=0.1406, lr=0.008283, batch_cost=1.0542, reader_cost=0.0002 | ETA 19:00:09
2020-11-05 19:25:27 [INFO] [TRAIN] epoch=41, iter=15120/80000, loss=0.1386, lr=0.008282, batch_cost=1.0529, reader_cost=0.0002 | ETA 18:58:31
2020-11-05 19:25:38 [INFO] [TRAIN] epoch=41, iter=15130/80000, loss=0.1423, lr=0.008281, batch_cost=1.1643, reader_cost=0.0002 | ETA 20:58:46
2020-11-05 19:25:48 [INFO] [TRAIN] epoch=41, iter=15140/80000, loss=0.1065, lr=0.008280, batch_cost=1.0124, reader_cost=0.0002 | ETA 18:14:24
2020-11-05 19:25:58 [INFO] [TRAIN] epoch=41, iter=15150/80000, loss=0.1817, lr=0.008278, batch_cost=0.9881, reader_cost=0.0002 | ETA 17:48:01
2020-11-05 19:26:08 [INFO] [TRAIN] epoch=41, iter=15160/80000, loss=0.1895, lr=0.008277, batch_cost=0.9850, reader_cost=0.0002 | ETA 17:44:24
2020-11-05 19:26:18 [INFO] [TRAIN] epoch=41, iter=15170/80000, loss=0.2532, lr=0.008276, batch_cost=0.9952, reader_cost=0.0002 | ETA 17:55:21
2020-11-05 19:26:28 [INFO] [TRAIN] epoch=41, iter=15180/80000, loss=0.1898, lr=0.008275, batch_cost=1.0071, reader_cost=0.0002 | ETA 18:07:57
2020-11-05 19:26:38 [INFO] [TRAIN] epoch=41, iter=15190/80000, loss=0.1274, lr=0.008274, batch_cost=1.0013, reader_cost=0.0002 | ETA 18:01:34
2020-11-05 19:26:49 [INFO] [TRAIN] epoch=41, iter=15200/80000, loss=0.1001, lr=0.008273, batch_cost=1.0947, reader_cost=0.0002 | ETA 19:42:15
2020-11-05 19:27:00 [INFO] [TRAIN] epoch=41, iter=15210/80000, loss=0.1247, lr=0.008271, batch_cost=1.0736, reader_cost=0.0002 | ETA 19:19:16
2020-11-05 19:27:10 [INFO] [TRAIN] epoch=41, iter=15220/80000, loss=0.1379, lr=0.008270, batch_cost=1.0393, reader_cost=0.0002 | ETA 18:42:07
2020-11-05 19:27:21 [INFO] [TRAIN] epoch=41, iter=15230/80000, loss=0.1266, lr=0.008269, batch_cost=1.0394, reader_cost=0.0002 | ETA 18:42:03
2020-11-05 19:27:31 [INFO] [TRAIN] epoch=41, iter=15240/80000, loss=0.2062, lr=0.008268, batch_cost=0.9966, reader_cost=0.0002 | ETA 17:55:41
2020-11-05 19:27:41 [INFO] [TRAIN] epoch=41, iter=15250/80000, loss=0.1617, lr=0.008267, batch_cost=0.9900, reader_cost=0.0001 | ETA 17:48:24
2020-11-05 19:27:53 [INFO] [TRAIN] epoch=42, iter=15260/80000, loss=0.1338, lr=0.008266, batch_cost=1.2263, reader_cost=0.1345 | ETA 22:03:08
2020-11-05 19:28:03 [INFO] [TRAIN] epoch=42, iter=15270/80000, loss=0.1073, lr=0.008265, batch_cost=1.0368, reader_cost=0.0005 | ETA 18:38:31
2020-11-05 19:28:13 [INFO] [TRAIN] epoch=42, iter=15280/80000, loss=0.1812, lr=0.008263, batch_cost=0.9976, reader_cost=0.0002 | ETA 17:56:01
2020-11-05 19:28:23 [INFO] [TRAIN] epoch=42, iter=15290/80000, loss=0.1338, lr=0.008262, batch_cost=0.9994, reader_cost=0.0001 | ETA 17:57:52
2020-11-05 19:28:33 [INFO] [TRAIN] epoch=42, iter=15300/80000, loss=0.1428, lr=0.008261, batch_cost=0.9997, reader_cost=0.0002 | ETA 17:58:01
2020-11-05 19:28:43 [INFO] [TRAIN] epoch=42, iter=15310/80000, loss=0.2013, lr=0.008260, batch_cost=1.0047, reader_cost=0.0001 | ETA 18:03:12
2020-11-05 19:28:53 [INFO] [TRAIN] epoch=42, iter=15320/80000, loss=0.1111, lr=0.008259, batch_cost=0.9947, reader_cost=0.0002 | ETA 17:52:18
2020-11-05 19:29:04 [INFO] [TRAIN] epoch=42, iter=15330/80000, loss=0.1418, lr=0.008258, batch_cost=1.0455, reader_cost=0.0001 | ETA 18:46:54
2020-11-05 19:29:14 [INFO] [TRAIN] epoch=42, iter=15340/80000, loss=0.1329, lr=0.008257, batch_cost=1.0029, reader_cost=0.0002 | ETA 18:00:49
2020-11-05 19:29:24 [INFO] [TRAIN] epoch=42, iter=15350/80000, loss=0.2016, lr=0.008255, batch_cost=1.0004, reader_cost=0.0001 | ETA 17:57:53
2020-11-05 19:29:34 [INFO] [TRAIN] epoch=42, iter=15360/80000, loss=0.1510, lr=0.008254, batch_cost=0.9976, reader_cost=0.0002 | ETA 17:54:42
2020-11-05 19:29:44 [INFO] [TRAIN] epoch=42, iter=15370/80000, loss=0.1235, lr=0.008253, batch_cost=1.0623, reader_cost=0.0002 | ETA 19:04:17
2020-11-05 19:29:55 [INFO] [TRAIN] epoch=42, iter=15380/80000, loss=0.1346, lr=0.008252, batch_cost=1.0305, reader_cost=0.0002 | ETA 18:29:54
2020-11-05 19:30:05 [INFO] [TRAIN] epoch=42, iter=15390/80000, loss=0.1855, lr=0.008251, batch_cost=1.0202, reader_cost=0.0002 | ETA 18:18:33
2020-11-05 19:30:15 [INFO] [TRAIN] epoch=42, iter=15400/80000, loss=0.1733, lr=0.008250, batch_cost=1.0659, reader_cost=0.0002 | ETA 19:07:34
2020-11-05 19:30:26 [INFO] [TRAIN] epoch=42, iter=15410/80000, loss=0.1412, lr=0.008248, batch_cost=1.0623, reader_cost=0.0002 | ETA 19:03:37
2020-11-05 19:30:36 [INFO] [TRAIN] epoch=42, iter=15420/80000, loss=0.1555, lr=0.008247, batch_cost=1.0015, reader_cost=0.0002 | ETA 17:57:59
2020-11-05 19:30:46 [INFO] [TRAIN] epoch=42, iter=15430/80000, loss=0.1355, lr=0.008246, batch_cost=1.0064, reader_cost=0.0002 | ETA 18:03:03
2020-11-05 19:30:56 [INFO] [TRAIN] epoch=42, iter=15440/80000, loss=0.1477, lr=0.008245, batch_cost=1.0150, reader_cost=0.0002 | ETA 18:12:07
2020-11-05 19:31:06 [INFO] [TRAIN] epoch=42, iter=15450/80000, loss=0.1305, lr=0.008244, batch_cost=1.0033, reader_cost=0.0002 | ETA 17:59:21
2020-11-05 19:31:16 [INFO] [TRAIN] epoch=42, iter=15460/80000, loss=0.0856, lr=0.008243, batch_cost=1.0006, reader_cost=0.0002 | ETA 17:56:19
2020-11-05 19:31:26 [INFO] [TRAIN] epoch=42, iter=15470/80000, loss=0.1996, lr=0.008242, batch_cost=1.0123, reader_cost=0.0002 | ETA 18:08:46
2020-11-05 19:31:36 [INFO] [TRAIN] epoch=42, iter=15480/80000, loss=0.1068, lr=0.008240, batch_cost=0.9885, reader_cost=0.0002 | ETA 17:42:57
2020-11-05 19:31:47 [INFO] [TRAIN] epoch=42, iter=15490/80000, loss=0.1186, lr=0.008239, batch_cost=1.0242, reader_cost=0.0002 | ETA 18:21:07
2020-11-05 19:31:57 [INFO] [TRAIN] epoch=42, iter=15500/80000, loss=0.1089, lr=0.008238, batch_cost=1.0245, reader_cost=0.0002 | ETA 18:21:20
2020-11-05 19:32:07 [INFO] [TRAIN] epoch=42, iter=15510/80000, loss=0.1687, lr=0.008237, batch_cost=1.0377, reader_cost=0.0002 | ETA 18:35:18
2020-11-05 19:32:17 [INFO] [TRAIN] epoch=42, iter=15520/80000, loss=0.2777, lr=0.008236, batch_cost=1.0186, reader_cost=0.0002 | ETA 18:14:41
2020-11-05 19:32:29 [INFO] [TRAIN] epoch=42, iter=15530/80000, loss=0.1774, lr=0.008235, batch_cost=1.1146, reader_cost=0.0002 | ETA 19:57:39
2020-11-05 19:32:39 [INFO] [TRAIN] epoch=42, iter=15540/80000, loss=0.2413, lr=0.008234, batch_cost=1.0816, reader_cost=0.0002 | ETA 19:22:03
2020-11-05 19:32:50 [INFO] [TRAIN] epoch=42, iter=15550/80000, loss=0.1569, lr=0.008232, batch_cost=1.0395, reader_cost=0.0002 | ETA 18:36:32
2020-11-05 19:33:05 [INFO] [TRAIN] epoch=42, iter=15560/80000, loss=0.1725, lr=0.008231, batch_cost=1.5152, reader_cost=0.0002 | ETA 27:07:17
2020-11-05 19:33:15 [INFO] [TRAIN] epoch=42, iter=15570/80000, loss=0.0980, lr=0.008230, batch_cost=1.0259, reader_cost=0.0002 | ETA 18:21:38
2020-11-05 19:33:33 [INFO] [TRAIN] epoch=42, iter=15580/80000, loss=0.1122, lr=0.008229, batch_cost=1.7505, reader_cost=0.0002 | ETA 31:19:24
2020-11-05 19:33:43 [INFO] [TRAIN] epoch=42, iter=15590/80000, loss=0.1372, lr=0.008228, batch_cost=1.0306, reader_cost=0.0002 | ETA 18:26:23
2020-11-05 19:33:53 [INFO] [TRAIN] epoch=42, iter=15600/80000, loss=0.1592, lr=0.008227, batch_cost=1.0520, reader_cost=0.0015 | ETA 18:49:07
2020-11-05 19:34:04 [INFO] [TRAIN] epoch=42, iter=15610/80000, loss=0.1458, lr=0.008225, batch_cost=1.0217, reader_cost=0.0002 | ETA 18:16:24
2020-11-05 19:34:14 [INFO] [TRAIN] epoch=42, iter=15620/80000, loss=0.2585, lr=0.008224, batch_cost=1.0300, reader_cost=0.0002 | ETA 18:25:14
2020-11-05 19:34:27 [INFO] [TRAIN] epoch=43, iter=15630/80000, loss=0.1511, lr=0.008223, batch_cost=1.2508, reader_cost=0.1071 | ETA 22:21:52
2020-11-05 19:34:37 [INFO] [TRAIN] epoch=43, iter=15640/80000, loss=0.1583, lr=0.008222, batch_cost=1.0188, reader_cost=0.0004 | ETA 18:12:48
2020-11-05 19:34:47 [INFO] [TRAIN] epoch=43, iter=15650/80000, loss=0.1308, lr=0.008221, batch_cost=0.9923, reader_cost=0.0002 | ETA 17:44:13
2020-11-05 19:34:57 [INFO] [TRAIN] epoch=43, iter=15660/80000, loss=0.1165, lr=0.008220, batch_cost=1.0834, reader_cost=0.0002 | ETA 19:21:48
2020-11-05 19:35:08 [INFO] [TRAIN] epoch=43, iter=15670/80000, loss=0.1527, lr=0.008219, batch_cost=1.0890, reader_cost=0.0002 | ETA 19:27:33
2020-11-05 19:35:19 [INFO] [TRAIN] epoch=43, iter=15680/80000, loss=0.2948, lr=0.008217, batch_cost=1.0815, reader_cost=0.0002 | ETA 19:19:22
2020-11-05 19:35:29 [INFO] [TRAIN] epoch=43, iter=15690/80000, loss=0.1224, lr=0.008216, batch_cost=1.0252, reader_cost=0.0002 | ETA 18:18:51
2020-11-05 19:35:39 [INFO] [TRAIN] epoch=43, iter=15700/80000, loss=0.1823, lr=0.008215, batch_cost=0.9942, reader_cost=0.0002 | ETA 17:45:28
2020-11-05 19:35:49 [INFO] [TRAIN] epoch=43, iter=15710/80000, loss=0.1870, lr=0.008214, batch_cost=1.0023, reader_cost=0.0002 | ETA 17:53:55
2020-11-05 19:35:59 [INFO] [TRAIN] epoch=43, iter=15720/80000, loss=0.1307, lr=0.008213, batch_cost=1.0045, reader_cost=0.0001 | ETA 17:56:08
2020-11-05 19:36:09 [INFO] [TRAIN] epoch=43, iter=15730/80000, loss=0.1809, lr=0.008212, batch_cost=1.0021, reader_cost=0.0002 | ETA 17:53:26
2020-11-05 19:36:20 [INFO] [TRAIN] epoch=43, iter=15740/80000, loss=0.1193, lr=0.008211, batch_cost=1.0117, reader_cost=0.0002 | ETA 18:03:33
2020-11-05 19:36:30 [INFO] [TRAIN] epoch=43, iter=15750/80000, loss=0.1370, lr=0.008209, batch_cost=1.0142, reader_cost=0.0002 | ETA 18:06:04
2020-11-05 19:36:40 [INFO] [TRAIN] epoch=43, iter=15760/80000, loss=0.1335, lr=0.008208, batch_cost=0.9885, reader_cost=0.0002 | ETA 17:38:20
2020-11-05 19:36:50 [INFO] [TRAIN] epoch=43, iter=15770/80000, loss=0.2396, lr=0.008207, batch_cost=0.9996, reader_cost=0.0002 | ETA 17:50:05
2020-11-05 19:37:00 [INFO] [TRAIN] epoch=43, iter=15780/80000, loss=0.1368, lr=0.008206, batch_cost=1.0008, reader_cost=0.0002 | ETA 17:51:12
2020-11-05 19:37:10 [INFO] [TRAIN] epoch=43, iter=15790/80000, loss=0.2030, lr=0.008205, batch_cost=1.0356, reader_cost=0.0002 | ETA 18:28:13
2020-11-05 19:37:20 [INFO] [TRAIN] epoch=43, iter=15800/80000, loss=0.1506, lr=0.008204, batch_cost=1.0298, reader_cost=0.0001 | ETA 18:21:55
2020-11-05 19:37:31 [INFO] [TRAIN] epoch=43, iter=15810/80000, loss=0.1438, lr=0.008202, batch_cost=1.0310, reader_cost=0.0001 | ETA 18:23:02
2020-11-05 19:37:41 [INFO] [TRAIN] epoch=43, iter=15820/80000, loss=0.1381, lr=0.008201, batch_cost=1.0105, reader_cost=0.0002 | ETA 18:00:54
2020-11-05 19:37:51 [INFO] [TRAIN] epoch=43, iter=15830/80000, loss=0.1146, lr=0.008200, batch_cost=1.0492, reader_cost=0.0002 | ETA 18:42:05
2020-11-05 19:38:02 [INFO] [TRAIN] epoch=43, iter=15840/80000, loss=0.1285, lr=0.008199, batch_cost=1.0528, reader_cost=0.0002 | ETA 18:45:47
2020-11-05 19:38:12 [INFO] [TRAIN] epoch=43, iter=15850/80000, loss=0.1492, lr=0.008198, batch_cost=1.0180, reader_cost=0.0002 | ETA 18:08:25
2020-11-05 19:38:22 [INFO] [TRAIN] epoch=43, iter=15860/80000, loss=0.1028, lr=0.008197, batch_cost=1.0605, reader_cost=0.0001 | ETA 18:53:37
2020-11-05 19:38:33 [INFO] [TRAIN] epoch=43, iter=15870/80000, loss=0.1022, lr=0.008196, batch_cost=1.0579, reader_cost=0.0002 | ETA 18:50:43
2020-11-05 19:38:44 [INFO] [TRAIN] epoch=43, iter=15880/80000, loss=0.0957, lr=0.008194, batch_cost=1.1204, reader_cost=0.0010 | ETA 19:57:17
2020-11-05 19:38:55 [INFO] [TRAIN] epoch=43, iter=15890/80000, loss=0.1106, lr=0.008193, batch_cost=1.0917, reader_cost=0.0002 | ETA 19:26:27
2020-11-05 19:39:07 [INFO] [TRAIN] epoch=43, iter=15900/80000, loss=0.1384, lr=0.008192, batch_cost=1.1444, reader_cost=0.0002 | ETA 20:22:33
2020-11-05 19:39:18 [INFO] [TRAIN] epoch=43, iter=15910/80000, loss=0.2059, lr=0.008191, batch_cost=1.1066, reader_cost=0.0014 | ETA 19:42:02
2020-11-05 19:39:29 [INFO] [TRAIN] epoch=43, iter=15920/80000, loss=0.1165, lr=0.008190, batch_cost=1.1447, reader_cost=0.0001 | ETA 20:22:31
2020-11-05 19:39:40 [INFO] [TRAIN] epoch=43, iter=15930/80000, loss=0.1588, lr=0.008189, batch_cost=1.0711, reader_cost=0.0001 | ETA 19:03:42
2020-11-05 19:39:51 [INFO] [TRAIN] epoch=43, iter=15940/80000, loss=0.0890, lr=0.008188, batch_cost=1.1012, reader_cost=0.0002 | ETA 19:35:43
2020-11-05 19:40:02 [INFO] [TRAIN] epoch=43, iter=15950/80000, loss=0.0960, lr=0.008186, batch_cost=1.1095, reader_cost=0.0002 | ETA 19:44:24
2020-11-05 19:40:13 [INFO] [TRAIN] epoch=43, iter=15960/80000, loss=0.1308, lr=0.008185, batch_cost=1.0901, reader_cost=0.0014 | ETA 19:23:27
2020-11-05 19:40:24 [INFO] [TRAIN] epoch=43, iter=15970/80000, loss=0.1306, lr=0.008184, batch_cost=1.0719, reader_cost=0.0002 | ETA 19:03:52
2020-11-05 19:40:35 [INFO] [TRAIN] epoch=43, iter=15980/80000, loss=0.1475, lr=0.008183, batch_cost=1.1059, reader_cost=0.0002 | ETA 19:40:02
2020-11-05 19:40:46 [INFO] [TRAIN] epoch=43, iter=15990/80000, loss=0.2235, lr=0.008182, batch_cost=1.0895, reader_cost=0.0005 | ETA 19:22:20
2020-11-05 19:40:58 [INFO] [TRAIN] epoch=44, iter=16000/80000, loss=0.2813, lr=0.008181, batch_cost=1.2727, reader_cost=0.1792 | ETA 22:37:33
2020-11-05 19:41:03 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 19:46:19 [INFO] [EVAL] #Images=500 mIoU=0.7398 Acc=0.9478 Kappa=0.9326
2020-11-05 19:46:19 [INFO] [EVAL] Category IoU:
[0.9759 0.8194 0.888 0.3452 0.4894 0.6357 0.6988 0.7736 0.9174 0.6197
0.9446 0.8139 0.6155 0.9449 0.7108 0.8457 0.6722 0.5882 0.7574]
2020-11-05 19:46:19 [INFO] [EVAL] Category Acc:
[0.9907 0.8931 0.969 0.3865 0.5563 0.7907 0.8232 0.8962 0.9499 0.7512
0.9704 0.8792 0.8226 0.9693 0.8949 0.931 0.7724 0.8707 0.8157]
2020-11-05 19:46:22 [INFO] [EVAL] The model with the best validation mIoU (0.7398) was saved at iter 16000.
2020-11-05 19:46:32 [INFO] [TRAIN] epoch=44, iter=16010/80000, loss=0.1969, lr=0.008179, batch_cost=0.9934, reader_cost=0.0002 | ETA 17:39:27
2020-11-05 19:46:42 [INFO] [TRAIN] epoch=44, iter=16020/80000, loss=0.4196, lr=0.008178, batch_cost=1.0211, reader_cost=0.0005 | ETA 18:08:50
2020-11-05 19:46:53 [INFO] [TRAIN] epoch=44, iter=16030/80000, loss=0.1396, lr=0.008177, batch_cost=1.0437, reader_cost=0.0002 | ETA 18:32:43
2020-11-05 19:47:03 [INFO] [TRAIN] epoch=44, iter=16040/80000, loss=0.1827, lr=0.008176, batch_cost=1.0653, reader_cost=0.0002 | ETA 18:55:38
2020-11-05 19:47:14 [INFO] [TRAIN] epoch=44, iter=16050/80000, loss=0.2160, lr=0.008175, batch_cost=1.0693, reader_cost=0.0002 | ETA 18:59:40
2020-11-05 19:47:25 [INFO] [TRAIN] epoch=44, iter=16060/80000, loss=0.1117, lr=0.008174, batch_cost=1.0455, reader_cost=0.0002 | ETA 18:34:07
2020-11-05 19:47:35 [INFO] [TRAIN] epoch=44, iter=16070/80000, loss=0.1663, lr=0.008173, batch_cost=1.0579, reader_cost=0.0002 | ETA 18:47:10
2020-11-05 19:47:45 [INFO] [TRAIN] epoch=44, iter=16080/80000, loss=0.3068, lr=0.008171, batch_cost=1.0355, reader_cost=0.0002 | ETA 18:23:07
2020-11-05 19:47:56 [INFO] [TRAIN] epoch=44, iter=16090/80000, loss=0.2198, lr=0.008170, batch_cost=1.0555, reader_cost=0.0002 | ETA 18:44:17
2020-11-05 19:48:06 [INFO] [TRAIN] epoch=44, iter=16100/80000, loss=0.1589, lr=0.008169, batch_cost=1.0387, reader_cost=0.0001 | ETA 18:26:09
2020-11-05 19:48:17 [INFO] [TRAIN] epoch=44, iter=16110/80000, loss=0.1610, lr=0.008168, batch_cost=1.0274, reader_cost=0.0001 | ETA 18:14:03
2020-11-05 19:48:27 [INFO] [TRAIN] epoch=44, iter=16120/80000, loss=0.1541, lr=0.008167, batch_cost=1.0759, reader_cost=0.0002 | ETA 19:05:26
2020-11-05 19:48:37 [INFO] [TRAIN] epoch=44, iter=16130/80000, loss=0.1328, lr=0.008166, batch_cost=0.9976, reader_cost=0.0002 | ETA 17:41:54
2020-11-05 19:48:47 [INFO] [TRAIN] epoch=44, iter=16140/80000, loss=0.2379, lr=0.008165, batch_cost=0.9942, reader_cost=0.0002 | ETA 17:38:08
2020-11-05 19:48:57 [INFO] [TRAIN] epoch=44, iter=16150/80000, loss=0.1510, lr=0.008163, batch_cost=1.0034, reader_cost=0.0002 | ETA 17:47:46
2020-11-05 19:49:08 [INFO] [TRAIN] epoch=44, iter=16160/80000, loss=0.1426, lr=0.008162, batch_cost=1.0960, reader_cost=0.0001 | ETA 19:26:10
2020-11-05 19:49:19 [INFO] [TRAIN] epoch=44, iter=16170/80000, loss=0.1375, lr=0.008161, batch_cost=1.0535, reader_cost=0.0002 | ETA 18:40:43
2020-11-05 19:49:30 [INFO] [TRAIN] epoch=44, iter=16180/80000, loss=0.1593, lr=0.008160, batch_cost=1.1278, reader_cost=0.0002 | ETA 19:59:38
2020-11-05 19:49:41 [INFO] [TRAIN] epoch=44, iter=16190/80000, loss=0.3678, lr=0.008159, batch_cost=1.0409, reader_cost=0.0002 | ETA 18:26:57
2020-11-05 19:49:51 [INFO] [TRAIN] epoch=44, iter=16200/80000, loss=0.1168, lr=0.008158, batch_cost=1.0322, reader_cost=0.0001 | ETA 18:17:35
2020-11-05 19:50:01 [INFO] [TRAIN] epoch=44, iter=16210/80000, loss=0.2479, lr=0.008156, batch_cost=0.9887, reader_cost=0.0002 | ETA 17:31:06
2020-11-05 19:50:11 [INFO] [TRAIN] epoch=44, iter=16220/80000, loss=0.1517, lr=0.008155, batch_cost=1.0057, reader_cost=0.0001 | ETA 17:49:04
2020-11-05 19:50:21 [INFO] [TRAIN] epoch=44, iter=16230/80000, loss=0.1053, lr=0.008154, batch_cost=1.0542, reader_cost=0.0002 | ETA 18:40:26
2020-11-05 19:50:31 [INFO] [TRAIN] epoch=44, iter=16240/80000, loss=0.0983, lr=0.008153, batch_cost=0.9988, reader_cost=0.0002 | ETA 17:41:20
2020-11-05 19:50:41 [INFO] [TRAIN] epoch=44, iter=16250/80000, loss=0.3073, lr=0.008152, batch_cost=1.0020, reader_cost=0.0002 | ETA 17:44:38
2020-11-05 19:50:52 [INFO] [TRAIN] epoch=44, iter=16260/80000, loss=0.1927, lr=0.008151, batch_cost=1.0292, reader_cost=0.0002 | ETA 18:13:23
2020-11-05 19:51:02 [INFO] [TRAIN] epoch=44, iter=16270/80000, loss=0.1351, lr=0.008150, batch_cost=0.9946, reader_cost=0.0002 | ETA 17:36:28
2020-11-05 19:51:12 [INFO] [TRAIN] epoch=44, iter=16280/80000, loss=0.2039, lr=0.008148, batch_cost=1.0349, reader_cost=0.0002 | ETA 18:19:03
2020-11-05 19:51:22 [INFO] [TRAIN] epoch=44, iter=16290/80000, loss=0.1083, lr=0.008147, batch_cost=1.0137, reader_cost=0.0002 | ETA 17:56:22
2020-11-05 19:51:32 [INFO] [TRAIN] epoch=44, iter=16300/80000, loss=0.1579, lr=0.008146, batch_cost=1.0109, reader_cost=0.0002 | ETA 17:53:17
2020-11-05 19:51:43 [INFO] [TRAIN] epoch=44, iter=16310/80000, loss=0.1191, lr=0.008145, batch_cost=1.0301, reader_cost=0.0002 | ETA 18:13:24
2020-11-05 19:51:52 [INFO] [TRAIN] epoch=44, iter=16320/80000, loss=0.1488, lr=0.008144, batch_cost=0.9805, reader_cost=0.0002 | ETA 17:20:37
2020-11-05 19:52:02 [INFO] [TRAIN] epoch=44, iter=16330/80000, loss=0.1545, lr=0.008143, batch_cost=0.9971, reader_cost=0.0002 | ETA 17:38:07
2020-11-05 19:52:13 [INFO] [TRAIN] epoch=44, iter=16340/80000, loss=0.1173, lr=0.008142, batch_cost=1.0807, reader_cost=0.0002 | ETA 19:06:40
2020-11-05 19:52:24 [INFO] [TRAIN] epoch=44, iter=16350/80000, loss=0.1477, lr=0.008140, batch_cost=1.1035, reader_cost=0.0002 | ETA 19:30:35
2020-11-05 19:52:35 [INFO] [TRAIN] epoch=44, iter=16360/80000, loss=0.2161, lr=0.008139, batch_cost=1.0569, reader_cost=0.0002 | ETA 18:41:03
2020-11-05 19:52:47 [INFO] [TRAIN] epoch=45, iter=16370/80000, loss=0.2389, lr=0.008138, batch_cost=1.2096, reader_cost=0.1577 | ETA 21:22:50
2020-11-05 19:52:58 [INFO] [TRAIN] epoch=45, iter=16380/80000, loss=0.1851, lr=0.008137, batch_cost=1.1380, reader_cost=0.0005 | ETA 20:06:37
2020-11-05 19:53:08 [INFO] [TRAIN] epoch=45, iter=16390/80000, loss=0.1846, lr=0.008136, batch_cost=1.0113, reader_cost=0.0021 | ETA 17:52:06
2020-11-05 19:53:19 [INFO] [TRAIN] epoch=45, iter=16400/80000, loss=0.1699, lr=0.008135, batch_cost=1.0242, reader_cost=0.0002 | ETA 18:05:40
2020-11-05 19:53:29 [INFO] [TRAIN] epoch=45, iter=16410/80000, loss=0.1254, lr=0.008133, batch_cost=1.0760, reader_cost=0.0002 | ETA 19:00:22
2020-11-05 19:53:40 [INFO] [TRAIN] epoch=45, iter=16420/80000, loss=0.1389, lr=0.008132, batch_cost=1.0344, reader_cost=0.0002 | ETA 18:16:05
2020-11-05 19:53:50 [INFO] [TRAIN] epoch=45, iter=16430/80000, loss=0.1861, lr=0.008131, batch_cost=1.0480, reader_cost=0.0002 | ETA 18:30:18
2020-11-05 19:54:01 [INFO] [TRAIN] epoch=45, iter=16440/80000, loss=0.1686, lr=0.008130, batch_cost=1.1350, reader_cost=0.0002 | ETA 20:02:23
2020-11-05 19:54:12 [INFO] [TRAIN] epoch=45, iter=16450/80000, loss=0.1456, lr=0.008129, batch_cost=1.0729, reader_cost=0.0002 | ETA 18:56:19
2020-11-05 19:54:23 [INFO] [TRAIN] epoch=45, iter=16460/80000, loss=0.1246, lr=0.008128, batch_cost=1.0905, reader_cost=0.0002 | ETA 19:14:51
2020-11-05 19:54:34 [INFO] [TRAIN] epoch=45, iter=16470/80000, loss=0.1396, lr=0.008127, batch_cost=1.0662, reader_cost=0.0011 | ETA 18:48:53
2020-11-05 19:54:44 [INFO] [TRAIN] epoch=45, iter=16480/80000, loss=0.1030, lr=0.008125, batch_cost=1.0468, reader_cost=0.0002 | ETA 18:28:14
2020-11-05 19:54:55 [INFO] [TRAIN] epoch=45, iter=16490/80000, loss=0.1500, lr=0.008124, batch_cost=1.0317, reader_cost=0.0002 | ETA 18:12:06
2020-11-05 19:55:05 [INFO] [TRAIN] epoch=45, iter=16500/80000, loss=0.1794, lr=0.008123, batch_cost=1.0308, reader_cost=0.0002 | ETA 18:10:54
2020-11-05 19:55:15 [INFO] [TRAIN] epoch=45, iter=16510/80000, loss=0.1466, lr=0.008122, batch_cost=1.0463, reader_cost=0.0002 | ETA 18:27:11
2020-11-05 19:55:25 [INFO] [TRAIN] epoch=45, iter=16520/80000, loss=0.1328, lr=0.008121, batch_cost=0.9938, reader_cost=0.0002 | ETA 17:31:26
2020-11-05 19:55:35 [INFO] [TRAIN] epoch=45, iter=16530/80000, loss=0.1202, lr=0.008120, batch_cost=1.0186, reader_cost=0.0002 | ETA 17:57:29
2020-11-05 19:55:46 [INFO] [TRAIN] epoch=45, iter=16540/80000, loss=0.1085, lr=0.008118, batch_cost=1.0252, reader_cost=0.0002 | ETA 18:04:18
2020-11-05 19:55:56 [INFO] [TRAIN] epoch=45, iter=16550/80000, loss=0.1323, lr=0.008117, batch_cost=1.0596, reader_cost=0.0002 | ETA 18:40:34
2020-11-05 19:56:07 [INFO] [TRAIN] epoch=45, iter=16560/80000, loss=0.1217, lr=0.008116, batch_cost=1.0421, reader_cost=0.0002 | ETA 18:21:50
2020-11-05 19:56:17 [INFO] [TRAIN] epoch=45, iter=16570/80000, loss=0.1425, lr=0.008115, batch_cost=1.0200, reader_cost=0.0002 | ETA 17:58:19
2020-11-05 19:56:27 [INFO] [TRAIN] epoch=45, iter=16580/80000, loss=0.0992, lr=0.008114, batch_cost=1.0434, reader_cost=0.0002 | ETA 18:22:49
2020-11-05 19:56:39 [INFO] [TRAIN] epoch=45, iter=16590/80000, loss=0.1366, lr=0.008113, batch_cost=1.1602, reader_cost=0.0002 | ETA 20:26:10
2020-11-05 19:56:50 [INFO] [TRAIN] epoch=45, iter=16600/80000, loss=0.1286, lr=0.008112, batch_cost=1.0807, reader_cost=0.0002 | ETA 19:01:54
2020-11-05 19:57:00 [INFO] [TRAIN] epoch=45, iter=16610/80000, loss=0.1052, lr=0.008110, batch_cost=0.9924, reader_cost=0.0002 | ETA 17:28:30
2020-11-05 19:57:10 [INFO] [TRAIN] epoch=45, iter=16620/80000, loss=0.1460, lr=0.008109, batch_cost=1.0005, reader_cost=0.0002 | ETA 17:36:51
2020-11-05 19:57:20 [INFO] [TRAIN] epoch=45, iter=16630/80000, loss=0.1517, lr=0.008108, batch_cost=1.0202, reader_cost=0.0002 | ETA 17:57:29
2020-11-05 19:57:30 [INFO] [TRAIN] epoch=45, iter=16640/80000, loss=0.1299, lr=0.008107, batch_cost=1.0237, reader_cost=0.0002 | ETA 18:01:03
2020-11-05 19:57:41 [INFO] [TRAIN] epoch=45, iter=16650/80000, loss=0.1836, lr=0.008106, batch_cost=1.0502, reader_cost=0.0002 | ETA 18:28:49
2020-11-05 19:57:51 [INFO] [TRAIN] epoch=45, iter=16660/80000, loss=0.1311, lr=0.008105, batch_cost=1.0529, reader_cost=0.0002 | ETA 18:31:31
2020-11-05 19:58:01 [INFO] [TRAIN] epoch=45, iter=16670/80000, loss=0.1226, lr=0.008104, batch_cost=1.0140, reader_cost=0.0002 | ETA 17:50:14
2020-11-05 19:58:11 [INFO] [TRAIN] epoch=45, iter=16680/80000, loss=0.1303, lr=0.008102, batch_cost=1.0113, reader_cost=0.0002 | ETA 17:47:14
2020-11-05 19:58:21 [INFO] [TRAIN] epoch=45, iter=16690/80000, loss=0.1405, lr=0.008101, batch_cost=1.0030, reader_cost=0.0002 | ETA 17:38:18
2020-11-05 19:58:32 [INFO] [TRAIN] epoch=45, iter=16700/80000, loss=0.1998, lr=0.008100, batch_cost=1.0326, reader_cost=0.0002 | ETA 18:09:21
2020-11-05 19:58:42 [INFO] [TRAIN] epoch=45, iter=16710/80000, loss=0.1244, lr=0.008099, batch_cost=1.0421, reader_cost=0.0002 | ETA 18:19:12
2020-11-05 19:58:52 [INFO] [TRAIN] epoch=45, iter=16720/80000, loss=0.1184, lr=0.008098, batch_cost=0.9891, reader_cost=0.0002 | ETA 17:23:10
2020-11-05 19:59:02 [INFO] [TRAIN] epoch=45, iter=16730/80000, loss=0.1680, lr=0.008097, batch_cost=1.0084, reader_cost=0.0002 | ETA 17:43:23
2020-11-05 19:59:12 [INFO] [TRAIN] epoch=45, iter=16740/80000, loss=0.1538, lr=0.008095, batch_cost=1.0034, reader_cost=0.0002 | ETA 17:37:52
2020-11-05 19:59:25 [INFO] [TRAIN] epoch=46, iter=16750/80000, loss=0.1430, lr=0.008094, batch_cost=1.2886, reader_cost=0.1664 | ETA 22:38:26
2020-11-05 19:59:36 [INFO] [TRAIN] epoch=46, iter=16760/80000, loss=0.1492, lr=0.008093, batch_cost=1.0446, reader_cost=0.0005 | ETA 18:21:00
2020-11-05 19:59:46 [INFO] [TRAIN] epoch=46, iter=16770/80000, loss=0.1438, lr=0.008092, batch_cost=1.0489, reader_cost=0.0002 | ETA 18:25:21
2020-11-05 19:59:56 [INFO] [TRAIN] epoch=46, iter=16780/80000, loss=0.1159, lr=0.008091, batch_cost=1.0127, reader_cost=0.0002 | ETA 17:47:01
2020-11-05 20:00:06 [INFO] [TRAIN] epoch=46, iter=16790/80000, loss=0.1565, lr=0.008090, batch_cost=1.0226, reader_cost=0.0002 | ETA 17:57:17
2020-11-05 20:00:17 [INFO] [TRAIN] epoch=46, iter=16800/80000, loss=0.1589, lr=0.008089, batch_cost=1.1012, reader_cost=0.0002 | ETA 19:19:56
2020-11-05 20:00:28 [INFO] [TRAIN] epoch=46, iter=16810/80000, loss=0.2387, lr=0.008087, batch_cost=1.0787, reader_cost=0.0001 | ETA 18:56:01
2020-11-05 20:00:39 [INFO] [TRAIN] epoch=46, iter=16820/80000, loss=0.1585, lr=0.008086, batch_cost=1.0498, reader_cost=0.0002 | ETA 18:25:23
2020-11-05 20:00:49 [INFO] [TRAIN] epoch=46, iter=16830/80000, loss=0.1122, lr=0.008085, batch_cost=1.0421, reader_cost=0.0015 | ETA 18:17:06
2020-11-05 20:01:02 [INFO] [TRAIN] epoch=46, iter=16840/80000, loss=0.1257, lr=0.008084, batch_cost=1.2580, reader_cost=0.0017 | ETA 22:04:13
2020-11-05 20:01:12 [INFO] [TRAIN] epoch=46, iter=16850/80000, loss=0.1357, lr=0.008083, batch_cost=1.0695, reader_cost=0.0014 | ETA 18:45:40
2020-11-05 20:01:23 [INFO] [TRAIN] epoch=46, iter=16860/80000, loss=0.1263, lr=0.008082, batch_cost=1.1042, reader_cost=0.0002 | ETA 19:21:58
2020-11-05 20:01:35 [INFO] [TRAIN] epoch=46, iter=16870/80000, loss=0.1511, lr=0.008080, batch_cost=1.1863, reader_cost=0.0002 | ETA 20:48:12
2020-11-05 20:01:47 [INFO] [TRAIN] epoch=46, iter=16880/80000, loss=0.1366, lr=0.008079, batch_cost=1.2008, reader_cost=0.0014 | ETA 21:03:14
2020-11-05 20:01:57 [INFO] [TRAIN] epoch=46, iter=16890/80000, loss=0.1296, lr=0.008078, batch_cost=1.0180, reader_cost=0.0053 | ETA 17:50:45
2020-11-05 20:02:08 [INFO] [TRAIN] epoch=46, iter=16900/80000, loss=0.1201, lr=0.008077, batch_cost=1.0884, reader_cost=0.0035 | ETA 19:04:41
2020-11-05 20:02:20 [INFO] [TRAIN] epoch=46, iter=16910/80000, loss=0.1026, lr=0.008076, batch_cost=1.1705, reader_cost=0.0003 | ETA 20:30:47
2020-11-05 20:02:30 [INFO] [TRAIN] epoch=46, iter=16920/80000, loss=0.1137, lr=0.008075, batch_cost=1.0264, reader_cost=0.0002 | ETA 17:59:07
2020-11-05 20:02:41 [INFO] [TRAIN] epoch=46, iter=16930/80000, loss=0.1508, lr=0.008074, batch_cost=1.0826, reader_cost=0.0002 | ETA 18:58:01
2020-11-05 20:02:52 [INFO] [TRAIN] epoch=46, iter=16940/80000, loss=0.1357, lr=0.008072, batch_cost=1.0548, reader_cost=0.0002 | ETA 18:28:35
2020-11-05 20:03:04 [INFO] [TRAIN] epoch=46, iter=16950/80000, loss=0.0684, lr=0.008071, batch_cost=1.2338, reader_cost=0.0014 | ETA 21:36:31
2020-11-05 20:03:15 [INFO] [TRAIN] epoch=46, iter=16960/80000, loss=0.1311, lr=0.008070, batch_cost=1.1300, reader_cost=0.0002 | ETA 19:47:14
2020-11-05 20:03:26 [INFO] [TRAIN] epoch=46, iter=16970/80000, loss=0.0924, lr=0.008069, batch_cost=1.0928, reader_cost=0.0002 | ETA 19:07:56
2020-11-05 20:03:37 [INFO] [TRAIN] epoch=46, iter=16980/80000, loss=0.1450, lr=0.008068, batch_cost=1.0958, reader_cost=0.0002 | ETA 19:10:57
2020-11-05 20:03:49 [INFO] [TRAIN] epoch=46, iter=16990/80000, loss=0.1085, lr=0.008067, batch_cost=1.1411, reader_cost=0.0002 | ETA 19:58:23
2020-11-05 20:04:00 [INFO] [TRAIN] epoch=46, iter=17000/80000, loss=0.1153, lr=0.008066, batch_cost=1.1123, reader_cost=0.0002 | ETA 19:27:56
2020-11-05 20:04:10 [INFO] [TRAIN] epoch=46, iter=17010/80000, loss=0.1591, lr=0.008064, batch_cost=1.0465, reader_cost=0.0002 | ETA 18:18:37
2020-11-05 20:04:21 [INFO] [TRAIN] epoch=46, iter=17020/80000, loss=0.1401, lr=0.008063, batch_cost=1.0760, reader_cost=0.0002 | ETA 18:49:26
2020-11-05 20:04:32 [INFO] [TRAIN] epoch=46, iter=17030/80000, loss=0.1235, lr=0.008062, batch_cost=1.0887, reader_cost=0.0002 | ETA 19:02:37
2020-11-05 20:04:43 [INFO] [TRAIN] epoch=46, iter=17040/80000, loss=0.1436, lr=0.008061, batch_cost=1.0609, reader_cost=0.0002 | ETA 18:33:15
2020-11-05 20:04:53 [INFO] [TRAIN] epoch=46, iter=17050/80000, loss=0.1231, lr=0.008060, batch_cost=1.0446, reader_cost=0.0002 | ETA 18:15:59
2020-11-05 20:05:03 [INFO] [TRAIN] epoch=46, iter=17060/80000, loss=0.1149, lr=0.008059, batch_cost=1.0255, reader_cost=0.0002 | ETA 17:55:42
2020-11-05 20:05:15 [INFO] [TRAIN] epoch=46, iter=17070/80000, loss=0.1094, lr=0.008057, batch_cost=1.1718, reader_cost=0.0002 | ETA 20:28:59
2020-11-05 20:05:27 [INFO] [TRAIN] epoch=46, iter=17080/80000, loss=0.1563, lr=0.008056, batch_cost=1.2150, reader_cost=0.0007 | ETA 21:14:05
2020-11-05 20:05:38 [INFO] [TRAIN] epoch=46, iter=17090/80000, loss=0.1144, lr=0.008055, batch_cost=1.0506, reader_cost=0.0002 | ETA 18:21:35
2020-11-05 20:05:48 [INFO] [TRAIN] epoch=46, iter=17100/80000, loss=0.1399, lr=0.008054, batch_cost=1.0444, reader_cost=0.0002 | ETA 18:14:53
2020-11-05 20:05:58 [INFO] [TRAIN] epoch=46, iter=17110/80000, loss=0.1804, lr=0.008053, batch_cost=1.0161, reader_cost=0.0001 | ETA 17:45:05
2020-11-05 20:06:10 [INFO] [TRAIN] epoch=47, iter=17120/80000, loss=0.2536, lr=0.008052, batch_cost=1.2101, reader_cost=0.1170 | ETA 21:08:09
2020-11-05 20:06:20 [INFO] [TRAIN] epoch=47, iter=17130/80000, loss=0.1713, lr=0.008051, batch_cost=1.0190, reader_cost=0.0005 | ETA 17:47:43
2020-11-05 20:06:31 [INFO] [TRAIN] epoch=47, iter=17140/80000, loss=0.1663, lr=0.008049, batch_cost=1.0449, reader_cost=0.0002 | ETA 18:14:45
2020-11-05 20:06:42 [INFO] [TRAIN] epoch=47, iter=17150/80000, loss=0.1423, lr=0.008048, batch_cost=1.0667, reader_cost=0.0002 | ETA 18:37:20
2020-11-05 20:06:52 [INFO] [TRAIN] epoch=47, iter=17160/80000, loss=0.1699, lr=0.008047, batch_cost=1.0352, reader_cost=0.0002 | ETA 18:04:14
2020-11-05 20:07:03 [INFO] [TRAIN] epoch=47, iter=17170/80000, loss=0.1888, lr=0.008046, batch_cost=1.0845, reader_cost=0.0002 | ETA 18:55:39
2020-11-05 20:07:13 [INFO] [TRAIN] epoch=47, iter=17180/80000, loss=0.1236, lr=0.008045, batch_cost=1.0535, reader_cost=0.0002 | ETA 18:23:01
2020-11-05 20:07:24 [INFO] [TRAIN] epoch=47, iter=17190/80000, loss=0.1669, lr=0.008044, batch_cost=1.0632, reader_cost=0.0002 | ETA 18:32:57
2020-11-05 20:07:35 [INFO] [TRAIN] epoch=47, iter=17200/80000, loss=0.0921, lr=0.008042, batch_cost=1.0520, reader_cost=0.0002 | ETA 18:21:03
2020-11-05 20:07:45 [INFO] [TRAIN] epoch=47, iter=17210/80000, loss=0.1603, lr=0.008041, batch_cost=1.0358, reader_cost=0.0002 | ETA 18:03:56
2020-11-05 20:07:55 [INFO] [TRAIN] epoch=47, iter=17220/80000, loss=0.0889, lr=0.008040, batch_cost=1.0486, reader_cost=0.0002 | ETA 18:17:11
2020-11-05 20:08:07 [INFO] [TRAIN] epoch=47, iter=17230/80000, loss=0.1236, lr=0.008039, batch_cost=1.1236, reader_cost=0.0002 | ETA 19:35:27
2020-11-05 20:08:19 [INFO] [TRAIN] epoch=47, iter=17240/80000, loss=0.1440, lr=0.008038, batch_cost=1.2349, reader_cost=0.0014 | ETA 21:31:44
2020-11-05 20:08:29 [INFO] [TRAIN] epoch=47, iter=17250/80000, loss=0.1175, lr=0.008037, batch_cost=1.0518, reader_cost=0.0002 | ETA 18:19:59
2020-11-05 20:08:40 [INFO] [TRAIN] epoch=47, iter=17260/80000, loss=0.1680, lr=0.008036, batch_cost=1.0969, reader_cost=0.0002 | ETA 19:06:58
2020-11-05 20:08:51 [INFO] [TRAIN] epoch=47, iter=17270/80000, loss=0.1165, lr=0.008034, batch_cost=1.0844, reader_cost=0.0002 | ETA 18:53:46
2020-11-05 20:09:01 [INFO] [TRAIN] epoch=47, iter=17280/80000, loss=0.1959, lr=0.008033, batch_cost=1.0044, reader_cost=0.0002 | ETA 17:29:53
2020-11-05 20:09:11 [INFO] [TRAIN] epoch=47, iter=17290/80000, loss=0.1302, lr=0.008032, batch_cost=1.0182, reader_cost=0.0002 | ETA 17:44:08
2020-11-05 20:09:22 [INFO] [TRAIN] epoch=47, iter=17300/80000, loss=0.1441, lr=0.008031, batch_cost=1.0565, reader_cost=0.0002 | ETA 18:24:00
2020-11-05 20:09:33 [INFO] [TRAIN] epoch=47, iter=17310/80000, loss=0.1459, lr=0.008030, batch_cost=1.0700, reader_cost=0.0002 | ETA 18:37:56
2020-11-05 20:09:44 [INFO] [TRAIN] epoch=47, iter=17320/80000, loss=0.1237, lr=0.008029, batch_cost=1.0961, reader_cost=0.0002 | ETA 19:05:05
2020-11-05 20:09:55 [INFO] [TRAIN] epoch=47, iter=17330/80000, loss=0.1608, lr=0.008027, batch_cost=1.0935, reader_cost=0.0002 | ETA 19:02:09
2020-11-05 20:10:05 [INFO] [TRAIN] epoch=47, iter=17340/80000, loss=0.1444, lr=0.008026, batch_cost=0.9971, reader_cost=0.0002 | ETA 17:21:17
2020-11-05 20:10:14 [INFO] [TRAIN] epoch=47, iter=17350/80000, loss=0.1191, lr=0.008025, batch_cost=0.9837, reader_cost=0.0002 | ETA 17:07:10
2020-11-05 20:10:24 [INFO] [TRAIN] epoch=47, iter=17360/80000, loss=0.1058, lr=0.008024, batch_cost=0.9814, reader_cost=0.0002 | ETA 17:04:37
2020-11-05 20:10:35 [INFO] [TRAIN] epoch=47, iter=17370/80000, loss=0.1544, lr=0.008023, batch_cost=1.0396, reader_cost=0.0002 | ETA 18:05:11
2020-11-05 20:10:45 [INFO] [TRAIN] epoch=47, iter=17380/80000, loss=0.1903, lr=0.008022, batch_cost=1.0063, reader_cost=0.0002 | ETA 17:30:12
2020-11-05 20:10:55 [INFO] [TRAIN] epoch=47, iter=17390/80000, loss=0.1931, lr=0.008021, batch_cost=1.0203, reader_cost=0.0002 | ETA 17:44:43
2020-11-05 20:11:05 [INFO] [TRAIN] epoch=47, iter=17400/80000, loss=0.1585, lr=0.008019, batch_cost=1.0163, reader_cost=0.0002 | ETA 17:40:18
2020-11-05 20:11:16 [INFO] [TRAIN] epoch=47, iter=17410/80000, loss=0.1114, lr=0.008018, batch_cost=1.1182, reader_cost=0.0002 | ETA 19:26:29
2020-11-05 20:11:27 [INFO] [TRAIN] epoch=47, iter=17420/80000, loss=0.1580, lr=0.008017, batch_cost=1.0434, reader_cost=0.0002 | ETA 18:08:16
2020-11-05 20:11:37 [INFO] [TRAIN] epoch=47, iter=17430/80000, loss=0.1072, lr=0.008016, batch_cost=1.0517, reader_cost=0.0002 | ETA 18:16:42
2020-11-05 20:11:48 [INFO] [TRAIN] epoch=47, iter=17440/80000, loss=0.1257, lr=0.008015, batch_cost=1.0402, reader_cost=0.0002 | ETA 18:04:37
2020-11-05 20:11:58 [INFO] [TRAIN] epoch=47, iter=17450/80000, loss=0.1427, lr=0.008014, batch_cost=1.0402, reader_cost=0.0002 | ETA 18:04:26
2020-11-05 20:12:08 [INFO] [TRAIN] epoch=47, iter=17460/80000, loss=0.1129, lr=0.008012, batch_cost=1.0278, reader_cost=0.0002 | ETA 17:51:20
2020-11-05 20:12:19 [INFO] [TRAIN] epoch=47, iter=17470/80000, loss=0.1892, lr=0.008011, batch_cost=1.0209, reader_cost=0.0002 | ETA 17:43:54
2020-11-05 20:12:28 [INFO] [TRAIN] epoch=47, iter=17480/80000, loss=0.1549, lr=0.008010, batch_cost=0.9916, reader_cost=0.0001 | ETA 17:13:14
2020-11-05 20:12:40 [INFO] [TRAIN] epoch=48, iter=17490/80000, loss=0.3168, lr=0.008009, batch_cost=1.2014, reader_cost=0.1385 | ETA 20:51:38
2020-11-05 20:12:50 [INFO] [TRAIN] epoch=48, iter=17500/80000, loss=0.1579, lr=0.008008, batch_cost=0.9775, reader_cost=0.0005 | ETA 16:58:11
2020-11-05 20:13:00 [INFO] [TRAIN] epoch=48, iter=17510/80000, loss=0.1656, lr=0.008007, batch_cost=0.9961, reader_cost=0.0001 | ETA 17:17:28
2020-11-05 20:13:10 [INFO] [TRAIN] epoch=48, iter=17520/80000, loss=0.1374, lr=0.008006, batch_cost=1.0245, reader_cost=0.0002 | ETA 17:46:49
2020-11-05 20:13:21 [INFO] [TRAIN] epoch=48, iter=17530/80000, loss=0.1425, lr=0.008004, batch_cost=1.0342, reader_cost=0.0002 | ETA 17:56:48
2020-11-05 20:13:31 [INFO] [TRAIN] epoch=48, iter=17540/80000, loss=0.2934, lr=0.008003, batch_cost=1.0273, reader_cost=0.0002 | ETA 17:49:23
2020-11-05 20:13:41 [INFO] [TRAIN] epoch=48, iter=17550/80000, loss=0.1888, lr=0.008002, batch_cost=1.0022, reader_cost=0.0002 | ETA 17:23:06
2020-11-05 20:13:51 [INFO] [TRAIN] epoch=48, iter=17560/80000, loss=0.1503, lr=0.008001, batch_cost=0.9861, reader_cost=0.0002 | ETA 17:06:11
2020-11-05 20:14:01 [INFO] [TRAIN] epoch=48, iter=17570/80000, loss=0.1010, lr=0.008000, batch_cost=0.9982, reader_cost=0.0002 | ETA 17:18:34
2020-11-05 20:14:11 [INFO] [TRAIN] epoch=48, iter=17580/80000, loss=0.1234, lr=0.007999, batch_cost=0.9983, reader_cost=0.0002 | ETA 17:18:31
2020-11-05 20:14:22 [INFO] [TRAIN] epoch=48, iter=17590/80000, loss=0.1331, lr=0.007997, batch_cost=1.0605, reader_cost=0.0002 | ETA 18:23:07
2020-11-05 20:14:32 [INFO] [TRAIN] epoch=48, iter=17600/80000, loss=0.1350, lr=0.007996, batch_cost=1.0284, reader_cost=0.0003 | ETA 17:49:30
2020-11-05 20:14:42 [INFO] [TRAIN] epoch=48, iter=17610/80000, loss=0.1193, lr=0.007995, batch_cost=0.9984, reader_cost=0.0002 | ETA 17:18:07
2020-11-05 20:14:53 [INFO] [TRAIN] epoch=48, iter=17620/80000, loss=0.1435, lr=0.007994, batch_cost=1.1452, reader_cost=0.0002 | ETA 19:50:38
2020-11-05 20:15:05 [INFO] [TRAIN] epoch=48, iter=17630/80000, loss=0.1415, lr=0.007993, batch_cost=1.1544, reader_cost=0.0002 | ETA 19:59:57
2020-11-05 20:15:15 [INFO] [TRAIN] epoch=48, iter=17640/80000, loss=0.1205, lr=0.007992, batch_cost=1.0475, reader_cost=0.0002 | ETA 18:08:39
2020-11-05 20:15:26 [INFO] [TRAIN] epoch=48, iter=17650/80000, loss=0.1236, lr=0.007991, batch_cost=1.0305, reader_cost=0.0002 | ETA 17:50:49
2020-11-05 20:15:36 [INFO] [TRAIN] epoch=48, iter=17660/80000, loss=0.1296, lr=0.007989, batch_cost=1.0634, reader_cost=0.0002 | ETA 18:24:53
2020-11-05 20:15:46 [INFO] [TRAIN] epoch=48, iter=17670/80000, loss=0.1608, lr=0.007988, batch_cost=1.0297, reader_cost=0.0002 | ETA 17:49:43
2020-11-05 20:15:58 [INFO] [TRAIN] epoch=48, iter=17680/80000, loss=0.1414, lr=0.007987, batch_cost=1.1026, reader_cost=0.0002 | ETA 19:05:16
2020-11-05 20:16:09 [INFO] [TRAIN] epoch=48, iter=17690/80000, loss=0.0864, lr=0.007986, batch_cost=1.1082, reader_cost=0.0002 | ETA 19:10:50
2020-11-05 20:16:19 [INFO] [TRAIN] epoch=48, iter=17700/80000, loss=0.1111, lr=0.007985, batch_cost=1.0864, reader_cost=0.0002 | ETA 18:48:00
2020-11-05 20:16:30 [INFO] [TRAIN] epoch=48, iter=17710/80000, loss=0.1249, lr=0.007984, batch_cost=1.0438, reader_cost=0.0002 | ETA 18:03:39
2020-11-05 20:16:40 [INFO] [TRAIN] epoch=48, iter=17720/80000, loss=0.1196, lr=0.007983, batch_cost=1.0470, reader_cost=0.0002 | ETA 18:06:44
2020-11-05 20:16:51 [INFO] [TRAIN] epoch=48, iter=17730/80000, loss=0.1427, lr=0.007981, batch_cost=1.0616, reader_cost=0.0002 | ETA 18:21:48
2020-11-05 20:17:02 [INFO] [TRAIN] epoch=48, iter=17740/80000, loss=0.1322, lr=0.007980, batch_cost=1.0737, reader_cost=0.0002 | ETA 18:34:08
2020-11-05 20:17:12 [INFO] [TRAIN] epoch=48, iter=17750/80000, loss=0.1273, lr=0.007979, batch_cost=1.0307, reader_cost=0.0002 | ETA 17:49:20
2020-11-05 20:17:23 [INFO] [TRAIN] epoch=48, iter=17760/80000, loss=0.1725, lr=0.007978, batch_cost=1.1106, reader_cost=0.0002 | ETA 19:12:05
2020-11-05 20:17:34 [INFO] [TRAIN] epoch=48, iter=17770/80000, loss=0.1393, lr=0.007977, batch_cost=1.0815, reader_cost=0.0002 | ETA 18:41:40
2020-11-05 20:17:45 [INFO] [TRAIN] epoch=48, iter=17780/80000, loss=0.1436, lr=0.007976, batch_cost=1.1120, reader_cost=0.0002 | ETA 19:13:08
2020-11-05 20:17:56 [INFO] [TRAIN] epoch=48, iter=17790/80000, loss=0.1411, lr=0.007974, batch_cost=1.1213, reader_cost=0.0002 | ETA 19:22:35
2020-11-05 20:18:09 [INFO] [TRAIN] epoch=48, iter=17800/80000, loss=0.1004, lr=0.007973, batch_cost=1.2829, reader_cost=0.0002 | ETA 22:09:55
2020-11-05 20:18:19 [INFO] [TRAIN] epoch=48, iter=17810/80000, loss=0.1178, lr=0.007972, batch_cost=1.0280, reader_cost=0.0002 | ETA 17:45:34
2020-11-05 20:18:30 [INFO] [TRAIN] epoch=48, iter=17820/80000, loss=0.1709, lr=0.007971, batch_cost=1.0122, reader_cost=0.0002 | ETA 17:28:57
2020-11-05 20:18:40 [INFO] [TRAIN] epoch=48, iter=17830/80000, loss=0.1073, lr=0.007970, batch_cost=1.0525, reader_cost=0.0002 | ETA 18:10:36
2020-11-05 20:18:50 [INFO] [TRAIN] epoch=48, iter=17840/80000, loss=0.1196, lr=0.007969, batch_cost=1.0241, reader_cost=0.0014 | ETA 17:40:59
2020-11-05 20:19:00 [INFO] [TRAIN] epoch=48, iter=17850/80000, loss=0.2718, lr=0.007968, batch_cost=1.0158, reader_cost=0.0002 | ETA 17:32:10
2020-11-05 20:19:14 [INFO] [TRAIN] epoch=49, iter=17860/80000, loss=0.1111, lr=0.007966, batch_cost=1.3456, reader_cost=0.1371 | ETA 23:13:35
2020-11-05 20:19:24 [INFO] [TRAIN] epoch=49, iter=17870/80000, loss=0.1975, lr=0.007965, batch_cost=1.0536, reader_cost=0.0005 | ETA 18:11:02
2020-11-05 20:19:35 [INFO] [TRAIN] epoch=49, iter=17880/80000, loss=0.1393, lr=0.007964, batch_cost=1.0445, reader_cost=0.0002 | ETA 18:01:24
2020-11-05 20:19:45 [INFO] [TRAIN] epoch=49, iter=17890/80000, loss=0.1326, lr=0.007963, batch_cost=1.0268, reader_cost=0.0002 | ETA 17:42:56
2020-11-05 20:19:55 [INFO] [TRAIN] epoch=49, iter=17900/80000, loss=0.1163, lr=0.007962, batch_cost=1.0226, reader_cost=0.0014 | ETA 17:38:23
2020-11-05 20:20:06 [INFO] [TRAIN] epoch=49, iter=17910/80000, loss=0.2171, lr=0.007961, batch_cost=1.0731, reader_cost=0.0002 | ETA 18:30:29
2020-11-05 20:20:17 [INFO] [TRAIN] epoch=49, iter=17920/80000, loss=0.1108, lr=0.007959, batch_cost=1.0630, reader_cost=0.0002 | ETA 18:19:48
2020-11-05 20:20:27 [INFO] [TRAIN] epoch=49, iter=17930/80000, loss=0.1749, lr=0.007958, batch_cost=1.0088, reader_cost=0.0002 | ETA 17:23:36
2020-11-05 20:20:37 [INFO] [TRAIN] epoch=49, iter=17940/80000, loss=0.1931, lr=0.007957, batch_cost=1.0326, reader_cost=0.0002 | ETA 17:48:02
2020-11-05 20:20:48 [INFO] [TRAIN] epoch=49, iter=17950/80000, loss=0.1368, lr=0.007956, batch_cost=1.0369, reader_cost=0.0002 | ETA 17:52:18
2020-11-05 20:20:59 [INFO] [TRAIN] epoch=49, iter=17960/80000, loss=0.1600, lr=0.007955, batch_cost=1.1122, reader_cost=0.0002 | ETA 19:10:03
2020-11-05 20:21:09 [INFO] [TRAIN] epoch=49, iter=17970/80000, loss=0.1321, lr=0.007954, batch_cost=1.0146, reader_cost=0.0002 | ETA 17:28:58
2020-11-05 20:21:19 [INFO] [TRAIN] epoch=49, iter=17980/80000, loss=0.1188, lr=0.007953, batch_cost=1.0308, reader_cost=0.0002 | ETA 17:45:27
2020-11-05 20:21:30 [INFO] [TRAIN] epoch=49, iter=17990/80000, loss=0.1389, lr=0.007951, batch_cost=1.0460, reader_cost=0.0002 | ETA 18:01:01
2020-11-05 20:21:40 [INFO] [TRAIN] epoch=49, iter=18000/80000, loss=0.1150, lr=0.007950, batch_cost=1.0505, reader_cost=0.0073 | ETA 18:05:33
2020-11-05 20:21:46 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 20:27:11 [INFO] [EVAL] #Images=500 mIoU=0.7120 Acc=0.9550 Kappa=0.9415
2020-11-05 20:27:11 [INFO] [EVAL] Category IoU:
[0.9745 0.8024 0.9191 0.4788 0.6034 0.6398 0.6904 0.7677 0.9227 0.5855
0.9478 0.8111 0.6169 0.9434 0.7442 0.7201 0.0247 0.5733 0.7631]
2020-11-05 20:27:11 [INFO] [EVAL] Category Acc:
[0.9834 0.9173 0.9531 0.7289 0.7828 0.8237 0.8446 0.8667 0.953 0.8483
0.9677 0.8902 0.7229 0.9662 0.8721 0.7538 0.9791 0.8576 0.8569]
2020-11-05 20:27:11 [INFO] [EVAL] The model with the best validation mIoU (0.7398) was saved at iter 16000.
2020-11-05 20:27:20 [INFO] [TRAIN] epoch=49, iter=18010/80000, loss=0.1532, lr=0.007949, batch_cost=0.9929, reader_cost=0.0002 | ETA 17:05:52
2020-11-05 20:27:30 [INFO] [TRAIN] epoch=49, iter=18020/80000, loss=0.1611, lr=0.007948, batch_cost=0.9935, reader_cost=0.0002 | ETA 17:06:14
2020-11-05 20:27:40 [INFO] [TRAIN] epoch=49, iter=18030/80000, loss=0.1165, lr=0.007947, batch_cost=0.9878, reader_cost=0.0002 | ETA 17:00:14
2020-11-05 20:27:50 [INFO] [TRAIN] epoch=49, iter=18040/80000, loss=0.1120, lr=0.007946, batch_cost=1.0029, reader_cost=0.0002 | ETA 17:15:37
2020-11-05 20:28:00 [INFO] [TRAIN] epoch=49, iter=18050/80000, loss=0.1952, lr=0.007944, batch_cost=1.0069, reader_cost=0.0002 | ETA 17:19:35
2020-11-05 20:28:10 [INFO] [TRAIN] epoch=49, iter=18060/80000, loss=0.1323, lr=0.007943, batch_cost=0.9887, reader_cost=0.0002 | ETA 17:00:39
2020-11-05 20:28:20 [INFO] [TRAIN] epoch=49, iter=18070/80000, loss=0.1163, lr=0.007942, batch_cost=0.9961, reader_cost=0.0002 | ETA 17:08:07
2020-11-05 20:28:31 [INFO] [TRAIN] epoch=49, iter=18080/80000, loss=0.1259, lr=0.007941, batch_cost=1.0484, reader_cost=0.0002 | ETA 18:01:59
2020-11-05 20:28:41 [INFO] [TRAIN] epoch=49, iter=18090/80000, loss=0.1017, lr=0.007940, batch_cost=1.0409, reader_cost=0.0002 | ETA 17:54:03
2020-11-05 20:28:51 [INFO] [TRAIN] epoch=49, iter=18100/80000, loss=0.1288, lr=0.007939, batch_cost=1.0344, reader_cost=0.0002 | ETA 17:47:10
2020-11-05 20:29:02 [INFO] [TRAIN] epoch=49, iter=18110/80000, loss=0.1408, lr=0.007938, batch_cost=1.0337, reader_cost=0.0002 | ETA 17:46:14
2020-11-05 20:29:12 [INFO] [TRAIN] epoch=49, iter=18120/80000, loss=0.1047, lr=0.007936, batch_cost=1.0376, reader_cost=0.0002 | ETA 17:50:06
2020-11-05 20:29:23 [INFO] [TRAIN] epoch=49, iter=18130/80000, loss=0.2019, lr=0.007935, batch_cost=1.0497, reader_cost=0.0001 | ETA 18:02:22
2020-11-05 20:29:33 [INFO] [TRAIN] epoch=49, iter=18140/80000, loss=0.2014, lr=0.007934, batch_cost=1.0302, reader_cost=0.0002 | ETA 17:42:08
2020-11-05 20:29:43 [INFO] [TRAIN] epoch=49, iter=18150/80000, loss=0.1485, lr=0.007933, batch_cost=1.0488, reader_cost=0.0002 | ETA 18:01:05
2020-11-05 20:29:54 [INFO] [TRAIN] epoch=49, iter=18160/80000, loss=0.1538, lr=0.007932, batch_cost=1.0315, reader_cost=0.0002 | ETA 17:43:05
2020-11-05 20:30:04 [INFO] [TRAIN] epoch=49, iter=18170/80000, loss=0.1192, lr=0.007931, batch_cost=1.0598, reader_cost=0.0002 | ETA 18:12:06
2020-11-05 20:30:15 [INFO] [TRAIN] epoch=49, iter=18180/80000, loss=0.1345, lr=0.007929, batch_cost=1.0393, reader_cost=0.0002 | ETA 17:50:47
2020-11-05 20:30:25 [INFO] [TRAIN] epoch=49, iter=18190/80000, loss=0.1626, lr=0.007928, batch_cost=1.0198, reader_cost=0.0002 | ETA 17:30:36
2020-11-05 20:30:35 [INFO] [TRAIN] epoch=49, iter=18200/80000, loss=0.1187, lr=0.007927, batch_cost=1.0012, reader_cost=0.0001 | ETA 17:11:11
2020-11-05 20:30:45 [INFO] [TRAIN] epoch=49, iter=18210/80000, loss=0.0894, lr=0.007926, batch_cost=1.0011, reader_cost=0.0001 | ETA 17:10:59
2020-11-05 20:30:55 [INFO] [TRAIN] epoch=49, iter=18220/80000, loss=0.1766, lr=0.007925, batch_cost=1.0228, reader_cost=0.0001 | ETA 17:33:06
2020-11-05 20:31:07 [INFO] [TRAIN] epoch=50, iter=18230/80000, loss=0.2122, lr=0.007924, batch_cost=1.1882, reader_cost=0.1079 | ETA 20:23:12
2020-11-05 20:31:17 [INFO] [TRAIN] epoch=50, iter=18240/80000, loss=0.1483, lr=0.007922, batch_cost=1.0239, reader_cost=0.0004 | ETA 17:33:54
2020-11-05 20:31:28 [INFO] [TRAIN] epoch=50, iter=18250/80000, loss=0.1853, lr=0.007921, batch_cost=1.0111, reader_cost=0.0002 | ETA 17:20:36
2020-11-05 20:31:38 [INFO] [TRAIN] epoch=50, iter=18260/80000, loss=0.1535, lr=0.007920, batch_cost=1.0041, reader_cost=0.0002 | ETA 17:13:15
2020-11-05 20:31:48 [INFO] [TRAIN] epoch=50, iter=18270/80000, loss=0.1131, lr=0.007919, batch_cost=0.9962, reader_cost=0.0001 | ETA 17:04:58
2020-11-05 20:31:58 [INFO] [TRAIN] epoch=50, iter=18280/80000, loss=0.1388, lr=0.007918, batch_cost=1.0057, reader_cost=0.0002 | ETA 17:14:30
2020-11-05 20:32:08 [INFO] [TRAIN] epoch=50, iter=18290/80000, loss=0.1050, lr=0.007917, batch_cost=1.0499, reader_cost=0.0002 | ETA 17:59:50
2020-11-05 20:32:18 [INFO] [TRAIN] epoch=50, iter=18300/80000, loss=0.1583, lr=0.007916, batch_cost=1.0142, reader_cost=0.0014 | ETA 17:22:54
2020-11-05 20:32:28 [INFO] [TRAIN] epoch=50, iter=18310/80000, loss=0.1213, lr=0.007914, batch_cost=1.0048, reader_cost=0.0002 | ETA 17:13:07
2020-11-05 20:32:39 [INFO] [TRAIN] epoch=50, iter=18320/80000, loss=0.1037, lr=0.007913, batch_cost=1.0586, reader_cost=0.0002 | ETA 18:08:11
2020-11-05 20:32:49 [INFO] [TRAIN] epoch=50, iter=18330/80000, loss=0.1554, lr=0.007912, batch_cost=1.0369, reader_cost=0.0002 | ETA 17:45:47
2020-11-05 20:32:59 [INFO] [TRAIN] epoch=50, iter=18340/80000, loss=0.1294, lr=0.007911, batch_cost=1.0277, reader_cost=0.0002 | ETA 17:36:06
2020-11-05 20:33:10 [INFO] [TRAIN] epoch=50, iter=18350/80000, loss=0.1526, lr=0.007910, batch_cost=1.0126, reader_cost=0.0002 | ETA 17:20:24
2020-11-05 20:33:20 [INFO] [TRAIN] epoch=50, iter=18360/80000, loss=0.1070, lr=0.007909, batch_cost=1.0123, reader_cost=0.0002 | ETA 17:19:56
2020-11-05 20:33:30 [INFO] [TRAIN] epoch=50, iter=18370/80000, loss=0.1433, lr=0.007907, batch_cost=1.0417, reader_cost=0.0002 | ETA 17:50:00
2020-11-05 20:33:41 [INFO] [TRAIN] epoch=50, iter=18380/80000, loss=0.1351, lr=0.007906, batch_cost=1.0634, reader_cost=0.0002 | ETA 18:12:09
2020-11-05 20:33:51 [INFO] [TRAIN] epoch=50, iter=18390/80000, loss=0.1253, lr=0.007905, batch_cost=1.0481, reader_cost=0.0002 | ETA 17:56:12
2020-11-05 20:34:02 [INFO] [TRAIN] epoch=50, iter=18400/80000, loss=0.1286, lr=0.007904, batch_cost=1.0821, reader_cost=0.0002 | ETA 18:30:58
2020-11-05 20:34:12 [INFO] [TRAIN] epoch=50, iter=18410/80000, loss=0.1347, lr=0.007903, batch_cost=1.0200, reader_cost=0.0002 | ETA 17:27:04
2020-11-05 20:34:23 [INFO] [TRAIN] epoch=50, iter=18420/80000, loss=0.1098, lr=0.007902, batch_cost=1.0222, reader_cost=0.0002 | ETA 17:29:09
2020-11-05 20:34:33 [INFO] [TRAIN] epoch=50, iter=18430/80000, loss=0.1628, lr=0.007901, batch_cost=1.0098, reader_cost=0.0002 | ETA 17:16:14
2020-11-05 20:34:43 [INFO] [TRAIN] epoch=50, iter=18440/80000, loss=0.1975, lr=0.007899, batch_cost=1.0064, reader_cost=0.0002 | ETA 17:12:33
2020-11-05 20:34:53 [INFO] [TRAIN] epoch=50, iter=18450/80000, loss=0.1460, lr=0.007898, batch_cost=1.0302, reader_cost=0.0002 | ETA 17:36:46
2020-11-05 20:35:03 [INFO] [TRAIN] epoch=50, iter=18460/80000, loss=0.0971, lr=0.007897, batch_cost=1.0187, reader_cost=0.0002 | ETA 17:24:50
2020-11-05 20:35:13 [INFO] [TRAIN] epoch=50, iter=18470/80000, loss=0.1360, lr=0.007896, batch_cost=0.9867, reader_cost=0.0002 | ETA 16:51:50
2020-11-05 20:35:23 [INFO] [TRAIN] epoch=50, iter=18480/80000, loss=0.0912, lr=0.007895, batch_cost=0.9889, reader_cost=0.0002 | ETA 16:53:58
2020-11-05 20:35:33 [INFO] [TRAIN] epoch=50, iter=18490/80000, loss=0.1675, lr=0.007894, batch_cost=1.0046, reader_cost=0.0002 | ETA 17:09:51
2020-11-05 20:35:43 [INFO] [TRAIN] epoch=50, iter=18500/80000, loss=0.1508, lr=0.007892, batch_cost=1.0447, reader_cost=0.0095 | ETA 17:50:52
2020-11-05 20:35:54 [INFO] [TRAIN] epoch=50, iter=18510/80000, loss=0.1324, lr=0.007891, batch_cost=1.0199, reader_cost=0.0002 | ETA 17:25:15
2020-11-05 20:36:04 [INFO] [TRAIN] epoch=50, iter=18520/80000, loss=0.1131, lr=0.007890, batch_cost=1.0390, reader_cost=0.0002 | ETA 17:44:34
2020-11-05 20:36:15 [INFO] [TRAIN] epoch=50, iter=18530/80000, loss=0.1141, lr=0.007889, batch_cost=1.0779, reader_cost=0.0002 | ETA 18:24:17
2020-11-05 20:36:26 [INFO] [TRAIN] epoch=50, iter=18540/80000, loss=0.0770, lr=0.007888, batch_cost=1.0797, reader_cost=0.0002 | ETA 18:25:55
2020-11-05 20:36:36 [INFO] [TRAIN] epoch=50, iter=18550/80000, loss=0.1177, lr=0.007887, batch_cost=1.0339, reader_cost=0.0010 | ETA 17:38:50
2020-11-05 20:36:46 [INFO] [TRAIN] epoch=50, iter=18560/80000, loss=0.0977, lr=0.007886, batch_cost=1.0139, reader_cost=0.0002 | ETA 17:18:14
2020-11-05 20:36:56 [INFO] [TRAIN] epoch=50, iter=18570/80000, loss=0.1088, lr=0.007884, batch_cost=1.0361, reader_cost=0.0052 | ETA 17:40:44
2020-11-05 20:37:07 [INFO] [TRAIN] epoch=50, iter=18580/80000, loss=0.1694, lr=0.007883, batch_cost=1.0438, reader_cost=0.0018 | ETA 17:48:31
2020-11-05 20:37:17 [INFO] [TRAIN] epoch=50, iter=18590/80000, loss=0.1539, lr=0.007882, batch_cost=1.0242, reader_cost=0.0033 | ETA 17:28:19
2020-11-05 20:37:27 [INFO] [TRAIN] epoch=50, iter=18600/80000, loss=0.1502, lr=0.007881, batch_cost=1.0162, reader_cost=0.0001 | ETA 17:19:52
2020-11-05 20:37:40 [INFO] [TRAIN] epoch=51, iter=18610/80000, loss=0.1201, lr=0.007880, batch_cost=1.2238, reader_cost=0.1790 | ETA 20:52:06
2020-11-05 20:37:49 [INFO] [TRAIN] epoch=51, iter=18620/80000, loss=0.1749, lr=0.007879, batch_cost=0.9833, reader_cost=0.0005 | ETA 16:45:55
2020-11-05 20:38:00 [INFO] [TRAIN] epoch=51, iter=18630/80000, loss=0.1125, lr=0.007877, batch_cost=1.0370, reader_cost=0.0002 | ETA 17:40:40
2020-11-05 20:38:10 [INFO] [TRAIN] epoch=51, iter=18640/80000, loss=0.1092, lr=0.007876, batch_cost=1.0535, reader_cost=0.0002 | ETA 17:57:25
2020-11-05 20:38:20 [INFO] [TRAIN] epoch=51, iter=18650/80000, loss=0.1268, lr=0.007875, batch_cost=0.9904, reader_cost=0.0002 | ETA 16:52:42
2020-11-05 20:38:31 [INFO] [TRAIN] epoch=51, iter=18660/80000, loss=0.1704, lr=0.007874, batch_cost=1.0658, reader_cost=0.0002 | ETA 18:09:37
2020-11-05 20:38:41 [INFO] [TRAIN] epoch=51, iter=18670/80000, loss=0.1535, lr=0.007873, batch_cost=1.0018, reader_cost=0.0002 | ETA 17:03:57
2020-11-05 20:38:51 [INFO] [TRAIN] epoch=51, iter=18680/80000, loss=0.1144, lr=0.007872, batch_cost=0.9968, reader_cost=0.0002 | ETA 16:58:41
2020-11-05 20:39:01 [INFO] [TRAIN] epoch=51, iter=18690/80000, loss=0.1090, lr=0.007871, batch_cost=1.0005, reader_cost=0.0002 | ETA 17:02:19
2020-11-05 20:39:11 [INFO] [TRAIN] epoch=51, iter=18700/80000, loss=0.2163, lr=0.007869, batch_cost=1.0285, reader_cost=0.0002 | ETA 17:30:44
2020-11-05 20:39:22 [INFO] [TRAIN] epoch=51, iter=18710/80000, loss=0.2479, lr=0.007868, batch_cost=1.0972, reader_cost=0.0002 | ETA 18:40:46
2020-11-05 20:39:32 [INFO] [TRAIN] epoch=51, iter=18720/80000, loss=0.1068, lr=0.007867, batch_cost=1.0327, reader_cost=0.0002 | ETA 17:34:44
2020-11-05 20:39:43 [INFO] [TRAIN] epoch=51, iter=18730/80000, loss=0.1204, lr=0.007866, batch_cost=1.0572, reader_cost=0.0002 | ETA 17:59:34
2020-11-05 20:39:54 [INFO] [TRAIN] epoch=51, iter=18740/80000, loss=0.1797, lr=0.007865, batch_cost=1.0971, reader_cost=0.0002 | ETA 18:40:06
2020-11-05 20:40:04 [INFO] [TRAIN] epoch=51, iter=18750/80000, loss=0.0914, lr=0.007864, batch_cost=1.0521, reader_cost=0.0002 | ETA 17:54:00
2020-11-05 20:40:15 [INFO] [TRAIN] epoch=51, iter=18760/80000, loss=0.1335, lr=0.007862, batch_cost=1.0130, reader_cost=0.0002 | ETA 17:13:57
2020-11-05 20:40:26 [INFO] [TRAIN] epoch=51, iter=18770/80000, loss=0.1118, lr=0.007861, batch_cost=1.1255, reader_cost=0.0002 | ETA 19:08:35
2020-11-05 20:40:36 [INFO] [TRAIN] epoch=51, iter=18780/80000, loss=0.1602, lr=0.007860, batch_cost=1.0481, reader_cost=0.0001 | ETA 17:49:25
2020-11-05 20:40:47 [INFO] [TRAIN] epoch=51, iter=18790/80000, loss=0.2231, lr=0.007859, batch_cost=1.0766, reader_cost=0.0002 | ETA 18:18:19
2020-11-05 20:40:57 [INFO] [TRAIN] epoch=51, iter=18800/80000, loss=0.1554, lr=0.007858, batch_cost=1.0213, reader_cost=0.0002 | ETA 17:21:44
2020-11-05 20:41:08 [INFO] [TRAIN] epoch=51, iter=18810/80000, loss=0.1069, lr=0.007857, batch_cost=1.0387, reader_cost=0.0002 | ETA 17:39:19
2020-11-05 20:41:18 [INFO] [TRAIN] epoch=51, iter=18820/80000, loss=0.1535, lr=0.007856, batch_cost=1.0678, reader_cost=0.0002 | ETA 18:08:49
2020-11-05 20:41:29 [INFO] [TRAIN] epoch=51, iter=18830/80000, loss=0.1232, lr=0.007854, batch_cost=1.0355, reader_cost=0.0002 | ETA 17:35:41
2020-11-05 20:41:39 [INFO] [TRAIN] epoch=51, iter=18840/80000, loss=0.1507, lr=0.007853, batch_cost=1.0730, reader_cost=0.0002 | ETA 18:13:46
2020-11-05 20:41:50 [INFO] [TRAIN] epoch=51, iter=18850/80000, loss=0.1142, lr=0.007852, batch_cost=1.0337, reader_cost=0.0002 | ETA 17:33:30
2020-11-05 20:42:00 [INFO] [TRAIN] epoch=51, iter=18860/80000, loss=0.1032, lr=0.007851, batch_cost=1.0532, reader_cost=0.0002 | ETA 17:53:14
2020-11-05 20:42:12 [INFO] [TRAIN] epoch=51, iter=18870/80000, loss=0.1504, lr=0.007850, batch_cost=1.1252, reader_cost=0.0002 | ETA 19:06:21
2020-11-05 20:42:23 [INFO] [TRAIN] epoch=51, iter=18880/80000, loss=0.1603, lr=0.007849, batch_cost=1.1605, reader_cost=0.0002 | ETA 19:42:11
2020-11-05 20:42:34 [INFO] [TRAIN] epoch=51, iter=18890/80000, loss=0.1254, lr=0.007847, batch_cost=1.0411, reader_cost=0.0002 | ETA 17:40:22
2020-11-05 20:42:45 [INFO] [TRAIN] epoch=51, iter=18900/80000, loss=0.1167, lr=0.007846, batch_cost=1.1128, reader_cost=0.0001 | ETA 18:53:12
2020-11-05 20:42:55 [INFO] [TRAIN] epoch=51, iter=18910/80000, loss=0.1225, lr=0.007845, batch_cost=1.0754, reader_cost=0.0002 | ETA 18:14:57
2020-11-05 20:43:06 [INFO] [TRAIN] epoch=51, iter=18920/80000, loss=0.0882, lr=0.007844, batch_cost=1.1004, reader_cost=0.0002 | ETA 18:40:12
2020-11-05 20:43:17 [INFO] [TRAIN] epoch=51, iter=18930/80000, loss=0.1405, lr=0.007843, batch_cost=1.0385, reader_cost=0.0002 | ETA 17:37:00
2020-11-05 20:43:27 [INFO] [TRAIN] epoch=51, iter=18940/80000, loss=0.1037, lr=0.007842, batch_cost=1.0302, reader_cost=0.0002 | ETA 17:28:25
2020-11-05 20:43:37 [INFO] [TRAIN] epoch=51, iter=18950/80000, loss=0.0927, lr=0.007840, batch_cost=0.9778, reader_cost=0.0002 | ETA 16:34:57
2020-11-05 20:43:47 [INFO] [TRAIN] epoch=51, iter=18960/80000, loss=0.1420, lr=0.007839, batch_cost=0.9977, reader_cost=0.0002 | ETA 16:54:58
2020-11-05 20:43:57 [INFO] [TRAIN] epoch=51, iter=18970/80000, loss=0.1196, lr=0.007838, batch_cost=0.9970, reader_cost=0.0001 | ETA 16:54:07
2020-11-05 20:44:10 [INFO] [TRAIN] epoch=52, iter=18980/80000, loss=0.1318, lr=0.007837, batch_cost=1.3488, reader_cost=0.1691 | ETA 22:51:44
2020-11-05 20:44:23 [INFO] [TRAIN] epoch=52, iter=18990/80000, loss=0.1421, lr=0.007836, batch_cost=1.2669, reader_cost=0.0005 | ETA 21:28:10
2020-11-05 20:44:34 [INFO] [TRAIN] epoch=52, iter=19000/80000, loss=0.1089, lr=0.007835, batch_cost=1.0663, reader_cost=0.0007 | ETA 18:04:05
2020-11-05 20:44:45 [INFO] [TRAIN] epoch=52, iter=19010/80000, loss=0.1075, lr=0.007834, batch_cost=1.0789, reader_cost=0.0014 | ETA 18:16:43
2020-11-05 20:44:55 [INFO] [TRAIN] epoch=52, iter=19020/80000, loss=0.1065, lr=0.007832, batch_cost=1.0236, reader_cost=0.0002 | ETA 17:20:19
2020-11-05 20:45:06 [INFO] [TRAIN] epoch=52, iter=19030/80000, loss=0.2004, lr=0.007831, batch_cost=1.0832, reader_cost=0.0002 | ETA 18:20:41
2020-11-05 20:45:16 [INFO] [TRAIN] epoch=52, iter=19040/80000, loss=0.0929, lr=0.007830, batch_cost=1.0499, reader_cost=0.0002 | ETA 17:46:42
2020-11-05 20:45:27 [INFO] [TRAIN] epoch=52, iter=19050/80000, loss=0.2156, lr=0.007829, batch_cost=1.0479, reader_cost=0.0002 | ETA 17:44:31
2020-11-05 20:45:37 [INFO] [TRAIN] epoch=52, iter=19060/80000, loss=0.0929, lr=0.007828, batch_cost=1.0415, reader_cost=0.0002 | ETA 17:37:51
2020-11-05 20:45:48 [INFO] [TRAIN] epoch=52, iter=19070/80000, loss=0.1553, lr=0.007827, batch_cost=1.0531, reader_cost=0.0002 | ETA 17:49:23
2020-11-05 20:45:58 [INFO] [TRAIN] epoch=52, iter=19080/80000, loss=0.1281, lr=0.007825, batch_cost=1.0518, reader_cost=0.0002 | ETA 17:47:56
2020-11-05 20:46:09 [INFO] [TRAIN] epoch=52, iter=19090/80000, loss=0.1516, lr=0.007824, batch_cost=1.0470, reader_cost=0.0002 | ETA 17:42:51
2020-11-05 20:46:19 [INFO] [TRAIN] epoch=52, iter=19100/80000, loss=0.1218, lr=0.007823, batch_cost=1.0124, reader_cost=0.0002 | ETA 17:07:33
2020-11-05 20:46:29 [INFO] [TRAIN] epoch=52, iter=19110/80000, loss=0.1584, lr=0.007822, batch_cost=1.0447, reader_cost=0.0002 | ETA 17:40:11
2020-11-05 20:46:39 [INFO] [TRAIN] epoch=52, iter=19120/80000, loss=0.0988, lr=0.007821, batch_cost=1.0283, reader_cost=0.0002 | ETA 17:23:22
2020-11-05 20:46:49 [INFO] [TRAIN] epoch=52, iter=19130/80000, loss=0.1524, lr=0.007820, batch_cost=0.9775, reader_cost=0.0002 | ETA 16:31:38
2020-11-05 20:46:59 [INFO] [TRAIN] epoch=52, iter=19140/80000, loss=0.1290, lr=0.007819, batch_cost=0.9967, reader_cost=0.0002 | ETA 16:51:01
2020-11-05 20:47:09 [INFO] [TRAIN] epoch=52, iter=19150/80000, loss=0.1376, lr=0.007817, batch_cost=1.0072, reader_cost=0.0002 | ETA 17:01:26
2020-11-05 20:47:19 [INFO] [TRAIN] epoch=52, iter=19160/80000, loss=0.2403, lr=0.007816, batch_cost=0.9798, reader_cost=0.0002 | ETA 16:33:33
2020-11-05 20:47:29 [INFO] [TRAIN] epoch=52, iter=19170/80000, loss=0.2170, lr=0.007815, batch_cost=0.9784, reader_cost=0.0002 | ETA 16:31:57
2020-11-05 20:47:39 [INFO] [TRAIN] epoch=52, iter=19180/80000, loss=0.0628, lr=0.007814, batch_cost=0.9933, reader_cost=0.0002 | ETA 16:46:49
2020-11-05 20:47:49 [INFO] [TRAIN] epoch=52, iter=19190/80000, loss=0.1373, lr=0.007813, batch_cost=1.0273, reader_cost=0.0002 | ETA 17:21:09
2020-11-05 20:47:59 [INFO] [TRAIN] epoch=52, iter=19200/80000, loss=0.1035, lr=0.007812, batch_cost=1.0134, reader_cost=0.0002 | ETA 17:06:57
2020-11-05 20:48:09 [INFO] [TRAIN] epoch=52, iter=19210/80000, loss=0.1284, lr=0.007810, batch_cost=1.0356, reader_cost=0.0001 | ETA 17:29:13
2020-11-05 20:48:20 [INFO] [TRAIN] epoch=52, iter=19220/80000, loss=0.1238, lr=0.007809, batch_cost=1.0590, reader_cost=0.0002 | ETA 17:52:43
2020-11-05 20:48:31 [INFO] [TRAIN] epoch=52, iter=19230/80000, loss=0.2364, lr=0.007808, batch_cost=1.0517, reader_cost=0.0002 | ETA 17:45:09
2020-11-05 20:48:41 [INFO] [TRAIN] epoch=52, iter=19240/80000, loss=0.1966, lr=0.007807, batch_cost=1.0151, reader_cost=0.0002 | ETA 17:07:55
2020-11-05 20:48:51 [INFO] [TRAIN] epoch=52, iter=19250/80000, loss=0.1647, lr=0.007806, batch_cost=1.0228, reader_cost=0.0002 | ETA 17:15:36
2020-11-05 20:49:01 [INFO] [TRAIN] epoch=52, iter=19260/80000, loss=0.1486, lr=0.007805, batch_cost=1.0168, reader_cost=0.0002 | ETA 17:09:18
2020-11-05 20:49:12 [INFO] [TRAIN] epoch=52, iter=19270/80000, loss=0.2223, lr=0.007803, batch_cost=1.0532, reader_cost=0.0002 | ETA 17:46:02
2020-11-05 20:49:22 [INFO] [TRAIN] epoch=52, iter=19280/80000, loss=0.1332, lr=0.007802, batch_cost=1.0409, reader_cost=0.0002 | ETA 17:33:22
2020-11-05 20:49:33 [INFO] [TRAIN] epoch=52, iter=19290/80000, loss=0.0818, lr=0.007801, batch_cost=1.0448, reader_cost=0.0002 | ETA 17:37:12
2020-11-05 20:49:43 [INFO] [TRAIN] epoch=52, iter=19300/80000, loss=0.1230, lr=0.007800, batch_cost=1.0273, reader_cost=0.0002 | ETA 17:19:16
2020-11-05 20:49:53 [INFO] [TRAIN] epoch=52, iter=19310/80000, loss=0.1825, lr=0.007799, batch_cost=1.0123, reader_cost=0.0002 | ETA 17:03:54
2020-11-05 20:50:03 [INFO] [TRAIN] epoch=52, iter=19320/80000, loss=0.1585, lr=0.007798, batch_cost=1.0558, reader_cost=0.0002 | ETA 17:47:45
2020-11-05 20:50:15 [INFO] [TRAIN] epoch=52, iter=19330/80000, loss=0.1871, lr=0.007797, batch_cost=1.1227, reader_cost=0.0002 | ETA 18:55:12
2020-11-05 20:50:25 [INFO] [TRAIN] epoch=52, iter=19340/80000, loss=0.1640, lr=0.007795, batch_cost=0.9965, reader_cost=0.0001 | ETA 16:47:28
2020-11-05 20:50:38 [INFO] [TRAIN] epoch=53, iter=19350/80000, loss=0.1305, lr=0.007794, batch_cost=1.2847, reader_cost=0.1587 | ETA 21:38:37
2020-11-05 20:50:48 [INFO] [TRAIN] epoch=53, iter=19360/80000, loss=0.1181, lr=0.007793, batch_cost=1.0345, reader_cost=0.0005 | ETA 17:25:34
2020-11-05 20:50:58 [INFO] [TRAIN] epoch=53, iter=19370/80000, loss=0.1892, lr=0.007792, batch_cost=1.0323, reader_cost=0.0002 | ETA 17:23:09
2020-11-05 20:51:08 [INFO] [TRAIN] epoch=53, iter=19380/80000, loss=0.1816, lr=0.007791, batch_cost=1.0303, reader_cost=0.0002 | ETA 17:20:58
2020-11-05 20:51:19 [INFO] [TRAIN] epoch=53, iter=19390/80000, loss=0.1229, lr=0.007790, batch_cost=1.0068, reader_cost=0.0002 | ETA 16:57:04
2020-11-05 20:51:29 [INFO] [TRAIN] epoch=53, iter=19400/80000, loss=0.1680, lr=0.007788, batch_cost=1.0238, reader_cost=0.0002 | ETA 17:14:02
2020-11-05 20:51:40 [INFO] [TRAIN] epoch=53, iter=19410/80000, loss=0.1344, lr=0.007787, batch_cost=1.0785, reader_cost=0.0002 | ETA 18:09:08
2020-11-05 20:51:50 [INFO] [TRAIN] epoch=53, iter=19420/80000, loss=0.2376, lr=0.007786, batch_cost=1.0759, reader_cost=0.0002 | ETA 18:06:20
2020-11-05 20:52:03 [INFO] [TRAIN] epoch=53, iter=19430/80000, loss=0.2038, lr=0.007785, batch_cost=1.2827, reader_cost=0.0013 | ETA 21:34:56
2020-11-05 20:52:14 [INFO] [TRAIN] epoch=53, iter=19440/80000, loss=0.1489, lr=0.007784, batch_cost=1.0480, reader_cost=0.0001 | ETA 17:37:46
2020-11-05 20:52:24 [INFO] [TRAIN] epoch=53, iter=19450/80000, loss=0.1543, lr=0.007783, batch_cost=1.0665, reader_cost=0.0002 | ETA 17:56:19
2020-11-05 20:52:35 [INFO] [TRAIN] epoch=53, iter=19460/80000, loss=0.0884, lr=0.007782, batch_cost=1.0796, reader_cost=0.0002 | ETA 18:09:19
2020-11-05 20:52:46 [INFO] [TRAIN] epoch=53, iter=19470/80000, loss=0.0904, lr=0.007780, batch_cost=1.0648, reader_cost=0.0002 | ETA 17:54:09
2020-11-05 20:52:56 [INFO] [TRAIN] epoch=53, iter=19480/80000, loss=0.1278, lr=0.007779, batch_cost=1.0137, reader_cost=0.0002 | ETA 17:02:31
2020-11-05 20:53:07 [INFO] [TRAIN] epoch=53, iter=19490/80000, loss=0.1163, lr=0.007778, batch_cost=1.0961, reader_cost=0.0005 | ETA 18:25:25
2020-11-05 20:53:17 [INFO] [TRAIN] epoch=53, iter=19500/80000, loss=0.1184, lr=0.007777, batch_cost=1.0441, reader_cost=0.0002 | ETA 17:32:46
2020-11-05 20:53:28 [INFO] [TRAIN] epoch=53, iter=19510/80000, loss=0.1425, lr=0.007776, batch_cost=1.0596, reader_cost=0.0002 | ETA 17:48:14
2020-11-05 20:53:38 [INFO] [TRAIN] epoch=53, iter=19520/80000, loss=0.1129, lr=0.007775, batch_cost=1.0322, reader_cost=0.0002 | ETA 17:20:25
2020-11-05 20:53:50 [INFO] [TRAIN] epoch=53, iter=19530/80000, loss=0.1634, lr=0.007773, batch_cost=1.1943, reader_cost=0.0002 | ETA 20:03:38
2020-11-05 20:54:00 [INFO] [TRAIN] epoch=53, iter=19540/80000, loss=0.1195, lr=0.007772, batch_cost=1.0333, reader_cost=0.0002 | ETA 17:21:12
2020-11-05 20:54:11 [INFO] [TRAIN] epoch=53, iter=19550/80000, loss=0.0891, lr=0.007771, batch_cost=1.0604, reader_cost=0.0002 | ETA 17:48:21
2020-11-05 20:54:23 [INFO] [TRAIN] epoch=53, iter=19560/80000, loss=0.1029, lr=0.007770, batch_cost=1.1757, reader_cost=0.0002 | ETA 19:44:19
2020-11-05 20:54:33 [INFO] [TRAIN] epoch=53, iter=19570/80000, loss=0.1146, lr=0.007769, batch_cost=1.0525, reader_cost=0.0002 | ETA 17:40:00
2020-11-05 20:54:44 [INFO] [TRAIN] epoch=53, iter=19580/80000, loss=0.1124, lr=0.007768, batch_cost=1.0635, reader_cost=0.0002 | ETA 17:50:55
2020-11-05 20:54:54 [INFO] [TRAIN] epoch=53, iter=19590/80000, loss=0.1339, lr=0.007766, batch_cost=1.0221, reader_cost=0.0002 | ETA 17:09:03
2020-11-05 20:55:04 [INFO] [TRAIN] epoch=53, iter=19600/80000, loss=0.1455, lr=0.007765, batch_cost=0.9999, reader_cost=0.0002 | ETA 16:46:34
2020-11-05 20:55:14 [INFO] [TRAIN] epoch=53, iter=19610/80000, loss=0.1206, lr=0.007764, batch_cost=1.0216, reader_cost=0.0002 | ETA 17:08:14
2020-11-05 20:55:25 [INFO] [TRAIN] epoch=53, iter=19620/80000, loss=0.1432, lr=0.007763, batch_cost=1.0727, reader_cost=0.0031 | ETA 17:59:30
2020-11-05 20:55:36 [INFO] [TRAIN] epoch=53, iter=19630/80000, loss=0.2082, lr=0.007762, batch_cost=1.0494, reader_cost=0.0002 | ETA 17:35:51
2020-11-05 20:55:47 [INFO] [TRAIN] epoch=53, iter=19640/80000, loss=0.1219, lr=0.007761, batch_cost=1.1302, reader_cost=0.0002 | ETA 18:56:58
2020-11-05 20:55:58 [INFO] [TRAIN] epoch=53, iter=19650/80000, loss=0.1749, lr=0.007760, batch_cost=1.0939, reader_cost=0.0002 | ETA 18:20:16
2020-11-05 20:56:08 [INFO] [TRAIN] epoch=53, iter=19660/80000, loss=0.0745, lr=0.007758, batch_cost=1.0583, reader_cost=0.0002 | ETA 17:44:15
2020-11-05 20:56:19 [INFO] [TRAIN] epoch=53, iter=19670/80000, loss=0.1142, lr=0.007757, batch_cost=1.0511, reader_cost=0.0002 | ETA 17:36:55
2020-11-05 20:56:30 [INFO] [TRAIN] epoch=53, iter=19680/80000, loss=0.1190, lr=0.007756, batch_cost=1.0771, reader_cost=0.0002 | ETA 18:02:50
2020-11-05 20:56:40 [INFO] [TRAIN] epoch=53, iter=19690/80000, loss=0.1320, lr=0.007755, batch_cost=1.0054, reader_cost=0.0002 | ETA 16:50:34
2020-11-05 20:56:50 [INFO] [TRAIN] epoch=53, iter=19700/80000, loss=0.1317, lr=0.007754, batch_cost=1.0532, reader_cost=0.0002 | ETA 17:38:28
2020-11-05 20:57:01 [INFO] [TRAIN] epoch=53, iter=19710/80000, loss=0.1265, lr=0.007753, batch_cost=1.0582, reader_cost=0.0002 | ETA 17:43:18
2020-11-05 20:57:14 [INFO] [TRAIN] epoch=54, iter=19720/80000, loss=0.1624, lr=0.007751, batch_cost=1.2725, reader_cost=0.1204 | ETA 21:18:25
2020-11-05 20:57:24 [INFO] [TRAIN] epoch=54, iter=19730/80000, loss=0.1437, lr=0.007750, batch_cost=1.0008, reader_cost=0.0005 | ETA 16:45:21
2020-11-05 20:57:33 [INFO] [TRAIN] epoch=54, iter=19740/80000, loss=0.2099, lr=0.007749, batch_cost=0.9748, reader_cost=0.0002 | ETA 16:19:03
2020-11-05 20:57:43 [INFO] [TRAIN] epoch=54, iter=19750/80000, loss=0.1447, lr=0.007748, batch_cost=0.9762, reader_cost=0.0002 | ETA 16:20:18
2020-11-05 20:57:53 [INFO] [TRAIN] epoch=54, iter=19760/80000, loss=0.1035, lr=0.007747, batch_cost=0.9954, reader_cost=0.0002 | ETA 16:39:22
2020-11-05 20:58:03 [INFO] [TRAIN] epoch=54, iter=19770/80000, loss=0.1512, lr=0.007746, batch_cost=0.9916, reader_cost=0.0002 | ETA 16:35:21
2020-11-05 20:58:13 [INFO] [TRAIN] epoch=54, iter=19780/80000, loss=0.1294, lr=0.007744, batch_cost=1.0183, reader_cost=0.0002 | ETA 17:02:02
2020-11-05 20:58:24 [INFO] [TRAIN] epoch=54, iter=19790/80000, loss=0.1600, lr=0.007743, batch_cost=1.0371, reader_cost=0.0002 | ETA 17:20:44
2020-11-05 20:58:34 [INFO] [TRAIN] epoch=54, iter=19800/80000, loss=0.1129, lr=0.007742, batch_cost=1.0041, reader_cost=0.0002 | ETA 16:47:29
2020-11-05 20:58:44 [INFO] [TRAIN] epoch=54, iter=19810/80000, loss=0.1853, lr=0.007741, batch_cost=1.0352, reader_cost=0.0002 | ETA 17:18:30
2020-11-05 20:58:54 [INFO] [TRAIN] epoch=54, iter=19820/80000, loss=0.1516, lr=0.007740, batch_cost=0.9975, reader_cost=0.0002 | ETA 16:40:27
2020-11-05 20:59:05 [INFO] [TRAIN] epoch=54, iter=19830/80000, loss=0.1553, lr=0.007739, batch_cost=1.0561, reader_cost=0.0002 | ETA 17:39:03
2020-11-05 20:59:15 [INFO] [TRAIN] epoch=54, iter=19840/80000, loss=0.1487, lr=0.007738, batch_cost=1.0853, reader_cost=0.0002 | ETA 18:08:13
2020-11-05 20:59:27 [INFO] [TRAIN] epoch=54, iter=19850/80000, loss=0.1180, lr=0.007736, batch_cost=1.1852, reader_cost=0.0002 | ETA 19:48:12
2020-11-05 20:59:39 [INFO] [TRAIN] epoch=54, iter=19860/80000, loss=0.1970, lr=0.007735, batch_cost=1.1399, reader_cost=0.0002 | ETA 19:02:34
2020-11-05 20:59:49 [INFO] [TRAIN] epoch=54, iter=19870/80000, loss=0.1342, lr=0.007734, batch_cost=1.0372, reader_cost=0.0002 | ETA 17:19:25
2020-11-05 20:59:59 [INFO] [TRAIN] epoch=54, iter=19880/80000, loss=0.1085, lr=0.007733, batch_cost=1.0410, reader_cost=0.0002 | ETA 17:23:07
2020-11-05 21:00:10 [INFO] [TRAIN] epoch=54, iter=19890/80000, loss=0.1318, lr=0.007732, batch_cost=1.0369, reader_cost=0.0002 | ETA 17:18:47
2020-11-05 21:00:20 [INFO] [TRAIN] epoch=54, iter=19900/80000, loss=0.1774, lr=0.007731, batch_cost=1.0075, reader_cost=0.0002 | ETA 16:49:08
2020-11-05 21:00:30 [INFO] [TRAIN] epoch=54, iter=19910/80000, loss=0.1748, lr=0.007729, batch_cost=1.0274, reader_cost=0.0003 | ETA 17:08:56
2020-11-05 21:00:41 [INFO] [TRAIN] epoch=54, iter=19920/80000, loss=0.1170, lr=0.007728, batch_cost=1.0406, reader_cost=0.0002 | ETA 17:22:00
2020-11-05 21:00:51 [INFO] [TRAIN] epoch=54, iter=19930/80000, loss=0.0919, lr=0.007727, batch_cost=1.0424, reader_cost=0.0002 | ETA 17:23:37
2020-11-05 21:01:01 [INFO] [TRAIN] epoch=54, iter=19940/80000, loss=0.1133, lr=0.007726, batch_cost=1.0406, reader_cost=0.0002 | ETA 17:21:38
2020-11-05 21:01:12 [INFO] [TRAIN] epoch=54, iter=19950/80000, loss=0.0892, lr=0.007725, batch_cost=1.0234, reader_cost=0.0002 | ETA 17:04:12
2020-11-05 21:01:24 [INFO] [TRAIN] epoch=54, iter=19960/80000, loss=0.1614, lr=0.007724, batch_cost=1.1979, reader_cost=0.0002 | ETA 19:58:42
2020-11-05 21:01:34 [INFO] [TRAIN] epoch=54, iter=19970/80000, loss=0.1092, lr=0.007722, batch_cost=1.0779, reader_cost=0.0002 | ETA 17:58:25
2020-11-05 21:01:44 [INFO] [TRAIN] epoch=54, iter=19980/80000, loss=0.1348, lr=0.007721, batch_cost=0.9925, reader_cost=0.0002 | ETA 16:32:51
2020-11-05 21:01:54 [INFO] [TRAIN] epoch=54, iter=19990/80000, loss=0.1721, lr=0.007720, batch_cost=0.9863, reader_cost=0.0002 | ETA 16:26:28
2020-11-05 21:02:04 [INFO] [TRAIN] epoch=54, iter=20000/80000, loss=0.1781, lr=0.007719, batch_cost=1.0188, reader_cost=0.0002 | ETA 16:58:49
2020-11-05 21:02:10 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 21:07:24 [INFO] [EVAL] #Images=500 mIoU=0.7604 Acc=0.9566 Kappa=0.9438
2020-11-05 21:07:24 [INFO] [EVAL] Category IoU:
[0.9781 0.8291 0.9181 0.5951 0.5641 0.6305 0.6898 0.7918 0.918 0.6315
0.9418 0.8114 0.6361 0.948 0.7289 0.8274 0.6053 0.6387 0.7644]
2020-11-05 21:07:24 [INFO] [EVAL] Category Acc:
[0.989 0.9166 0.9733 0.818 0.6562 0.7619 0.7633 0.8829 0.9391 0.8736
0.9754 0.8601 0.7803 0.974 0.7735 0.8835 0.7876 0.7623 0.8432]
2020-11-05 21:07:27 [INFO] [EVAL] The model with the best validation mIoU (0.7604) was saved at iter 20000.
2020-11-05 21:07:37 [INFO] [TRAIN] epoch=54, iter=20010/80000, loss=0.1619, lr=0.007718, batch_cost=1.0167, reader_cost=0.0002 | ETA 16:56:34
2020-11-05 21:07:47 [INFO] [TRAIN] epoch=54, iter=20020/80000, loss=0.1646, lr=0.007717, batch_cost=1.0087, reader_cost=0.0002 | ETA 16:48:21
2020-11-05 21:07:57 [INFO] [TRAIN] epoch=54, iter=20030/80000, loss=0.0942, lr=0.007716, batch_cost=0.9949, reader_cost=0.0002 | ETA 16:34:24
2020-11-05 21:08:07 [INFO] [TRAIN] epoch=54, iter=20040/80000, loss=0.0993, lr=0.007714, batch_cost=0.9848, reader_cost=0.0002 | ETA 16:24:06
2020-11-05 21:08:17 [INFO] [TRAIN] epoch=54, iter=20050/80000, loss=0.1475, lr=0.007713, batch_cost=1.0090, reader_cost=0.0023 | ETA 16:48:10
2020-11-05 21:08:27 [INFO] [TRAIN] epoch=54, iter=20060/80000, loss=0.0950, lr=0.007712, batch_cost=1.0138, reader_cost=0.0002 | ETA 16:52:45
2020-11-05 21:08:37 [INFO] [TRAIN] epoch=54, iter=20070/80000, loss=0.1238, lr=0.007711, batch_cost=0.9907, reader_cost=0.0002 | ETA 16:29:34
2020-11-05 21:08:48 [INFO] [TRAIN] epoch=54, iter=20080/80000, loss=0.1567, lr=0.007710, batch_cost=1.0565, reader_cost=0.0002 | ETA 17:35:07
2020-11-05 21:09:00 [INFO] [TRAIN] epoch=55, iter=20090/80000, loss=0.1989, lr=0.007709, batch_cost=1.2115, reader_cost=0.1626 | ETA 20:09:41
2020-11-05 21:09:11 [INFO] [TRAIN] epoch=55, iter=20100/80000, loss=0.1840, lr=0.007707, batch_cost=1.1008, reader_cost=0.0002 | ETA 18:18:59
2020-11-05 21:09:22 [INFO] [TRAIN] epoch=55, iter=20110/80000, loss=0.1653, lr=0.007706, batch_cost=1.1652, reader_cost=0.0020 | ETA 19:23:04
2020-11-05 21:09:35 [INFO] [TRAIN] epoch=55, iter=20120/80000, loss=0.1012, lr=0.007705, batch_cost=1.2115, reader_cost=0.0002 | ETA 20:09:03
2020-11-05 21:09:45 [INFO] [TRAIN] epoch=55, iter=20130/80000, loss=0.1508, lr=0.007704, batch_cost=1.0765, reader_cost=0.0002 | ETA 17:54:10
2020-11-05 21:09:56 [INFO] [TRAIN] epoch=55, iter=20140/80000, loss=0.1671, lr=0.007703, batch_cost=1.0920, reader_cost=0.0002 | ETA 18:09:24
2020-11-05 21:10:07 [INFO] [TRAIN] epoch=55, iter=20150/80000, loss=0.1390, lr=0.007702, batch_cost=1.0387, reader_cost=0.0002 | ETA 17:16:04
2020-11-05 21:10:17 [INFO] [TRAIN] epoch=55, iter=20160/80000, loss=0.1602, lr=0.007700, batch_cost=1.0333, reader_cost=0.0002 | ETA 17:10:32
2020-11-05 21:10:27 [INFO] [TRAIN] epoch=55, iter=20170/80000, loss=0.6006, lr=0.007699, batch_cost=1.0211, reader_cost=0.0002 | ETA 16:58:13
2020-11-05 21:10:38 [INFO] [TRAIN] epoch=55, iter=20180/80000, loss=0.1710, lr=0.007698, batch_cost=1.0450, reader_cost=0.0002 | ETA 17:21:54
2020-11-05 21:10:48 [INFO] [TRAIN] epoch=55, iter=20190/80000, loss=0.1043, lr=0.007697, batch_cost=1.0773, reader_cost=0.0002 | ETA 17:53:52
2020-11-05 21:10:59 [INFO] [TRAIN] epoch=55, iter=20200/80000, loss=0.1198, lr=0.007696, batch_cost=1.0422, reader_cost=0.0002 | ETA 17:18:40
2020-11-05 21:11:09 [INFO] [TRAIN] epoch=55, iter=20210/80000, loss=0.1421, lr=0.007695, batch_cost=1.0331, reader_cost=0.0002 | ETA 17:09:30
2020-11-05 21:11:20 [INFO] [TRAIN] epoch=55, iter=20220/80000, loss=0.1609, lr=0.007694, batch_cost=1.0508, reader_cost=0.0002 | ETA 17:26:57
2020-11-05 21:11:30 [INFO] [TRAIN] epoch=55, iter=20230/80000, loss=0.1603, lr=0.007692, batch_cost=1.0488, reader_cost=0.0002 | ETA 17:24:48
2020-11-05 21:11:41 [INFO] [TRAIN] epoch=55, iter=20240/80000, loss=0.1288, lr=0.007691, batch_cost=1.0673, reader_cost=0.0002 | ETA 17:42:59
2020-11-05 21:11:51 [INFO] [TRAIN] epoch=55, iter=20250/80000, loss=0.1154, lr=0.007690, batch_cost=1.0079, reader_cost=0.0002 | ETA 16:43:40
2020-11-05 21:12:01 [INFO] [TRAIN] epoch=55, iter=20260/80000, loss=0.1193, lr=0.007689, batch_cost=1.0379, reader_cost=0.0002 | ETA 17:13:21
2020-11-05 21:12:12 [INFO] [TRAIN] epoch=55, iter=20270/80000, loss=0.1113, lr=0.007688, batch_cost=1.0967, reader_cost=0.0002 | ETA 18:11:47
2020-11-05 21:12:23 [INFO] [TRAIN] epoch=55, iter=20280/80000, loss=0.1180, lr=0.007687, batch_cost=1.0374, reader_cost=0.0011 | ETA 17:12:35
2020-11-05 21:12:32 [INFO] [TRAIN] epoch=55, iter=20290/80000, loss=0.1325, lr=0.007685, batch_cost=0.9834, reader_cost=0.0002 | ETA 16:18:40
2020-11-05 21:12:42 [INFO] [TRAIN] epoch=55, iter=20300/80000, loss=0.1233, lr=0.007684, batch_cost=0.9781, reader_cost=0.0002 | ETA 16:13:13
2020-11-05 21:12:52 [INFO] [TRAIN] epoch=55, iter=20310/80000, loss=0.1172, lr=0.007683, batch_cost=0.9781, reader_cost=0.0002 | ETA 16:13:04
2020-11-05 21:13:02 [INFO] [TRAIN] epoch=55, iter=20320/80000, loss=0.0860, lr=0.007682, batch_cost=0.9872, reader_cost=0.0002 | ETA 16:21:58
2020-11-05 21:13:12 [INFO] [TRAIN] epoch=55, iter=20330/80000, loss=0.1163, lr=0.007681, batch_cost=0.9767, reader_cost=0.0002 | ETA 16:11:16
2020-11-05 21:13:22 [INFO] [TRAIN] epoch=55, iter=20340/80000, loss=0.1170, lr=0.007680, batch_cost=0.9878, reader_cost=0.0002 | ETA 16:22:12
2020-11-05 21:13:31 [INFO] [TRAIN] epoch=55, iter=20350/80000, loss=0.1378, lr=0.007678, batch_cost=0.9783, reader_cost=0.0002 | ETA 16:12:37
2020-11-05 21:13:41 [INFO] [TRAIN] epoch=55, iter=20360/80000, loss=0.1404, lr=0.007677, batch_cost=0.9919, reader_cost=0.0002 | ETA 16:25:58
2020-11-05 21:13:51 [INFO] [TRAIN] epoch=55, iter=20370/80000, loss=0.1896, lr=0.007676, batch_cost=1.0160, reader_cost=0.0002 | ETA 16:49:41
2020-11-05 21:14:02 [INFO] [TRAIN] epoch=55, iter=20380/80000, loss=0.1468, lr=0.007675, batch_cost=1.0276, reader_cost=0.0002 | ETA 17:01:05
2020-11-05 21:14:12 [INFO] [TRAIN] epoch=55, iter=20390/80000, loss=0.1372, lr=0.007674, batch_cost=1.0604, reader_cost=0.0002 | ETA 17:33:32
2020-11-05 21:14:25 [INFO] [TRAIN] epoch=55, iter=20400/80000, loss=0.0823, lr=0.007673, batch_cost=1.3099, reader_cost=0.0002 | ETA 21:41:09
2020-11-05 21:14:36 [INFO] [TRAIN] epoch=55, iter=20410/80000, loss=0.1402, lr=0.007672, batch_cost=1.0724, reader_cost=0.0011 | ETA 17:45:04
2020-11-05 21:14:47 [INFO] [TRAIN] epoch=55, iter=20420/80000, loss=0.1746, lr=0.007670, batch_cost=1.0580, reader_cost=0.0002 | ETA 17:30:38
2020-11-05 21:14:57 [INFO] [TRAIN] epoch=55, iter=20430/80000, loss=0.1171, lr=0.007669, batch_cost=1.0277, reader_cost=0.0002 | ETA 17:00:20
2020-11-05 21:15:07 [INFO] [TRAIN] epoch=55, iter=20440/80000, loss=0.1385, lr=0.007668, batch_cost=1.0339, reader_cost=0.0002 | ETA 17:06:19
2020-11-05 21:15:17 [INFO] [TRAIN] epoch=55, iter=20450/80000, loss=0.2348, lr=0.007667, batch_cost=1.0147, reader_cost=0.0002 | ETA 16:47:03
2020-11-05 21:15:27 [INFO] [TRAIN] epoch=55, iter=20460/80000, loss=0.1314, lr=0.007666, batch_cost=0.9941, reader_cost=0.0001 | ETA 16:26:26
2020-11-05 21:15:40 [INFO] [TRAIN] epoch=56, iter=20470/80000, loss=0.1055, lr=0.007665, batch_cost=1.2807, reader_cost=0.1161 | ETA 21:10:37
2020-11-05 21:15:50 [INFO] [TRAIN] epoch=56, iter=20480/80000, loss=0.1828, lr=0.007663, batch_cost=0.9971, reader_cost=0.0005 | ETA 16:29:10
2020-11-05 21:16:00 [INFO] [TRAIN] epoch=56, iter=20490/80000, loss=0.1501, lr=0.007662, batch_cost=1.0004, reader_cost=0.0002 | ETA 16:32:15
2020-11-05 21:16:10 [INFO] [TRAIN] epoch=56, iter=20500/80000, loss=0.1325, lr=0.007661, batch_cost=1.0294, reader_cost=0.0002 | ETA 17:00:46
2020-11-05 21:16:22 [INFO] [TRAIN] epoch=56, iter=20510/80000, loss=0.1258, lr=0.007660, batch_cost=1.1200, reader_cost=0.0002 | ETA 18:30:30
2020-11-05 21:16:32 [INFO] [TRAIN] epoch=56, iter=20520/80000, loss=0.1601, lr=0.007659, batch_cost=1.0387, reader_cost=0.0002 | ETA 17:09:41
2020-11-05 21:16:43 [INFO] [TRAIN] epoch=56, iter=20530/80000, loss=0.1288, lr=0.007658, batch_cost=1.0535, reader_cost=0.0002 | ETA 17:24:12
2020-11-05 21:16:53 [INFO] [TRAIN] epoch=56, iter=20540/80000, loss=0.1796, lr=0.007656, batch_cost=1.0191, reader_cost=0.0002 | ETA 16:49:53
2020-11-05 21:17:03 [INFO] [TRAIN] epoch=56, iter=20550/80000, loss=0.1295, lr=0.007655, batch_cost=1.0124, reader_cost=0.0002 | ETA 16:43:05
2020-11-05 21:17:13 [INFO] [TRAIN] epoch=56, iter=20560/80000, loss=0.1594, lr=0.007654, batch_cost=1.0463, reader_cost=0.0002 | ETA 17:16:30
2020-11-05 21:17:30 [INFO] [TRAIN] epoch=56, iter=20570/80000, loss=0.1012, lr=0.007653, batch_cost=1.6238, reader_cost=0.0002 | ETA 26:48:22
2020-11-05 21:17:43 [INFO] [TRAIN] epoch=56, iter=20580/80000, loss=0.1059, lr=0.007652, batch_cost=1.3172, reader_cost=0.0002 | ETA 21:44:28
2020-11-05 21:17:53 [INFO] [TRAIN] epoch=56, iter=20590/80000, loss=0.1149, lr=0.007651, batch_cost=1.0386, reader_cost=0.0002 | ETA 17:08:24
2020-11-05 21:18:03 [INFO] [TRAIN] epoch=56, iter=20600/80000, loss=0.1705, lr=0.007650, batch_cost=1.0332, reader_cost=0.0002 | ETA 17:02:52
2020-11-05 21:18:14 [INFO] [TRAIN] epoch=56, iter=20610/80000, loss=0.0949, lr=0.007648, batch_cost=1.0967, reader_cost=0.0003 | ETA 18:05:30
2020-11-05 21:18:25 [INFO] [TRAIN] epoch=56, iter=20620/80000, loss=0.0873, lr=0.007647, batch_cost=1.0261, reader_cost=0.0002 | ETA 16:55:28
2020-11-05 21:18:36 [INFO] [TRAIN] epoch=56, iter=20630/80000, loss=0.1377, lr=0.007646, batch_cost=1.1012, reader_cost=0.0002 | ETA 18:09:38
2020-11-05 21:18:48 [INFO] [TRAIN] epoch=56, iter=20640/80000, loss=0.1172, lr=0.007645, batch_cost=1.2318, reader_cost=0.0002 | ETA 20:18:36
2020-11-05 21:18:59 [INFO] [TRAIN] epoch=56, iter=20650/80000, loss=0.1332, lr=0.007644, batch_cost=1.0698, reader_cost=0.0002 | ETA 17:38:13
2020-11-05 21:19:12 [INFO] [TRAIN] epoch=56, iter=20660/80000, loss=0.1471, lr=0.007643, batch_cost=1.3043, reader_cost=0.0002 | ETA 21:29:54
2020-11-05 21:19:23 [INFO] [TRAIN] epoch=56, iter=20670/80000, loss=0.1090, lr=0.007641, batch_cost=1.1054, reader_cost=0.0010 | ETA 18:13:01
2020-11-05 21:19:34 [INFO] [TRAIN] epoch=56, iter=20680/80000, loss=0.1742, lr=0.007640, batch_cost=1.1261, reader_cost=0.0002 | ETA 18:33:20
2020-11-05 21:19:44 [INFO] [TRAIN] epoch=56, iter=20690/80000, loss=0.1084, lr=0.007639, batch_cost=1.0190, reader_cost=0.0002 | ETA 16:47:17
2020-11-05 21:19:54 [INFO] [TRAIN] epoch=56, iter=20700/80000, loss=0.1101, lr=0.007638, batch_cost=1.0214, reader_cost=0.0002 | ETA 16:49:26
2020-11-05 21:20:05 [INFO] [TRAIN] epoch=56, iter=20710/80000, loss=0.1288, lr=0.007637, batch_cost=1.0416, reader_cost=0.0002 | ETA 17:09:14
2020-11-05 21:20:15 [INFO] [TRAIN] epoch=56, iter=20720/80000, loss=0.1266, lr=0.007636, batch_cost=1.0521, reader_cost=0.0002 | ETA 17:19:29
2020-11-05 21:20:26 [INFO] [TRAIN] epoch=56, iter=20730/80000, loss=0.1470, lr=0.007634, batch_cost=1.0391, reader_cost=0.0002 | ETA 17:06:25
2020-11-05 21:20:37 [INFO] [TRAIN] epoch=56, iter=20740/80000, loss=0.1343, lr=0.007633, batch_cost=1.0914, reader_cost=0.0002 | ETA 17:57:56
2020-11-05 21:20:47 [INFO] [TRAIN] epoch=56, iter=20750/80000, loss=0.1129, lr=0.007632, batch_cost=1.0642, reader_cost=0.0002 | ETA 17:30:53
2020-11-05 21:20:58 [INFO] [TRAIN] epoch=56, iter=20760/80000, loss=0.2563, lr=0.007631, batch_cost=1.1026, reader_cost=0.0002 | ETA 18:08:38
2020-11-05 21:21:10 [INFO] [TRAIN] epoch=56, iter=20770/80000, loss=0.2414, lr=0.007630, batch_cost=1.2043, reader_cost=0.0014 | ETA 19:48:49
2020-11-05 21:21:21 [INFO] [TRAIN] epoch=56, iter=20780/80000, loss=0.1035, lr=0.007629, batch_cost=1.1024, reader_cost=0.0014 | ETA 18:08:06
2020-11-05 21:21:32 [INFO] [TRAIN] epoch=56, iter=20790/80000, loss=0.1221, lr=0.007627, batch_cost=1.0396, reader_cost=0.0002 | ETA 17:05:53
2020-11-05 21:21:43 [INFO] [TRAIN] epoch=56, iter=20800/80000, loss=0.1227, lr=0.007626, batch_cost=1.1039, reader_cost=0.0002 | ETA 18:09:07
2020-11-05 21:21:54 [INFO] [TRAIN] epoch=56, iter=20810/80000, loss=0.0745, lr=0.007625, batch_cost=1.0701, reader_cost=0.0016 | ETA 17:35:38
2020-11-05 21:22:04 [INFO] [TRAIN] epoch=56, iter=20820/80000, loss=0.1657, lr=0.007624, batch_cost=1.0721, reader_cost=0.0002 | ETA 17:37:26
2020-11-05 21:22:15 [INFO] [TRAIN] epoch=56, iter=20830/80000, loss=0.1481, lr=0.007623, batch_cost=1.0180, reader_cost=0.0001 | ETA 16:43:53
2020-11-05 21:22:27 [INFO] [TRAIN] epoch=57, iter=20840/80000, loss=0.1418, lr=0.007622, batch_cost=1.2650, reader_cost=0.1968 | ETA 20:47:19
2020-11-05 21:22:38 [INFO] [TRAIN] epoch=57, iter=20850/80000, loss=0.1069, lr=0.007621, batch_cost=1.0520, reader_cost=0.0005 | ETA 17:17:08
2020-11-05 21:22:52 [INFO] [TRAIN] epoch=57, iter=20860/80000, loss=0.1698, lr=0.007619, batch_cost=1.4604, reader_cost=0.0002 | ETA 23:59:27
2020-11-05 21:23:02 [INFO] [TRAIN] epoch=57, iter=20870/80000, loss=0.1169, lr=0.007618, batch_cost=1.0150, reader_cost=0.0002 | ETA 16:40:18
2020-11-05 21:23:13 [INFO] [TRAIN] epoch=57, iter=20880/80000, loss=0.1305, lr=0.007617, batch_cost=1.0475, reader_cost=0.0002 | ETA 17:12:05
2020-11-05 21:23:24 [INFO] [TRAIN] epoch=57, iter=20890/80000, loss=0.3021, lr=0.007616, batch_cost=1.0710, reader_cost=0.0002 | ETA 17:35:05
2020-11-05 21:23:34 [INFO] [TRAIN] epoch=57, iter=20900/80000, loss=0.1174, lr=0.007615, batch_cost=1.0574, reader_cost=0.0002 | ETA 17:21:32
2020-11-05 21:23:45 [INFO] [TRAIN] epoch=57, iter=20910/80000, loss=0.1869, lr=0.007614, batch_cost=1.0629, reader_cost=0.0002 | ETA 17:26:45
2020-11-05 21:23:55 [INFO] [TRAIN] epoch=57, iter=20920/80000, loss=0.1278, lr=0.007612, batch_cost=1.0271, reader_cost=0.0002 | ETA 16:51:21
2020-11-05 21:24:05 [INFO] [TRAIN] epoch=57, iter=20930/80000, loss=0.1192, lr=0.007611, batch_cost=1.0277, reader_cost=0.0002 | ETA 16:51:46
2020-11-05 21:24:16 [INFO] [TRAIN] epoch=57, iter=20940/80000, loss=0.1427, lr=0.007610, batch_cost=1.0820, reader_cost=0.0002 | ETA 17:45:04
2020-11-05 21:24:27 [INFO] [TRAIN] epoch=57, iter=20950/80000, loss=0.1160, lr=0.007609, batch_cost=1.0508, reader_cost=0.0015 | ETA 17:14:07
2020-11-05 21:24:37 [INFO] [TRAIN] epoch=57, iter=20960/80000, loss=0.1231, lr=0.007608, batch_cost=1.0166, reader_cost=0.0002 | ETA 16:40:17
2020-11-05 21:24:47 [INFO] [TRAIN] epoch=57, iter=20970/80000, loss=0.1602, lr=0.007607, batch_cost=1.0097, reader_cost=0.0002 | ETA 16:33:22
2020-11-05 21:24:57 [INFO] [TRAIN] epoch=57, iter=20980/80000, loss=0.1261, lr=0.007605, batch_cost=1.0100, reader_cost=0.0002 | ETA 16:33:28
2020-11-05 21:25:07 [INFO] [TRAIN] epoch=57, iter=20990/80000, loss=0.1055, lr=0.007604, batch_cost=1.0336, reader_cost=0.0002 | ETA 16:56:34
2020-11-05 21:25:18 [INFO] [TRAIN] epoch=57, iter=21000/80000, loss=0.1112, lr=0.007603, batch_cost=1.0277, reader_cost=0.0002 | ETA 16:50:35
2020-11-05 21:25:28 [INFO] [TRAIN] epoch=57, iter=21010/80000, loss=0.1122, lr=0.007602, batch_cost=1.0379, reader_cost=0.0002 | ETA 17:00:23
2020-11-05 21:25:39 [INFO] [TRAIN] epoch=57, iter=21020/80000, loss=0.1731, lr=0.007601, batch_cost=1.0464, reader_cost=0.0002 | ETA 17:08:37
2020-11-05 21:25:49 [INFO] [TRAIN] epoch=57, iter=21030/80000, loss=0.2086, lr=0.007600, batch_cost=1.0578, reader_cost=0.0004 | ETA 17:19:37
2020-11-05 21:26:00 [INFO] [TRAIN] epoch=57, iter=21040/80000, loss=0.0940, lr=0.007598, batch_cost=1.0555, reader_cost=0.0002 | ETA 17:17:13
2020-11-05 21:26:10 [INFO] [TRAIN] epoch=57, iter=21050/80000, loss=0.1517, lr=0.007597, batch_cost=1.0390, reader_cost=0.0002 | ETA 17:00:48
2020-11-05 21:26:23 [INFO] [TRAIN] epoch=57, iter=21060/80000, loss=0.0914, lr=0.007596, batch_cost=1.2453, reader_cost=0.0002 | ETA 20:23:20
2020-11-05 21:26:36 [INFO] [TRAIN] epoch=57, iter=21070/80000, loss=0.1238, lr=0.007595, batch_cost=1.3178, reader_cost=0.0002 | ETA 21:34:18
2020-11-05 21:26:46 [INFO] [TRAIN] epoch=57, iter=21080/80000, loss=0.1081, lr=0.007594, batch_cost=1.0243, reader_cost=0.0002 | ETA 16:45:52
2020-11-05 21:26:56 [INFO] [TRAIN] epoch=57, iter=21090/80000, loss=0.2231, lr=0.007593, batch_cost=1.0113, reader_cost=0.0002 | ETA 16:32:58
2020-11-05 21:27:06 [INFO] [TRAIN] epoch=57, iter=21100/80000, loss=0.2155, lr=0.007592, batch_cost=0.9879, reader_cost=0.0002 | ETA 16:09:47
2020-11-05 21:27:17 [INFO] [TRAIN] epoch=57, iter=21110/80000, loss=0.2088, lr=0.007590, batch_cost=1.1242, reader_cost=0.0002 | ETA 18:23:24
2020-11-05 21:27:28 [INFO] [TRAIN] epoch=57, iter=21120/80000, loss=0.1663, lr=0.007589, batch_cost=1.1171, reader_cost=0.0002 | ETA 18:16:15
2020-11-05 21:27:39 [INFO] [TRAIN] epoch=57, iter=21130/80000, loss=0.1508, lr=0.007588, batch_cost=1.0746, reader_cost=0.0016 | ETA 17:34:19
2020-11-05 21:27:50 [INFO] [TRAIN] epoch=57, iter=21140/80000, loss=0.1368, lr=0.007587, batch_cost=1.0555, reader_cost=0.0002 | ETA 17:15:25
2020-11-05 21:28:00 [INFO] [TRAIN] epoch=57, iter=21150/80000, loss=0.1086, lr=0.007586, batch_cost=1.0380, reader_cost=0.0002 | ETA 16:58:08
2020-11-05 21:28:10 [INFO] [TRAIN] epoch=57, iter=21160/80000, loss=0.1153, lr=0.007585, batch_cost=0.9966, reader_cost=0.0002 | ETA 16:17:17
2020-11-05 21:28:20 [INFO] [TRAIN] epoch=57, iter=21170/80000, loss=0.1429, lr=0.007583, batch_cost=1.0055, reader_cost=0.0002 | ETA 16:25:51
2020-11-05 21:28:30 [INFO] [TRAIN] epoch=57, iter=21180/80000, loss=0.1247, lr=0.007582, batch_cost=1.0022, reader_cost=0.0002 | ETA 16:22:31
2020-11-05 21:28:40 [INFO] [TRAIN] epoch=57, iter=21190/80000, loss=0.1281, lr=0.007581, batch_cost=0.9835, reader_cost=0.0002 | ETA 16:03:57
2020-11-05 21:28:50 [INFO] [TRAIN] epoch=57, iter=21200/80000, loss=0.1986, lr=0.007580, batch_cost=0.9793, reader_cost=0.0002 | ETA 15:59:40
2020-11-05 21:29:02 [INFO] [TRAIN] epoch=58, iter=21210/80000, loss=0.1728, lr=0.007579, batch_cost=1.2175, reader_cost=0.1214 | ETA 19:52:58
2020-11-05 21:29:12 [INFO] [TRAIN] epoch=58, iter=21220/80000, loss=0.1234, lr=0.007578, batch_cost=1.0508, reader_cost=0.0005 | ETA 17:09:26
2020-11-05 21:29:23 [INFO] [TRAIN] epoch=58, iter=21230/80000, loss=0.2044, lr=0.007576, batch_cost=1.0216, reader_cost=0.0002 | ETA 16:40:38
2020-11-05 21:29:32 [INFO] [TRAIN] epoch=58, iter=21240/80000, loss=0.1186, lr=0.007575, batch_cost=0.9861, reader_cost=0.0002 | ETA 16:05:44
2020-11-05 21:29:43 [INFO] [TRAIN] epoch=58, iter=21250/80000, loss=0.1490, lr=0.007574, batch_cost=1.0583, reader_cost=0.0002 | ETA 17:16:17
2020-11-05 21:29:53 [INFO] [TRAIN] epoch=58, iter=21260/80000, loss=0.3046, lr=0.007573, batch_cost=1.0396, reader_cost=0.0001 | ETA 16:57:48
2020-11-05 21:30:04 [INFO] [TRAIN] epoch=58, iter=21270/80000, loss=0.1276, lr=0.007572, batch_cost=1.0355, reader_cost=0.0002 | ETA 16:53:37
2020-11-05 21:30:15 [INFO] [TRAIN] epoch=58, iter=21280/80000, loss=0.1558, lr=0.007571, batch_cost=1.0852, reader_cost=0.0002 | ETA 17:42:04
2020-11-05 21:30:25 [INFO] [TRAIN] epoch=58, iter=21290/80000, loss=0.1237, lr=0.007569, batch_cost=1.0830, reader_cost=0.0002 | ETA 17:39:41
2020-11-05 21:30:36 [INFO] [TRAIN] epoch=58, iter=21300/80000, loss=0.1622, lr=0.007568, batch_cost=1.0162, reader_cost=0.0002 | ETA 16:34:11
2020-11-05 21:30:46 [INFO] [TRAIN] epoch=58, iter=21310/80000, loss=0.1428, lr=0.007567, batch_cost=1.0119, reader_cost=0.0002 | ETA 16:29:45
2020-11-05 21:30:56 [INFO] [TRAIN] epoch=58, iter=21320/80000, loss=0.1491, lr=0.007566, batch_cost=1.0362, reader_cost=0.0002 | ETA 16:53:21
2020-11-05 21:31:07 [INFO] [TRAIN] epoch=58, iter=21330/80000, loss=0.1053, lr=0.007565, batch_cost=1.1008, reader_cost=0.0002 | ETA 17:56:26
2020-11-05 21:31:18 [INFO] [TRAIN] epoch=58, iter=21340/80000, loss=0.1081, lr=0.007564, batch_cost=1.1006, reader_cost=0.0002 | ETA 17:56:02
2020-11-05 21:31:29 [INFO] [TRAIN] epoch=58, iter=21350/80000, loss=0.1283, lr=0.007563, batch_cost=1.0725, reader_cost=0.0015 | ETA 17:28:21
2020-11-05 21:31:40 [INFO] [TRAIN] epoch=58, iter=21360/80000, loss=0.1404, lr=0.007561, batch_cost=1.0787, reader_cost=0.0002 | ETA 17:34:16
2020-11-05 21:31:50 [INFO] [TRAIN] epoch=58, iter=21370/80000, loss=0.1070, lr=0.007560, batch_cost=1.0743, reader_cost=0.0002 | ETA 17:29:47
2020-11-05 21:32:01 [INFO] [TRAIN] epoch=58, iter=21380/80000, loss=0.1342, lr=0.007559, batch_cost=1.0538, reader_cost=0.0002 | ETA 17:09:34
2020-11-05 21:32:12 [INFO] [TRAIN] epoch=58, iter=21390/80000, loss=0.1262, lr=0.007558, batch_cost=1.0554, reader_cost=0.0002 | ETA 17:10:59
2020-11-05 21:32:22 [INFO] [TRAIN] epoch=58, iter=21400/80000, loss=0.1121, lr=0.007557, batch_cost=1.0468, reader_cost=0.0002 | ETA 17:02:21
2020-11-05 21:32:32 [INFO] [TRAIN] epoch=58, iter=21410/80000, loss=0.1436, lr=0.007556, batch_cost=0.9865, reader_cost=0.0002 | ETA 16:03:17
2020-11-05 21:32:42 [INFO] [TRAIN] epoch=58, iter=21420/80000, loss=0.2221, lr=0.007554, batch_cost=1.0277, reader_cost=0.0002 | ETA 16:43:24
2020-11-05 21:32:52 [INFO] [TRAIN] epoch=58, iter=21430/80000, loss=0.1622, lr=0.007553, batch_cost=1.0374, reader_cost=0.0002 | ETA 16:52:41
2020-11-05 21:33:04 [INFO] [TRAIN] epoch=58, iter=21440/80000, loss=0.1307, lr=0.007552, batch_cost=1.1187, reader_cost=0.0002 | ETA 18:11:53
2020-11-05 21:33:16 [INFO] [TRAIN] epoch=58, iter=21450/80000, loss=0.1659, lr=0.007551, batch_cost=1.1866, reader_cost=0.0021 | ETA 19:17:55
2020-11-05 21:33:26 [INFO] [TRAIN] epoch=58, iter=21460/80000, loss=0.1087, lr=0.007550, batch_cost=1.0138, reader_cost=0.0002 | ETA 16:29:09
2020-11-05 21:33:36 [INFO] [TRAIN] epoch=58, iter=21470/80000, loss=0.1578, lr=0.007549, batch_cost=1.0214, reader_cost=0.0002 | ETA 16:36:19
2020-11-05 21:33:46 [INFO] [TRAIN] epoch=58, iter=21480/80000, loss=0.1595, lr=0.007547, batch_cost=1.0394, reader_cost=0.0002 | ETA 16:53:46
2020-11-05 21:33:57 [INFO] [TRAIN] epoch=58, iter=21490/80000, loss=0.2154, lr=0.007546, batch_cost=1.0397, reader_cost=0.0002 | ETA 16:53:51
2020-11-05 21:34:08 [INFO] [TRAIN] epoch=58, iter=21500/80000, loss=0.0952, lr=0.007545, batch_cost=1.1044, reader_cost=0.0002 | ETA 17:56:48
2020-11-05 21:34:20 [INFO] [TRAIN] epoch=58, iter=21510/80000, loss=0.1149, lr=0.007544, batch_cost=1.1792, reader_cost=0.0003 | ETA 19:09:32
2020-11-05 21:34:30 [INFO] [TRAIN] epoch=58, iter=21520/80000, loss=0.0919, lr=0.007543, batch_cost=1.0599, reader_cost=0.0002 | ETA 17:13:04
2020-11-05 21:34:41 [INFO] [TRAIN] epoch=58, iter=21530/80000, loss=0.1196, lr=0.007542, batch_cost=1.0617, reader_cost=0.0002 | ETA 17:14:36
2020-11-05 21:34:51 [INFO] [TRAIN] epoch=58, iter=21540/80000, loss=0.1133, lr=0.007540, batch_cost=1.0556, reader_cost=0.0004 | ETA 17:08:32
2020-11-05 21:35:02 [INFO] [TRAIN] epoch=58, iter=21550/80000, loss=0.1154, lr=0.007539, batch_cost=1.0745, reader_cost=0.0002 | ETA 17:26:46
2020-11-05 21:35:12 [INFO] [TRAIN] epoch=58, iter=21560/80000, loss=0.1443, lr=0.007538, batch_cost=1.0426, reader_cost=0.0010 | ETA 16:55:30
2020-11-05 21:35:23 [INFO] [TRAIN] epoch=58, iter=21570/80000, loss=0.1633, lr=0.007537, batch_cost=1.0415, reader_cost=0.0002 | ETA 16:54:16
2020-11-05 21:35:35 [INFO] [TRAIN] epoch=59, iter=21580/80000, loss=0.1200, lr=0.007536, batch_cost=1.2046, reader_cost=0.1168 | ETA 19:32:50
2020-11-05 21:35:45 [INFO] [TRAIN] epoch=59, iter=21590/80000, loss=0.1300, lr=0.007535, batch_cost=0.9904, reader_cost=0.0005 | ETA 16:04:10
2020-11-05 21:35:55 [INFO] [TRAIN] epoch=59, iter=21600/80000, loss=0.1642, lr=0.007534, batch_cost=1.0210, reader_cost=0.0002 | ETA 16:33:43
2020-11-05 21:36:05 [INFO] [TRAIN] epoch=59, iter=21610/80000, loss=0.1643, lr=0.007532, batch_cost=1.0310, reader_cost=0.0004 | ETA 16:43:17
2020-11-05 21:36:16 [INFO] [TRAIN] epoch=59, iter=21620/80000, loss=0.1649, lr=0.007531, batch_cost=1.0399, reader_cost=0.0013 | ETA 16:51:51
2020-11-05 21:36:26 [INFO] [TRAIN] epoch=59, iter=21630/80000, loss=0.1475, lr=0.007530, batch_cost=0.9843, reader_cost=0.0002 | ETA 15:57:31
2020-11-05 21:36:35 [INFO] [TRAIN] epoch=59, iter=21640/80000, loss=0.1001, lr=0.007529, batch_cost=0.9869, reader_cost=0.0001 | ETA 15:59:56
2020-11-05 21:36:46 [INFO] [TRAIN] epoch=59, iter=21650/80000, loss=0.3290, lr=0.007528, batch_cost=1.0554, reader_cost=0.0002 | ETA 17:06:25
2020-11-05 21:36:56 [INFO] [TRAIN] epoch=59, iter=21660/80000, loss=0.1146, lr=0.007527, batch_cost=0.9715, reader_cost=0.0002 | ETA 15:44:37
2020-11-05 21:37:07 [INFO] [TRAIN] epoch=59, iter=21670/80000, loss=0.2073, lr=0.007525, batch_cost=1.1311, reader_cost=0.0005 | ETA 18:19:37
2020-11-05 21:37:19 [INFO] [TRAIN] epoch=59, iter=21680/80000, loss=0.2056, lr=0.007524, batch_cost=1.1832, reader_cost=0.0014 | ETA 19:10:02
2020-11-05 21:37:30 [INFO] [TRAIN] epoch=59, iter=21690/80000, loss=0.1148, lr=0.007523, batch_cost=1.0720, reader_cost=0.0002 | ETA 17:21:48
2020-11-05 21:37:40 [INFO] [TRAIN] epoch=59, iter=21700/80000, loss=0.1280, lr=0.007522, batch_cost=1.0159, reader_cost=0.0002 | ETA 16:27:05
2020-11-05 21:37:50 [INFO] [TRAIN] epoch=59, iter=21710/80000, loss=0.1154, lr=0.007521, batch_cost=1.0694, reader_cost=0.0002 | ETA 17:18:54
2020-11-05 21:38:02 [INFO] [TRAIN] epoch=59, iter=21720/80000, loss=0.1437, lr=0.007520, batch_cost=1.1055, reader_cost=0.0002 | ETA 17:53:49
2020-11-05 21:38:13 [INFO] [TRAIN] epoch=59, iter=21730/80000, loss=0.0985, lr=0.007518, batch_cost=1.1276, reader_cost=0.0002 | ETA 18:15:03
2020-11-05 21:38:24 [INFO] [TRAIN] epoch=59, iter=21740/80000, loss=0.1326, lr=0.007517, batch_cost=1.1306, reader_cost=0.0002 | ETA 18:17:46
2020-11-05 21:38:35 [INFO] [TRAIN] epoch=59, iter=21750/80000, loss=0.1207, lr=0.007516, batch_cost=1.0612, reader_cost=0.0002 | ETA 17:10:12
2020-11-05 21:38:45 [INFO] [TRAIN] epoch=59, iter=21760/80000, loss=0.1264, lr=0.007515, batch_cost=1.0285, reader_cost=0.0002 | ETA 16:38:19
2020-11-05 21:38:56 [INFO] [TRAIN] epoch=59, iter=21770/80000, loss=0.1803, lr=0.007514, batch_cost=1.0762, reader_cost=0.0002 | ETA 17:24:24
2020-11-05 21:39:06 [INFO] [TRAIN] epoch=59, iter=21780/80000, loss=0.1106, lr=0.007513, batch_cost=1.0539, reader_cost=0.0002 | ETA 17:02:36
2020-11-05 21:39:17 [INFO] [TRAIN] epoch=59, iter=21790/80000, loss=0.1044, lr=0.007511, batch_cost=1.1152, reader_cost=0.0002 | ETA 18:01:54
2020-11-05 21:39:28 [INFO] [TRAIN] epoch=59, iter=21800/80000, loss=0.1381, lr=0.007510, batch_cost=1.0647, reader_cost=0.0002 | ETA 17:12:46
2020-11-05 21:39:39 [INFO] [TRAIN] epoch=59, iter=21810/80000, loss=0.1212, lr=0.007509, batch_cost=1.0857, reader_cost=0.0002 | ETA 17:32:55
2020-11-05 21:39:50 [INFO] [TRAIN] epoch=59, iter=21820/80000, loss=0.1169, lr=0.007508, batch_cost=1.0750, reader_cost=0.0002 | ETA 17:22:24
2020-11-05 21:40:00 [INFO] [TRAIN] epoch=59, iter=21830/80000, loss=0.1304, lr=0.007507, batch_cost=1.0286, reader_cost=0.0002 | ETA 16:37:10
2020-11-05 21:40:11 [INFO] [TRAIN] epoch=59, iter=21840/80000, loss=0.1335, lr=0.007506, batch_cost=1.0545, reader_cost=0.0002 | ETA 17:02:11
2020-11-05 21:40:21 [INFO] [TRAIN] epoch=59, iter=21850/80000, loss=0.2916, lr=0.007504, batch_cost=1.0894, reader_cost=0.0002 | ETA 17:35:50
2020-11-05 21:40:32 [INFO] [TRAIN] epoch=59, iter=21860/80000, loss=0.1325, lr=0.007503, batch_cost=1.0269, reader_cost=0.0002 | ETA 16:35:01
2020-11-05 21:40:42 [INFO] [TRAIN] epoch=59, iter=21870/80000, loss=0.1340, lr=0.007502, batch_cost=1.0329, reader_cost=0.0002 | ETA 16:40:44
2020-11-05 21:40:52 [INFO] [TRAIN] epoch=59, iter=21880/80000, loss=0.1262, lr=0.007501, batch_cost=1.0005, reader_cost=0.0002 | ETA 16:09:11
2020-11-05 21:41:02 [INFO] [TRAIN] epoch=59, iter=21890/80000, loss=0.0887, lr=0.007500, batch_cost=1.0240, reader_cost=0.0002 | ETA 16:31:43
2020-11-05 21:41:13 [INFO] [TRAIN] epoch=59, iter=21900/80000, loss=0.1020, lr=0.007499, batch_cost=1.0420, reader_cost=0.0002 | ETA 16:48:57
2020-11-05 21:41:23 [INFO] [TRAIN] epoch=59, iter=21910/80000, loss=0.1266, lr=0.007498, batch_cost=1.0674, reader_cost=0.0002 | ETA 17:13:27
2020-11-05 21:41:34 [INFO] [TRAIN] epoch=59, iter=21920/80000, loss=0.1624, lr=0.007496, batch_cost=1.0447, reader_cost=0.0002 | ETA 16:51:16
2020-11-05 21:41:44 [INFO] [TRAIN] epoch=59, iter=21930/80000, loss=0.0811, lr=0.007495, batch_cost=1.0161, reader_cost=0.0002 | ETA 16:23:25
2020-11-05 21:41:54 [INFO] [TRAIN] epoch=59, iter=21940/80000, loss=0.1497, lr=0.007494, batch_cost=1.0483, reader_cost=0.0002 | ETA 16:54:26
2020-11-05 21:42:07 [INFO] [TRAIN] epoch=60, iter=21950/80000, loss=0.1614, lr=0.007493, batch_cost=1.2054, reader_cost=0.1656 | ETA 19:26:14
2020-11-05 21:42:17 [INFO] [TRAIN] epoch=60, iter=21960/80000, loss=0.1678, lr=0.007492, batch_cost=1.0426, reader_cost=0.0005 | ETA 16:48:31
2020-11-05 21:42:27 [INFO] [TRAIN] epoch=60, iter=21970/80000, loss=0.1244, lr=0.007491, batch_cost=1.0232, reader_cost=0.0002 | ETA 16:29:35
2020-11-05 21:42:37 [INFO] [TRAIN] epoch=60, iter=21980/80000, loss=0.1511, lr=0.007489, batch_cost=1.0164, reader_cost=0.0002 | ETA 16:22:49
2020-11-05 21:42:48 [INFO] [TRAIN] epoch=60, iter=21990/80000, loss=0.1777, lr=0.007488, batch_cost=1.0154, reader_cost=0.0002 | ETA 16:21:44
2020-11-05 21:42:58 [INFO] [TRAIN] epoch=60, iter=22000/80000, loss=0.2345, lr=0.007487, batch_cost=1.0624, reader_cost=0.0002 | ETA 17:07:02
2020-11-05 21:43:03 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 21:48:34 [INFO] [EVAL] #Images=500 mIoU=0.7595 Acc=0.9554 Kappa=0.9421
2020-11-05 21:48:34 [INFO] [EVAL] Category IoU:
[0.9769 0.8169 0.9203 0.4951 0.5819 0.6218 0.6913 0.7793 0.9127 0.6208
0.9483 0.7985 0.6162 0.9444 0.7702 0.8619 0.7042 0.6086 0.7617]
2020-11-05 21:48:34 [INFO] [EVAL] Category Acc:
[0.9882 0.9132 0.9578 0.7626 0.7289 0.7619 0.8052 0.9094 0.9518 0.7409
0.9711 0.8798 0.7512 0.9667 0.8434 0.9303 0.9057 0.746 0.843 ]
2020-11-05 21:48:34 [INFO] [EVAL] The model with the best validation mIoU (0.7604) was saved at iter 20000.
2020-11-05 21:48:45 [INFO] [TRAIN] epoch=60, iter=22010/80000, loss=0.1481, lr=0.007486, batch_cost=1.1118, reader_cost=0.0002 | ETA 17:54:34
2020-11-05 21:49:00 [INFO] [TRAIN] epoch=60, iter=22020/80000, loss=0.1615, lr=0.007485, batch_cost=1.4384, reader_cost=0.0002 | ETA 23:09:59
2020-11-05 21:49:10 [INFO] [TRAIN] epoch=60, iter=22030/80000, loss=0.1063, lr=0.007484, batch_cost=1.0096, reader_cost=0.0002 | ETA 16:15:25
2020-11-05 21:49:20 [INFO] [TRAIN] epoch=60, iter=22040/80000, loss=0.1431, lr=0.007482, batch_cost=1.0069, reader_cost=0.0002 | ETA 16:12:40
2020-11-05 21:49:30 [INFO] [TRAIN] epoch=60, iter=22050/80000, loss=0.1615, lr=0.007481, batch_cost=1.0099, reader_cost=0.0002 | ETA 16:15:20
2020-11-05 21:49:41 [INFO] [TRAIN] epoch=60, iter=22060/80000, loss=0.1312, lr=0.007480, batch_cost=1.1423, reader_cost=0.0002 | ETA 18:23:02
2020-11-05 21:49:51 [INFO] [TRAIN] epoch=60, iter=22070/80000, loss=0.1605, lr=0.007479, batch_cost=1.0157, reader_cost=0.0002 | ETA 16:20:37
2020-11-05 21:50:01 [INFO] [TRAIN] epoch=60, iter=22080/80000, loss=0.1424, lr=0.007478, batch_cost=0.9901, reader_cost=0.0002 | ETA 15:55:45
2020-11-05 21:50:12 [INFO] [TRAIN] epoch=60, iter=22090/80000, loss=0.1166, lr=0.007477, batch_cost=1.0141, reader_cost=0.0002 | ETA 16:18:45
2020-11-05 21:50:22 [INFO] [TRAIN] epoch=60, iter=22100/80000, loss=0.1294, lr=0.007475, batch_cost=1.0244, reader_cost=0.0010 | ETA 16:28:35
2020-11-05 21:50:32 [INFO] [TRAIN] epoch=60, iter=22110/80000, loss=0.1037, lr=0.007474, batch_cost=1.0196, reader_cost=0.0010 | ETA 16:23:43
2020-11-05 21:50:42 [INFO] [TRAIN] epoch=60, iter=22120/80000, loss=0.1179, lr=0.007473, batch_cost=1.0020, reader_cost=0.0002 | ETA 16:06:34
2020-11-05 21:50:52 [INFO] [TRAIN] epoch=60, iter=22130/80000, loss=0.1036, lr=0.007472, batch_cost=1.0057, reader_cost=0.0002 | ETA 16:09:57
2020-11-05 21:51:02 [INFO] [TRAIN] epoch=60, iter=22140/80000, loss=0.1805, lr=0.007471, batch_cost=1.0147, reader_cost=0.0002 | ETA 16:18:30
2020-11-05 21:51:12 [INFO] [TRAIN] epoch=60, iter=22150/80000, loss=0.1453, lr=0.007470, batch_cost=0.9960, reader_cost=0.0002 | ETA 16:00:18
2020-11-05 21:51:22 [INFO] [TRAIN] epoch=60, iter=22160/80000, loss=0.0911, lr=0.007468, batch_cost=1.0030, reader_cost=0.0002 | ETA 16:06:54
2020-11-05 21:51:32 [INFO] [TRAIN] epoch=60, iter=22170/80000, loss=0.1468, lr=0.007467, batch_cost=1.0279, reader_cost=0.0002 | ETA 16:30:45
2020-11-05 21:51:43 [INFO] [TRAIN] epoch=60, iter=22180/80000, loss=0.1054, lr=0.007466, batch_cost=1.0873, reader_cost=0.0002 | ETA 17:27:46
2020-11-05 21:51:54 [INFO] [TRAIN] epoch=60, iter=22190/80000, loss=0.1211, lr=0.007465, batch_cost=1.0888, reader_cost=0.0002 | ETA 17:29:05
2020-11-05 21:52:05 [INFO] [TRAIN] epoch=60, iter=22200/80000, loss=0.1204, lr=0.007464, batch_cost=1.0482, reader_cost=0.0002 | ETA 16:49:45
2020-11-05 21:52:17 [INFO] [TRAIN] epoch=60, iter=22210/80000, loss=0.1122, lr=0.007463, batch_cost=1.1825, reader_cost=0.0002 | ETA 18:58:55
2020-11-05 21:52:27 [INFO] [TRAIN] epoch=60, iter=22220/80000, loss=0.1140, lr=0.007461, batch_cost=1.0385, reader_cost=0.0002 | ETA 16:40:02
2020-11-05 21:52:38 [INFO] [TRAIN] epoch=60, iter=22230/80000, loss=0.1577, lr=0.007460, batch_cost=1.0605, reader_cost=0.0003 | ETA 17:01:03
2020-11-05 21:52:48 [INFO] [TRAIN] epoch=60, iter=22240/80000, loss=0.1493, lr=0.007459, batch_cost=1.0617, reader_cost=0.0002 | ETA 17:02:05
2020-11-05 21:52:59 [INFO] [TRAIN] epoch=60, iter=22250/80000, loss=0.1778, lr=0.007458, batch_cost=1.0646, reader_cost=0.0002 | ETA 17:04:43
2020-11-05 21:53:09 [INFO] [TRAIN] epoch=60, iter=22260/80000, loss=0.1452, lr=0.007457, batch_cost=1.0621, reader_cost=0.0002 | ETA 17:02:07
2020-11-05 21:53:21 [INFO] [TRAIN] epoch=60, iter=22270/80000, loss=0.1590, lr=0.007456, batch_cost=1.1348, reader_cost=0.0002 | ETA 18:11:53
2020-11-05 21:53:32 [INFO] [TRAIN] epoch=60, iter=22280/80000, loss=0.1224, lr=0.007455, batch_cost=1.1052, reader_cost=0.0015 | ETA 17:43:12
2020-11-05 21:53:42 [INFO] [TRAIN] epoch=60, iter=22290/80000, loss=0.1176, lr=0.007453, batch_cost=1.0373, reader_cost=0.0005 | ETA 16:37:43
2020-11-05 21:53:53 [INFO] [TRAIN] epoch=60, iter=22300/80000, loss=0.0953, lr=0.007452, batch_cost=1.1109, reader_cost=0.0002 | ETA 17:48:19
2020-11-05 21:54:04 [INFO] [TRAIN] epoch=60, iter=22310/80000, loss=0.1572, lr=0.007451, batch_cost=1.0566, reader_cost=0.0002 | ETA 16:55:53
2020-11-05 21:54:15 [INFO] [TRAIN] epoch=60, iter=22320/80000, loss=0.1554, lr=0.007450, batch_cost=1.1472, reader_cost=0.0007 | ETA 18:22:50
2020-11-05 21:54:28 [INFO] [TRAIN] epoch=61, iter=22330/80000, loss=0.1219, lr=0.007449, batch_cost=1.2744, reader_cost=0.2267 | ETA 20:24:57
2020-11-05 21:54:38 [INFO] [TRAIN] epoch=61, iter=22340/80000, loss=0.1598, lr=0.007448, batch_cost=1.0049, reader_cost=0.0005 | ETA 16:05:42
2020-11-05 21:54:49 [INFO] [TRAIN] epoch=61, iter=22350/80000, loss=0.1199, lr=0.007446, batch_cost=1.0649, reader_cost=0.0002 | ETA 17:03:11
2020-11-05 21:54:59 [INFO] [TRAIN] epoch=61, iter=22360/80000, loss=0.1898, lr=0.007445, batch_cost=1.0298, reader_cost=0.0002 | ETA 16:29:16
2020-11-05 21:55:09 [INFO] [TRAIN] epoch=61, iter=22370/80000, loss=0.1078, lr=0.007444, batch_cost=1.0063, reader_cost=0.0002 | ETA 16:06:34
2020-11-05 21:55:19 [INFO] [TRAIN] epoch=61, iter=22380/80000, loss=0.1235, lr=0.007443, batch_cost=0.9966, reader_cost=0.0002 | ETA 15:57:05
2020-11-05 21:55:29 [INFO] [TRAIN] epoch=61, iter=22390/80000, loss=0.1259, lr=0.007442, batch_cost=1.0120, reader_cost=0.0002 | ETA 16:11:39
2020-11-05 21:55:41 [INFO] [TRAIN] epoch=61, iter=22400/80000, loss=0.1222, lr=0.007441, batch_cost=1.2033, reader_cost=0.0002 | ETA 19:15:09
2020-11-05 21:55:56 [INFO] [TRAIN] epoch=61, iter=22410/80000, loss=0.1191, lr=0.007439, batch_cost=1.4669, reader_cost=0.0027 | ETA 23:27:58
2020-11-05 21:56:13 [INFO] [TRAIN] epoch=61, iter=22420/80000, loss=0.1113, lr=0.007438, batch_cost=1.7206, reader_cost=0.0015 | ETA 27:31:14
2020-11-05 21:56:31 [INFO] [TRAIN] epoch=61, iter=22430/80000, loss=0.1267, lr=0.007437, batch_cost=1.7434, reader_cost=0.0017 | ETA 27:52:44
2020-11-05 21:56:45 [INFO] [TRAIN] epoch=61, iter=22440/80000, loss=0.1111, lr=0.007436, batch_cost=1.4287, reader_cost=0.0016 | ETA 22:50:34
2020-11-05 21:56:55 [INFO] [TRAIN] epoch=61, iter=22450/80000, loss=0.1455, lr=0.007435, batch_cost=1.0395, reader_cost=0.0002 | ETA 16:37:04
2020-11-05 21:57:05 [INFO] [TRAIN] epoch=61, iter=22460/80000, loss=0.1451, lr=0.007434, batch_cost=0.9994, reader_cost=0.0002 | ETA 15:58:22
2020-11-05 21:57:15 [INFO] [TRAIN] epoch=61, iter=22470/80000, loss=0.1296, lr=0.007432, batch_cost=1.0164, reader_cost=0.0002 | ETA 16:14:33
2020-11-05 21:57:25 [INFO] [TRAIN] epoch=61, iter=22480/80000, loss=0.1329, lr=0.007431, batch_cost=1.0046, reader_cost=0.0002 | ETA 16:03:05
2020-11-05 21:57:36 [INFO] [TRAIN] epoch=61, iter=22490/80000, loss=0.1805, lr=0.007430, batch_cost=1.0248, reader_cost=0.0002 | ETA 16:22:17
2020-11-05 21:57:47 [INFO] [TRAIN] epoch=61, iter=22500/80000, loss=0.1699, lr=0.007429, batch_cost=1.0821, reader_cost=0.0002 | ETA 17:17:02
2020-11-05 21:57:57 [INFO] [TRAIN] epoch=61, iter=22510/80000, loss=0.1612, lr=0.007428, batch_cost=1.0235, reader_cost=0.0002 | ETA 16:20:40
2020-11-05 21:58:07 [INFO] [TRAIN] epoch=61, iter=22520/80000, loss=0.1183, lr=0.007427, batch_cost=1.0140, reader_cost=0.0002 | ETA 16:11:22
2020-11-05 21:58:18 [INFO] [TRAIN] epoch=61, iter=22530/80000, loss=0.1953, lr=0.007425, batch_cost=1.0882, reader_cost=0.0048 | ETA 17:22:21
2020-11-05 21:58:28 [INFO] [TRAIN] epoch=61, iter=22540/80000, loss=0.1064, lr=0.007424, batch_cost=1.0481, reader_cost=0.0003 | ETA 16:43:42
2020-11-05 21:58:38 [INFO] [TRAIN] epoch=61, iter=22550/80000, loss=0.1103, lr=0.007423, batch_cost=1.0164, reader_cost=0.0002 | ETA 16:13:12
2020-11-05 21:58:49 [INFO] [TRAIN] epoch=61, iter=22560/80000, loss=0.1388, lr=0.007422, batch_cost=1.0081, reader_cost=0.0002 | ETA 16:05:03
2020-11-05 21:58:59 [INFO] [TRAIN] epoch=61, iter=22570/80000, loss=0.0960, lr=0.007421, batch_cost=1.0226, reader_cost=0.0002 | ETA 16:18:45
2020-11-05 21:59:10 [INFO] [TRAIN] epoch=61, iter=22580/80000, loss=0.1255, lr=0.007420, batch_cost=1.0847, reader_cost=0.0002 | ETA 17:18:06
2020-11-05 21:59:20 [INFO] [TRAIN] epoch=61, iter=22590/80000, loss=0.2044, lr=0.007418, batch_cost=1.0245, reader_cost=0.0002 | ETA 16:20:17
2020-11-05 21:59:30 [INFO] [TRAIN] epoch=61, iter=22600/80000, loss=0.1358, lr=0.007417, batch_cost=1.0527, reader_cost=0.0002 | ETA 16:47:05
2020-11-05 21:59:41 [INFO] [TRAIN] epoch=61, iter=22610/80000, loss=0.1496, lr=0.007416, batch_cost=1.0751, reader_cost=0.0002 | ETA 17:08:20
2020-11-05 21:59:52 [INFO] [TRAIN] epoch=61, iter=22620/80000, loss=0.1275, lr=0.007415, batch_cost=1.0668, reader_cost=0.0002 | ETA 17:00:10
2020-11-05 22:00:02 [INFO] [TRAIN] epoch=61, iter=22630/80000, loss=0.1022, lr=0.007414, batch_cost=1.0337, reader_cost=0.0002 | ETA 16:28:25
2020-11-05 22:00:12 [INFO] [TRAIN] epoch=61, iter=22640/80000, loss=0.0966, lr=0.007413, batch_cost=1.0318, reader_cost=0.0002 | ETA 16:26:26
2020-11-05 22:00:23 [INFO] [TRAIN] epoch=61, iter=22650/80000, loss=0.1598, lr=0.007411, batch_cost=1.0414, reader_cost=0.0002 | ETA 16:35:23
2020-11-05 22:00:34 [INFO] [TRAIN] epoch=61, iter=22660/80000, loss=0.2300, lr=0.007410, batch_cost=1.0842, reader_cost=0.0002 | ETA 17:16:05
2020-11-05 22:00:44 [INFO] [TRAIN] epoch=61, iter=22670/80000, loss=0.1137, lr=0.007409, batch_cost=1.0431, reader_cost=0.0002 | ETA 16:36:43
2020-11-05 22:00:55 [INFO] [TRAIN] epoch=61, iter=22680/80000, loss=0.1869, lr=0.007408, batch_cost=1.0416, reader_cost=0.0002 | ETA 16:35:06
2020-11-05 22:01:05 [INFO] [TRAIN] epoch=61, iter=22690/80000, loss=0.1353, lr=0.007407, batch_cost=1.0016, reader_cost=0.0001 | ETA 15:56:39
2020-11-05 22:01:16 [INFO] [TRAIN] epoch=62, iter=22700/80000, loss=0.1197, lr=0.007406, batch_cost=1.1904, reader_cost=0.0903 | ETA 18:56:52
2020-11-05 22:01:26 [INFO] [TRAIN] epoch=62, iter=22710/80000, loss=0.1442, lr=0.007405, batch_cost=0.9709, reader_cost=0.0005 | ETA 15:27:01
2020-11-05 22:01:36 [INFO] [TRAIN] epoch=62, iter=22720/80000, loss=0.1183, lr=0.007403, batch_cost=0.9678, reader_cost=0.0002 | ETA 15:23:53
2020-11-05 22:01:46 [INFO] [TRAIN] epoch=62, iter=22730/80000, loss=0.1159, lr=0.007402, batch_cost=1.0171, reader_cost=0.0001 | ETA 16:10:49
2020-11-05 22:01:57 [INFO] [TRAIN] epoch=62, iter=22740/80000, loss=0.1916, lr=0.007401, batch_cost=1.1126, reader_cost=0.0001 | ETA 17:41:48
2020-11-05 22:02:07 [INFO] [TRAIN] epoch=62, iter=22750/80000, loss=0.2800, lr=0.007400, batch_cost=1.0230, reader_cost=0.0002 | ETA 16:16:08
2020-11-05 22:02:17 [INFO] [TRAIN] epoch=62, iter=22760/80000, loss=0.1197, lr=0.007399, batch_cost=1.0065, reader_cost=0.0001 | ETA 16:00:11
2020-11-05 22:02:27 [INFO] [TRAIN] epoch=62, iter=22770/80000, loss=0.1716, lr=0.007398, batch_cost=0.9874, reader_cost=0.0001 | ETA 15:41:47
2020-11-05 22:02:37 [INFO] [TRAIN] epoch=62, iter=22780/80000, loss=0.1137, lr=0.007396, batch_cost=0.9930, reader_cost=0.0001 | ETA 15:46:59
2020-11-05 22:02:47 [INFO] [TRAIN] epoch=62, iter=22790/80000, loss=0.1368, lr=0.007395, batch_cost=0.9873, reader_cost=0.0001 | ETA 15:41:25
2020-11-05 22:02:57 [INFO] [TRAIN] epoch=62, iter=22800/80000, loss=0.1085, lr=0.007394, batch_cost=1.0054, reader_cost=0.0001 | ETA 15:58:26
2020-11-05 22:03:07 [INFO] [TRAIN] epoch=62, iter=22810/80000, loss=0.1167, lr=0.007393, batch_cost=0.9861, reader_cost=0.0001 | ETA 15:39:54
2020-11-05 22:03:17 [INFO] [TRAIN] epoch=62, iter=22820/80000, loss=0.1319, lr=0.007392, batch_cost=0.9939, reader_cost=0.0001 | ETA 15:47:11
2020-11-05 22:03:27 [INFO] [TRAIN] epoch=62, iter=22830/80000, loss=0.1125, lr=0.007391, batch_cost=1.0354, reader_cost=0.0002 | ETA 16:26:35
2020-11-05 22:03:37 [INFO] [TRAIN] epoch=62, iter=22840/80000, loss=0.1027, lr=0.007389, batch_cost=0.9802, reader_cost=0.0001 | ETA 15:33:50
2020-11-05 22:03:47 [INFO] [TRAIN] epoch=62, iter=22850/80000, loss=0.1158, lr=0.007388, batch_cost=0.9814, reader_cost=0.0001 | ETA 15:34:49
2020-11-05 22:03:57 [INFO] [TRAIN] epoch=62, iter=22860/80000, loss=0.1951, lr=0.007387, batch_cost=0.9776, reader_cost=0.0001 | ETA 15:30:57
2020-11-05 22:04:07 [INFO] [TRAIN] epoch=62, iter=22870/80000, loss=0.1955, lr=0.007386, batch_cost=0.9795, reader_cost=0.0001 | ETA 15:32:37
2020-11-05 22:04:16 [INFO] [TRAIN] epoch=62, iter=22880/80000, loss=0.1308, lr=0.007385, batch_cost=0.9856, reader_cost=0.0001 | ETA 15:38:18
2020-11-05 22:04:26 [INFO] [TRAIN] epoch=62, iter=22890/80000, loss=0.0981, lr=0.007384, batch_cost=0.9847, reader_cost=0.0001 | ETA 15:37:18
2020-11-05 22:04:36 [INFO] [TRAIN] epoch=62, iter=22900/80000, loss=0.0712, lr=0.007382, batch_cost=0.9889, reader_cost=0.0002 | ETA 15:41:05
2020-11-05 22:04:50 [INFO] [TRAIN] epoch=62, iter=22910/80000, loss=0.1345, lr=0.007381, batch_cost=1.4311, reader_cost=0.0001 | ETA 22:41:40
2020-11-05 22:05:04 [INFO] [TRAIN] epoch=62, iter=22920/80000, loss=0.1238, lr=0.007380, batch_cost=1.3228, reader_cost=0.0001 | ETA 20:58:25
2020-11-05 22:05:14 [INFO] [TRAIN] epoch=62, iter=22930/80000, loss=0.1195, lr=0.007379, batch_cost=1.0418, reader_cost=0.0001 | ETA 16:30:54
2020-11-05 22:05:24 [INFO] [TRAIN] epoch=62, iter=22940/80000, loss=0.0902, lr=0.007378, batch_cost=1.0295, reader_cost=0.0001 | ETA 16:19:05
2020-11-05 22:05:34 [INFO] [TRAIN] epoch=62, iter=22950/80000, loss=0.1224, lr=0.007377, batch_cost=1.0048, reader_cost=0.0001 | ETA 15:55:21
2020-11-05 22:05:44 [INFO] [TRAIN] epoch=62, iter=22960/80000, loss=0.1364, lr=0.007375, batch_cost=0.9842, reader_cost=0.0001 | ETA 15:35:41
2020-11-05 22:05:54 [INFO] [TRAIN] epoch=62, iter=22970/80000, loss=0.1941, lr=0.007374, batch_cost=0.9850, reader_cost=0.0001 | ETA 15:36:14
2020-11-05 22:06:04 [INFO] [TRAIN] epoch=62, iter=22980/80000, loss=0.1267, lr=0.007373, batch_cost=0.9925, reader_cost=0.0001 | ETA 15:43:13
2020-11-05 22:06:14 [INFO] [TRAIN] epoch=62, iter=22990/80000, loss=0.1150, lr=0.007372, batch_cost=1.0226, reader_cost=0.0002 | ETA 16:11:38
2020-11-05 22:06:24 [INFO] [TRAIN] epoch=62, iter=23000/80000, loss=0.1191, lr=0.007371, batch_cost=1.0183, reader_cost=0.0002 | ETA 16:07:21
2020-11-05 22:06:34 [INFO] [TRAIN] epoch=62, iter=23010/80000, loss=0.0689, lr=0.007370, batch_cost=0.9783, reader_cost=0.0001 | ETA 15:29:11
2020-11-05 22:06:44 [INFO] [TRAIN] epoch=62, iter=23020/80000, loss=0.1188, lr=0.007368, batch_cost=0.9769, reader_cost=0.0001 | ETA 15:27:45
2020-11-05 22:06:54 [INFO] [TRAIN] epoch=62, iter=23030/80000, loss=0.1343, lr=0.007367, batch_cost=0.9777, reader_cost=0.0002 | ETA 15:28:22
2020-11-05 22:07:04 [INFO] [TRAIN] epoch=62, iter=23040/80000, loss=0.0855, lr=0.007366, batch_cost=0.9763, reader_cost=0.0001 | ETA 15:26:49
2020-11-05 22:07:13 [INFO] [TRAIN] epoch=62, iter=23050/80000, loss=0.1505, lr=0.007365, batch_cost=0.9807, reader_cost=0.0001 | ETA 15:30:49
2020-11-05 22:07:23 [INFO] [TRAIN] epoch=62, iter=23060/80000, loss=0.1474, lr=0.007364, batch_cost=0.9759, reader_cost=0.0001 | ETA 15:26:06
2020-11-05 22:07:35 [INFO] [TRAIN] epoch=63, iter=23070/80000, loss=0.1332, lr=0.007363, batch_cost=1.1699, reader_cost=0.1411 | ETA 18:30:02
2020-11-05 22:07:45 [INFO] [TRAIN] epoch=63, iter=23080/80000, loss=0.1329, lr=0.007361, batch_cost=0.9847, reader_cost=0.0005 | ETA 15:34:06
2020-11-05 22:07:54 [INFO] [TRAIN] epoch=63, iter=23090/80000, loss=0.1571, lr=0.007360, batch_cost=0.9797, reader_cost=0.0001 | ETA 15:29:16
2020-11-05 22:08:04 [INFO] [TRAIN] epoch=63, iter=23100/80000, loss=0.1212, lr=0.007359, batch_cost=0.9805, reader_cost=0.0001 | ETA 15:29:50
2020-11-05 22:08:14 [INFO] [TRAIN] epoch=63, iter=23110/80000, loss=0.1318, lr=0.007358, batch_cost=0.9879, reader_cost=0.0001 | ETA 15:36:43
2020-11-05 22:08:24 [INFO] [TRAIN] epoch=63, iter=23120/80000, loss=0.2362, lr=0.007357, batch_cost=1.0253, reader_cost=0.0001 | ETA 16:12:01
2020-11-05 22:08:35 [INFO] [TRAIN] epoch=63, iter=23130/80000, loss=0.1053, lr=0.007356, batch_cost=1.0247, reader_cost=0.0001 | ETA 16:11:13
2020-11-05 22:08:45 [INFO] [TRAIN] epoch=63, iter=23140/80000, loss=0.1432, lr=0.007354, batch_cost=0.9969, reader_cost=0.0001 | ETA 15:44:45
2020-11-05 22:08:55 [INFO] [TRAIN] epoch=63, iter=23150/80000, loss=0.1329, lr=0.007353, batch_cost=1.0111, reader_cost=0.0002 | ETA 15:58:03
2020-11-05 22:09:05 [INFO] [TRAIN] epoch=63, iter=23160/80000, loss=0.1000, lr=0.007352, batch_cost=0.9893, reader_cost=0.0002 | ETA 15:37:12
2020-11-05 22:09:15 [INFO] [TRAIN] epoch=63, iter=23170/80000, loss=0.1059, lr=0.007351, batch_cost=1.0031, reader_cost=0.0002 | ETA 15:50:07
2020-11-05 22:09:24 [INFO] [TRAIN] epoch=63, iter=23180/80000, loss=0.0946, lr=0.007350, batch_cost=0.9810, reader_cost=0.0002 | ETA 15:29:01
2020-11-05 22:09:34 [INFO] [TRAIN] epoch=63, iter=23190/80000, loss=0.1218, lr=0.007349, batch_cost=0.9845, reader_cost=0.0001 | ETA 15:32:10
2020-11-05 22:09:44 [INFO] [TRAIN] epoch=63, iter=23200/80000, loss=0.1229, lr=0.007347, batch_cost=0.9788, reader_cost=0.0002 | ETA 15:26:33
2020-11-05 22:09:54 [INFO] [TRAIN] epoch=63, iter=23210/80000, loss=0.1482, lr=0.007346, batch_cost=0.9836, reader_cost=0.0002 | ETA 15:31:00
2020-11-05 22:10:04 [INFO] [TRAIN] epoch=63, iter=23220/80000, loss=0.1152, lr=0.007345, batch_cost=0.9927, reader_cost=0.0002 | ETA 15:39:23
2020-11-05 22:10:14 [INFO] [TRAIN] epoch=63, iter=23230/80000, loss=0.2956, lr=0.007344, batch_cost=1.0039, reader_cost=0.0002 | ETA 15:49:50
2020-11-05 22:10:24 [INFO] [TRAIN] epoch=63, iter=23240/80000, loss=0.1619, lr=0.007343, batch_cost=0.9799, reader_cost=0.0002 | ETA 15:26:57
2020-11-05 22:10:34 [INFO] [TRAIN] epoch=63, iter=23250/80000, loss=0.1222, lr=0.007342, batch_cost=0.9797, reader_cost=0.0002 | ETA 15:26:38
2020-11-05 22:10:43 [INFO] [TRAIN] epoch=63, iter=23260/80000, loss=0.1125, lr=0.007341, batch_cost=0.9834, reader_cost=0.0002 | ETA 15:29:59
2020-11-05 22:10:53 [INFO] [TRAIN] epoch=63, iter=23270/80000, loss=0.0776, lr=0.007339, batch_cost=0.9836, reader_cost=0.0002 | ETA 15:30:01
2020-11-05 22:11:03 [INFO] [TRAIN] epoch=63, iter=23280/80000, loss=0.1167, lr=0.007338, batch_cost=0.9877, reader_cost=0.0001 | ETA 15:33:44
2020-11-05 22:11:13 [INFO] [TRAIN] epoch=63, iter=23290/80000, loss=0.0970, lr=0.007337, batch_cost=0.9899, reader_cost=0.0001 | ETA 15:35:39
2020-11-05 22:11:23 [INFO] [TRAIN] epoch=63, iter=23300/80000, loss=0.1002, lr=0.007336, batch_cost=0.9881, reader_cost=0.0014 | ETA 15:33:47
2020-11-05 22:11:33 [INFO] [TRAIN] epoch=63, iter=23310/80000, loss=0.0838, lr=0.007335, batch_cost=0.9998, reader_cost=0.0007 | ETA 15:44:37
2020-11-05 22:11:43 [INFO] [TRAIN] epoch=63, iter=23320/80000, loss=0.1058, lr=0.007334, batch_cost=0.9910, reader_cost=0.0002 | ETA 15:36:09
2020-11-05 22:11:53 [INFO] [TRAIN] epoch=63, iter=23330/80000, loss=0.2177, lr=0.007332, batch_cost=1.0451, reader_cost=0.0002 | ETA 16:27:06
2020-11-05 22:12:04 [INFO] [TRAIN] epoch=63, iter=23340/80000, loss=0.2586, lr=0.007331, batch_cost=1.0509, reader_cost=0.0002 | ETA 16:32:23
2020-11-05 22:12:14 [INFO] [TRAIN] epoch=63, iter=23350/80000, loss=0.1340, lr=0.007330, batch_cost=1.0493, reader_cost=0.0002 | ETA 16:30:44
2020-11-05 22:12:24 [INFO] [TRAIN] epoch=63, iter=23360/80000, loss=0.2245, lr=0.007329, batch_cost=1.0182, reader_cost=0.0002 | ETA 16:01:09
2020-11-05 22:12:34 [INFO] [TRAIN] epoch=63, iter=23370/80000, loss=0.1250, lr=0.007328, batch_cost=1.0032, reader_cost=0.0002 | ETA 15:46:48
2020-11-05 22:12:44 [INFO] [TRAIN] epoch=63, iter=23380/80000, loss=0.1065, lr=0.007327, batch_cost=1.0073, reader_cost=0.0002 | ETA 15:50:31
2020-11-05 22:12:55 [INFO] [TRAIN] epoch=63, iter=23390/80000, loss=0.1049, lr=0.007325, batch_cost=1.0333, reader_cost=0.0002 | ETA 16:14:56
2020-11-05 22:13:05 [INFO] [TRAIN] epoch=63, iter=23400/80000, loss=0.1387, lr=0.007324, batch_cost=1.0450, reader_cost=0.0002 | ETA 16:25:48
2020-11-05 22:13:16 [INFO] [TRAIN] epoch=63, iter=23410/80000, loss=0.0840, lr=0.007323, batch_cost=1.0264, reader_cost=0.0020 | ETA 16:08:05
2020-11-05 22:13:26 [INFO] [TRAIN] epoch=63, iter=23420/80000, loss=0.1173, lr=0.007322, batch_cost=1.0384, reader_cost=0.0002 | ETA 16:19:10
2020-11-05 22:13:36 [INFO] [TRAIN] epoch=63, iter=23430/80000, loss=0.1726, lr=0.007321, batch_cost=1.0245, reader_cost=0.0002 | ETA 16:05:55
2020-11-05 22:13:48 [INFO] [TRAIN] epoch=64, iter=23440/80000, loss=0.1812, lr=0.007320, batch_cost=1.1452, reader_cost=0.1547 | ETA 17:59:30
2020-11-05 22:13:58 [INFO] [TRAIN] epoch=64, iter=23450/80000, loss=0.1378, lr=0.007318, batch_cost=1.0227, reader_cost=0.0005 | ETA 16:03:51
2020-11-05 22:14:08 [INFO] [TRAIN] epoch=64, iter=23460/80000, loss=0.1716, lr=0.007317, batch_cost=0.9836, reader_cost=0.0002 | ETA 15:26:53
2020-11-05 22:14:18 [INFO] [TRAIN] epoch=64, iter=23470/80000, loss=0.1126, lr=0.007316, batch_cost=0.9829, reader_cost=0.0002 | ETA 15:26:04
2020-11-05 22:14:27 [INFO] [TRAIN] epoch=64, iter=23480/80000, loss=0.1169, lr=0.007315, batch_cost=0.9860, reader_cost=0.0002 | ETA 15:28:49
2020-11-05 22:14:37 [INFO] [TRAIN] epoch=64, iter=23490/80000, loss=0.1546, lr=0.007314, batch_cost=1.0007, reader_cost=0.0001 | ETA 15:42:29
2020-11-05 22:14:48 [INFO] [TRAIN] epoch=64, iter=23500/80000, loss=0.0789, lr=0.007313, batch_cost=1.0428, reader_cost=0.0002 | ETA 16:21:56
2020-11-05 22:14:58 [INFO] [TRAIN] epoch=64, iter=23510/80000, loss=0.1418, lr=0.007311, batch_cost=1.0089, reader_cost=0.0001 | ETA 15:49:53
2020-11-05 22:15:08 [INFO] [TRAIN] epoch=64, iter=23520/80000, loss=0.1208, lr=0.007310, batch_cost=0.9760, reader_cost=0.0002 | ETA 15:18:45
2020-11-05 22:15:18 [INFO] [TRAIN] epoch=64, iter=23530/80000, loss=0.1653, lr=0.007309, batch_cost=0.9833, reader_cost=0.0002 | ETA 15:25:26
2020-11-05 22:15:28 [INFO] [TRAIN] epoch=64, iter=23540/80000, loss=0.0740, lr=0.007308, batch_cost=1.0085, reader_cost=0.0002 | ETA 15:49:00
2020-11-05 22:15:38 [INFO] [TRAIN] epoch=64, iter=23550/80000, loss=0.1507, lr=0.007307, batch_cost=0.9950, reader_cost=0.0001 | ETA 15:36:06
2020-11-05 22:15:48 [INFO] [TRAIN] epoch=64, iter=23560/80000, loss=0.1368, lr=0.007306, batch_cost=1.0350, reader_cost=0.0002 | ETA 16:13:32
2020-11-05 22:15:58 [INFO] [TRAIN] epoch=64, iter=23570/80000, loss=0.1071, lr=0.007304, batch_cost=1.0349, reader_cost=0.0002 | ETA 16:13:20
2020-11-05 22:16:09 [INFO] [TRAIN] epoch=64, iter=23580/80000, loss=0.1410, lr=0.007303, batch_cost=1.0904, reader_cost=0.0015 | ETA 17:05:21
2020-11-05 22:16:19 [INFO] [TRAIN] epoch=64, iter=23590/80000, loss=0.1141, lr=0.007302, batch_cost=0.9807, reader_cost=0.0002 | ETA 15:22:01
2020-11-05 22:16:29 [INFO] [TRAIN] epoch=64, iter=23600/80000, loss=0.1027, lr=0.007301, batch_cost=0.9798, reader_cost=0.0002 | ETA 15:21:02
2020-11-05 22:16:39 [INFO] [TRAIN] epoch=64, iter=23610/80000, loss=0.1098, lr=0.007300, batch_cost=1.0382, reader_cost=0.0002 | ETA 16:15:44
2020-11-05 22:16:49 [INFO] [TRAIN] epoch=64, iter=23620/80000, loss=0.1241, lr=0.007299, batch_cost=0.9736, reader_cost=0.0002 | ETA 15:14:50
2020-11-05 22:16:59 [INFO] [TRAIN] epoch=64, iter=23630/80000, loss=0.1038, lr=0.007297, batch_cost=0.9990, reader_cost=0.0002 | ETA 15:38:31
2020-11-05 22:17:09 [INFO] [TRAIN] epoch=64, iter=23640/80000, loss=0.0983, lr=0.007296, batch_cost=0.9823, reader_cost=0.0002 | ETA 15:22:45
2020-11-05 22:17:18 [INFO] [TRAIN] epoch=64, iter=23650/80000, loss=0.0782, lr=0.007295, batch_cost=0.9737, reader_cost=0.0016 | ETA 15:14:25
2020-11-05 22:17:28 [INFO] [TRAIN] epoch=64, iter=23660/80000, loss=0.1205, lr=0.007294, batch_cost=0.9691, reader_cost=0.0002 | ETA 15:10:01
2020-11-05 22:17:38 [INFO] [TRAIN] epoch=64, iter=23670/80000, loss=0.0929, lr=0.007293, batch_cost=0.9733, reader_cost=0.0002 | ETA 15:13:45
2020-11-05 22:17:48 [INFO] [TRAIN] epoch=64, iter=23680/80000, loss=0.1278, lr=0.007292, batch_cost=0.9882, reader_cost=0.0002 | ETA 15:27:33
2020-11-05 22:17:58 [INFO] [TRAIN] epoch=64, iter=23690/80000, loss=0.0830, lr=0.007290, batch_cost=0.9881, reader_cost=0.0001 | ETA 15:27:21
2020-11-05 22:18:07 [INFO] [TRAIN] epoch=64, iter=23700/80000, loss=0.1248, lr=0.007289, batch_cost=0.9816, reader_cost=0.0001 | ETA 15:21:03
2020-11-05 22:18:17 [INFO] [TRAIN] epoch=64, iter=23710/80000, loss=0.1041, lr=0.007288, batch_cost=0.9826, reader_cost=0.0001 | ETA 15:21:51
2020-11-05 22:18:27 [INFO] [TRAIN] epoch=64, iter=23720/80000, loss=0.1558, lr=0.007287, batch_cost=0.9883, reader_cost=0.0001 | ETA 15:27:02
2020-11-05 22:18:37 [INFO] [TRAIN] epoch=64, iter=23730/80000, loss=0.1068, lr=0.007286, batch_cost=0.9904, reader_cost=0.0001 | ETA 15:28:52
2020-11-05 22:18:47 [INFO] [TRAIN] epoch=64, iter=23740/80000, loss=0.1146, lr=0.007285, batch_cost=0.9907, reader_cost=0.0001 | ETA 15:28:55
2020-11-05 22:18:57 [INFO] [TRAIN] epoch=64, iter=23750/80000, loss=0.0792, lr=0.007283, batch_cost=0.9892, reader_cost=0.0001 | ETA 15:27:19
2020-11-05 22:19:07 [INFO] [TRAIN] epoch=64, iter=23760/80000, loss=0.0995, lr=0.007282, batch_cost=0.9856, reader_cost=0.0001 | ETA 15:23:52
2020-11-05 22:19:17 [INFO] [TRAIN] epoch=64, iter=23770/80000, loss=0.0938, lr=0.007281, batch_cost=0.9893, reader_cost=0.0001 | ETA 15:27:10
2020-11-05 22:19:27 [INFO] [TRAIN] epoch=64, iter=23780/80000, loss=0.1056, lr=0.007280, batch_cost=0.9936, reader_cost=0.0002 | ETA 15:30:59
2020-11-05 22:19:37 [INFO] [TRAIN] epoch=64, iter=23790/80000, loss=0.1193, lr=0.007279, batch_cost=1.0147, reader_cost=0.0002 | ETA 15:50:35
2020-11-05 22:19:47 [INFO] [TRAIN] epoch=64, iter=23800/80000, loss=0.0935, lr=0.007278, batch_cost=1.0292, reader_cost=0.0002 | ETA 16:03:58
2020-11-05 22:20:00 [INFO] [TRAIN] epoch=65, iter=23810/80000, loss=0.1154, lr=0.007276, batch_cost=1.2710, reader_cost=0.1330 | ETA 19:50:16
2020-11-05 22:20:10 [INFO] [TRAIN] epoch=65, iter=23820/80000, loss=0.1697, lr=0.007275, batch_cost=1.0301, reader_cost=0.0005 | ETA 16:04:29
2020-11-05 22:20:20 [INFO] [TRAIN] epoch=65, iter=23830/80000, loss=0.2305, lr=0.007274, batch_cost=1.0319, reader_cost=0.0002 | ETA 16:06:02
2020-11-05 22:20:30 [INFO] [TRAIN] epoch=65, iter=23840/80000, loss=0.1278, lr=0.007273, batch_cost=1.0200, reader_cost=0.0002 | ETA 15:54:42
2020-11-05 22:20:40 [INFO] [TRAIN] epoch=65, iter=23850/80000, loss=0.1047, lr=0.007272, batch_cost=0.9956, reader_cost=0.0001 | ETA 15:31:44
2020-11-05 22:20:50 [INFO] [TRAIN] epoch=65, iter=23860/80000, loss=0.1405, lr=0.007271, batch_cost=1.0029, reader_cost=0.0001 | ETA 15:38:22
2020-11-05 22:21:00 [INFO] [TRAIN] epoch=65, iter=23870/80000, loss=0.1056, lr=0.007269, batch_cost=0.9988, reader_cost=0.0002 | ETA 15:34:22
2020-11-05 22:21:11 [INFO] [TRAIN] epoch=65, iter=23880/80000, loss=0.2167, lr=0.007268, batch_cost=1.0172, reader_cost=0.0001 | ETA 15:51:26
2020-11-05 22:21:22 [INFO] [TRAIN] epoch=65, iter=23890/80000, loss=0.1166, lr=0.007267, batch_cost=1.1382, reader_cost=0.0002 | ETA 17:44:24
2020-11-05 22:21:32 [INFO] [TRAIN] epoch=65, iter=23900/80000, loss=0.1417, lr=0.007266, batch_cost=0.9962, reader_cost=0.0001 | ETA 15:31:27
2020-11-05 22:21:42 [INFO] [TRAIN] epoch=65, iter=23910/80000, loss=0.0950, lr=0.007265, batch_cost=1.0474, reader_cost=0.0001 | ETA 16:19:07
2020-11-05 22:21:57 [INFO] [TRAIN] epoch=65, iter=23920/80000, loss=0.1083, lr=0.007264, batch_cost=1.5030, reader_cost=0.0002 | ETA 23:24:50
2020-11-05 22:22:08 [INFO] [TRAIN] epoch=65, iter=23930/80000, loss=0.1150, lr=0.007262, batch_cost=1.0669, reader_cost=0.0002 | ETA 16:36:59
2020-11-05 22:22:19 [INFO] [TRAIN] epoch=65, iter=23940/80000, loss=0.1063, lr=0.007261, batch_cost=1.0769, reader_cost=0.0002 | ETA 16:46:10
2020-11-05 22:22:29 [INFO] [TRAIN] epoch=65, iter=23950/80000, loss=0.1194, lr=0.007260, batch_cost=1.0084, reader_cost=0.0001 | ETA 15:41:58
2020-11-05 22:22:39 [INFO] [TRAIN] epoch=65, iter=23960/80000, loss=0.1352, lr=0.007259, batch_cost=1.0331, reader_cost=0.0001 | ETA 16:04:52
2020-11-05 22:22:50 [INFO] [TRAIN] epoch=65, iter=23970/80000, loss=0.1380, lr=0.007258, batch_cost=1.0228, reader_cost=0.0001 | ETA 15:55:05
2020-11-05 22:23:00 [INFO] [TRAIN] epoch=65, iter=23980/80000, loss=0.1355, lr=0.007257, batch_cost=1.0017, reader_cost=0.0001 | ETA 15:35:13
2020-11-05 22:23:10 [INFO] [TRAIN] epoch=65, iter=23990/80000, loss=0.1130, lr=0.007255, batch_cost=1.0658, reader_cost=0.0020 | ETA 16:34:58
2020-11-05 22:23:20 [INFO] [TRAIN] epoch=65, iter=24000/80000, loss=0.1688, lr=0.007254, batch_cost=1.0112, reader_cost=0.0002 | ETA 15:43:45
2020-11-05 22:23:25 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 22:28:35 [INFO] [EVAL] #Images=500 mIoU=0.7787 Acc=0.9610 Kappa=0.9494
2020-11-05 22:28:35 [INFO] [EVAL] Category IoU:
[0.9811 0.8503 0.925 0.5309 0.6214 0.6589 0.7166 0.7905 0.9253 0.6535
0.9501 0.827 0.6376 0.951 0.8011 0.8664 0.7104 0.6244 0.7733]
2020-11-05 22:28:35 [INFO] [EVAL] Category Acc:
[0.992 0.9129 0.9542 0.8784 0.754 0.8129 0.845 0.8873 0.9586 0.8256
0.9696 0.8886 0.7844 0.9796 0.8827 0.9168 0.9434 0.8742 0.8624]
2020-11-05 22:28:38 [INFO] [EVAL] The model with the best validation mIoU (0.7787) was saved at iter 24000.
2020-11-05 22:28:48 [INFO] [TRAIN] epoch=65, iter=24010/80000, loss=0.1314, lr=0.007253, batch_cost=0.9958, reader_cost=0.0001 | ETA 15:29:12
2020-11-05 22:28:58 [INFO] [TRAIN] epoch=65, iter=24020/80000, loss=0.0944, lr=0.007252, batch_cost=0.9994, reader_cost=0.0001 | ETA 15:32:25
2020-11-05 22:29:08 [INFO] [TRAIN] epoch=65, iter=24030/80000, loss=0.1198, lr=0.007251, batch_cost=1.0097, reader_cost=0.0002 | ETA 15:41:52
2020-11-05 22:29:18 [INFO] [TRAIN] epoch=65, iter=24040/80000, loss=0.0998, lr=0.007250, batch_cost=1.0178, reader_cost=0.0002 | ETA 15:49:18
2020-11-05 22:29:28 [INFO] [TRAIN] epoch=65, iter=24050/80000, loss=0.1581, lr=0.007248, batch_cost=1.0107, reader_cost=0.0002 | ETA 15:42:29
2020-11-05 22:29:39 [INFO] [TRAIN] epoch=65, iter=24060/80000, loss=0.1706, lr=0.007247, batch_cost=1.0199, reader_cost=0.0002 | ETA 15:50:53
2020-11-05 22:29:49 [INFO] [TRAIN] epoch=65, iter=24070/80000, loss=0.1444, lr=0.007246, batch_cost=1.0294, reader_cost=0.0002 | ETA 15:59:34
2020-11-05 22:29:59 [INFO] [TRAIN] epoch=65, iter=24080/80000, loss=0.1038, lr=0.007245, batch_cost=1.0100, reader_cost=0.0002 | ETA 15:41:21
2020-11-05 22:30:09 [INFO] [TRAIN] epoch=65, iter=24090/80000, loss=0.2726, lr=0.007244, batch_cost=1.0028, reader_cost=0.0002 | ETA 15:34:28
2020-11-05 22:30:19 [INFO] [TRAIN] epoch=65, iter=24100/80000, loss=0.1585, lr=0.007243, batch_cost=1.0057, reader_cost=0.0002 | ETA 15:36:56
2020-11-05 22:30:29 [INFO] [TRAIN] epoch=65, iter=24110/80000, loss=0.1307, lr=0.007241, batch_cost=1.0042, reader_cost=0.0002 | ETA 15:35:24
2020-11-05 22:30:39 [INFO] [TRAIN] epoch=65, iter=24120/80000, loss=0.0976, lr=0.007240, batch_cost=1.0197, reader_cost=0.0001 | ETA 15:49:40
2020-11-05 22:30:49 [INFO] [TRAIN] epoch=65, iter=24130/80000, loss=0.1059, lr=0.007239, batch_cost=1.0223, reader_cost=0.0001 | ETA 15:51:58
2020-11-05 22:31:00 [INFO] [TRAIN] epoch=65, iter=24140/80000, loss=0.1273, lr=0.007238, batch_cost=1.0057, reader_cost=0.0002 | ETA 15:36:18
2020-11-05 22:31:10 [INFO] [TRAIN] epoch=65, iter=24150/80000, loss=0.1498, lr=0.007237, batch_cost=1.0133, reader_cost=0.0002 | ETA 15:43:11
2020-11-05 22:31:20 [INFO] [TRAIN] epoch=65, iter=24160/80000, loss=0.1147, lr=0.007236, batch_cost=1.0106, reader_cost=0.0010 | ETA 15:40:29
2020-11-05 22:31:30 [INFO] [TRAIN] epoch=65, iter=24170/80000, loss=0.1521, lr=0.007234, batch_cost=1.0057, reader_cost=0.0014 | ETA 15:35:49
2020-11-05 22:31:40 [INFO] [TRAIN] epoch=65, iter=24180/80000, loss=0.1460, lr=0.007233, batch_cost=0.9774, reader_cost=0.0011 | ETA 15:09:18
2020-11-05 22:31:52 [INFO] [TRAIN] epoch=66, iter=24190/80000, loss=0.1093, lr=0.007232, batch_cost=1.2513, reader_cost=0.1466 | ETA 19:23:56
2020-11-05 22:32:03 [INFO] [TRAIN] epoch=66, iter=24200/80000, loss=0.1102, lr=0.007231, batch_cost=1.0624, reader_cost=0.0004 | ETA 16:28:03
2020-11-05 22:32:14 [INFO] [TRAIN] epoch=66, iter=24210/80000, loss=0.1125, lr=0.007230, batch_cost=1.0997, reader_cost=0.0002 | ETA 17:02:33
2020-11-05 22:32:24 [INFO] [TRAIN] epoch=66, iter=24220/80000, loss=0.1044, lr=0.007229, batch_cost=1.0148, reader_cost=0.0002 | ETA 15:43:23
2020-11-05 22:32:34 [INFO] [TRAIN] epoch=66, iter=24230/80000, loss=0.1298, lr=0.007227, batch_cost=1.0001, reader_cost=0.0001 | ETA 15:29:34
2020-11-05 22:32:44 [INFO] [TRAIN] epoch=66, iter=24240/80000, loss=0.1405, lr=0.007226, batch_cost=0.9987, reader_cost=0.0002 | ETA 15:28:05
2020-11-05 22:32:54 [INFO] [TRAIN] epoch=66, iter=24250/80000, loss=0.1869, lr=0.007225, batch_cost=0.9995, reader_cost=0.0001 | ETA 15:28:43
2020-11-05 22:33:04 [INFO] [TRAIN] epoch=66, iter=24260/80000, loss=0.1373, lr=0.007224, batch_cost=1.0476, reader_cost=0.0001 | ETA 16:13:13
2020-11-05 22:33:15 [INFO] [TRAIN] epoch=66, iter=24270/80000, loss=0.0963, lr=0.007223, batch_cost=1.0272, reader_cost=0.0001 | ETA 15:54:03
2020-11-05 22:33:25 [INFO] [TRAIN] epoch=66, iter=24280/80000, loss=0.1227, lr=0.007222, batch_cost=1.0029, reader_cost=0.0002 | ETA 15:31:21
2020-11-05 22:33:35 [INFO] [TRAIN] epoch=66, iter=24290/80000, loss=0.1413, lr=0.007220, batch_cost=1.0008, reader_cost=0.0002 | ETA 15:29:14
2020-11-05 22:33:45 [INFO] [TRAIN] epoch=66, iter=24300/80000, loss=0.1165, lr=0.007219, batch_cost=1.0206, reader_cost=0.0001 | ETA 15:47:25
2020-11-05 22:33:55 [INFO] [TRAIN] epoch=66, iter=24310/80000, loss=0.1200, lr=0.007218, batch_cost=1.0215, reader_cost=0.0001 | ETA 15:48:09
2020-11-05 22:34:05 [INFO] [TRAIN] epoch=66, iter=24320/80000, loss=0.1438, lr=0.007217, batch_cost=1.0261, reader_cost=0.0001 | ETA 15:52:14
2020-11-05 22:34:15 [INFO] [TRAIN] epoch=66, iter=24330/80000, loss=0.0952, lr=0.007216, batch_cost=1.0066, reader_cost=0.0001 | ETA 15:33:54
2020-11-05 22:34:26 [INFO] [TRAIN] epoch=66, iter=24340/80000, loss=0.1392, lr=0.007215, batch_cost=1.0403, reader_cost=0.0018 | ETA 16:05:04
2020-11-05 22:34:36 [INFO] [TRAIN] epoch=66, iter=24350/80000, loss=0.1507, lr=0.007213, batch_cost=1.0364, reader_cost=0.0010 | ETA 16:01:13
2020-11-05 22:34:47 [INFO] [TRAIN] epoch=66, iter=24360/80000, loss=0.1099, lr=0.007212, batch_cost=1.0876, reader_cost=0.0013 | ETA 16:48:31
2020-11-05 22:34:57 [INFO] [TRAIN] epoch=66, iter=24370/80000, loss=0.2503, lr=0.007211, batch_cost=1.0303, reader_cost=0.0002 | ETA 15:55:17
2020-11-05 22:35:08 [INFO] [TRAIN] epoch=66, iter=24380/80000, loss=0.1444, lr=0.007210, batch_cost=1.0563, reader_cost=0.0057 | ETA 16:19:10
2020-11-05 22:35:18 [INFO] [TRAIN] epoch=66, iter=24390/80000, loss=0.1086, lr=0.007209, batch_cost=1.0325, reader_cost=0.0002 | ETA 15:56:56
2020-11-05 22:35:29 [INFO] [TRAIN] epoch=66, iter=24400/80000, loss=0.1140, lr=0.007208, batch_cost=1.0655, reader_cost=0.0015 | ETA 16:27:23
2020-11-05 22:35:39 [INFO] [TRAIN] epoch=66, iter=24410/80000, loss=0.0928, lr=0.007206, batch_cost=1.0200, reader_cost=0.0010 | ETA 15:45:01
2020-11-05 22:35:49 [INFO] [TRAIN] epoch=66, iter=24420/80000, loss=0.1372, lr=0.007205, batch_cost=1.0174, reader_cost=0.0032 | ETA 15:42:25
2020-11-05 22:35:59 [INFO] [TRAIN] epoch=66, iter=24430/80000, loss=0.1065, lr=0.007204, batch_cost=0.9937, reader_cost=0.0013 | ETA 15:20:18
2020-11-05 22:36:09 [INFO] [TRAIN] epoch=66, iter=24440/80000, loss=0.1137, lr=0.007203, batch_cost=0.9888, reader_cost=0.0010 | ETA 15:15:38
2020-11-05 22:36:19 [INFO] [TRAIN] epoch=66, iter=24450/80000, loss=0.2801, lr=0.007202, batch_cost=1.0051, reader_cost=0.0019 | ETA 15:30:36
2020-11-05 22:36:30 [INFO] [TRAIN] epoch=66, iter=24460/80000, loss=0.1810, lr=0.007201, batch_cost=1.0379, reader_cost=0.0010 | ETA 16:00:44
2020-11-05 22:36:40 [INFO] [TRAIN] epoch=66, iter=24470/80000, loss=0.0944, lr=0.007199, batch_cost=1.0387, reader_cost=0.0002 | ETA 16:01:18
2020-11-05 22:36:50 [INFO] [TRAIN] epoch=66, iter=24480/80000, loss=0.1376, lr=0.007198, batch_cost=0.9919, reader_cost=0.0002 | ETA 15:17:51
2020-11-05 22:37:00 [INFO] [TRAIN] epoch=66, iter=24490/80000, loss=0.0967, lr=0.007197, batch_cost=1.0264, reader_cost=0.0002 | ETA 15:49:33
2020-11-05 22:37:11 [INFO] [TRAIN] epoch=66, iter=24500/80000, loss=0.0954, lr=0.007196, batch_cost=1.0464, reader_cost=0.0002 | ETA 16:07:56
2020-11-05 22:37:21 [INFO] [TRAIN] epoch=66, iter=24510/80000, loss=0.1400, lr=0.007195, batch_cost=1.0281, reader_cost=0.0002 | ETA 15:50:51
2020-11-05 22:37:31 [INFO] [TRAIN] epoch=66, iter=24520/80000, loss=0.1088, lr=0.007194, batch_cost=1.0462, reader_cost=0.0002 | ETA 16:07:24
2020-11-05 22:37:41 [INFO] [TRAIN] epoch=66, iter=24530/80000, loss=0.1007, lr=0.007192, batch_cost=0.9858, reader_cost=0.0001 | ETA 15:11:23
2020-11-05 22:37:51 [INFO] [TRAIN] epoch=66, iter=24540/80000, loss=0.1137, lr=0.007191, batch_cost=0.9942, reader_cost=0.0002 | ETA 15:19:00
2020-11-05 22:38:01 [INFO] [TRAIN] epoch=66, iter=24550/80000, loss=0.1289, lr=0.007190, batch_cost=0.9915, reader_cost=0.0001 | ETA 15:16:19
2020-11-05 22:38:13 [INFO] [TRAIN] epoch=67, iter=24560/80000, loss=0.1214, lr=0.007189, batch_cost=1.2032, reader_cost=0.1239 | ETA 18:31:44
2020-11-05 22:38:23 [INFO] [TRAIN] epoch=67, iter=24570/80000, loss=0.1204, lr=0.007188, batch_cost=1.0215, reader_cost=0.0005 | ETA 15:43:43
2020-11-05 22:38:34 [INFO] [TRAIN] epoch=67, iter=24580/80000, loss=0.1245, lr=0.007187, batch_cost=1.0246, reader_cost=0.0001 | ETA 15:46:25
2020-11-05 22:38:44 [INFO] [TRAIN] epoch=67, iter=24590/80000, loss=0.1219, lr=0.007185, batch_cost=1.0258, reader_cost=0.0001 | ETA 15:47:20
2020-11-05 22:38:54 [INFO] [TRAIN] epoch=67, iter=24600/80000, loss=0.1099, lr=0.007184, batch_cost=1.0260, reader_cost=0.0001 | ETA 15:47:18
2020-11-05 22:39:04 [INFO] [TRAIN] epoch=67, iter=24610/80000, loss=0.1090, lr=0.007183, batch_cost=1.0254, reader_cost=0.0001 | ETA 15:46:38
2020-11-05 22:39:15 [INFO] [TRAIN] epoch=67, iter=24620/80000, loss=0.1157, lr=0.007182, batch_cost=1.0256, reader_cost=0.0002 | ETA 15:46:38
2020-11-05 22:39:25 [INFO] [TRAIN] epoch=67, iter=24630/80000, loss=0.1347, lr=0.007181, batch_cost=1.0280, reader_cost=0.0002 | ETA 15:48:39
2020-11-05 22:39:35 [INFO] [TRAIN] epoch=67, iter=24640/80000, loss=0.0880, lr=0.007180, batch_cost=1.0322, reader_cost=0.0002 | ETA 15:52:25
2020-11-05 22:39:46 [INFO] [TRAIN] epoch=67, iter=24650/80000, loss=0.0896, lr=0.007178, batch_cost=1.0660, reader_cost=0.0001 | ETA 16:23:22
2020-11-05 22:39:56 [INFO] [TRAIN] epoch=67, iter=24660/80000, loss=0.0915, lr=0.007177, batch_cost=1.0361, reader_cost=0.0001 | ETA 15:55:39
2020-11-05 22:40:07 [INFO] [TRAIN] epoch=67, iter=24670/80000, loss=0.1147, lr=0.007176, batch_cost=1.0426, reader_cost=0.0001 | ETA 16:01:26
2020-11-05 22:40:17 [INFO] [TRAIN] epoch=67, iter=24680/80000, loss=0.1044, lr=0.007175, batch_cost=1.0587, reader_cost=0.0001 | ETA 16:16:06
2020-11-05 22:40:28 [INFO] [TRAIN] epoch=67, iter=24690/80000, loss=0.1078, lr=0.007174, batch_cost=1.0775, reader_cost=0.0002 | ETA 16:33:17
2020-11-05 22:40:39 [INFO] [TRAIN] epoch=67, iter=24700/80000, loss=0.1073, lr=0.007173, batch_cost=1.0564, reader_cost=0.0001 | ETA 16:13:40
2020-11-05 22:40:49 [INFO] [TRAIN] epoch=67, iter=24710/80000, loss=0.1114, lr=0.007171, batch_cost=1.0269, reader_cost=0.0001 | ETA 15:46:19
2020-11-05 22:40:59 [INFO] [TRAIN] epoch=67, iter=24720/80000, loss=0.1219, lr=0.007170, batch_cost=1.0352, reader_cost=0.0001 | ETA 15:53:44
2020-11-05 22:41:09 [INFO] [TRAIN] epoch=67, iter=24730/80000, loss=0.1138, lr=0.007169, batch_cost=1.0260, reader_cost=0.0001 | ETA 15:45:07
2020-11-05 22:41:20 [INFO] [TRAIN] epoch=67, iter=24740/80000, loss=0.1637, lr=0.007168, batch_cost=1.0260, reader_cost=0.0001 | ETA 15:44:57
2020-11-05 22:41:30 [INFO] [TRAIN] epoch=67, iter=24750/80000, loss=0.1238, lr=0.007167, batch_cost=1.0274, reader_cost=0.0001 | ETA 15:46:03
2020-11-05 22:41:40 [INFO] [TRAIN] epoch=67, iter=24760/80000, loss=0.0767, lr=0.007166, batch_cost=1.0260, reader_cost=0.0001 | ETA 15:44:37
2020-11-05 22:41:51 [INFO] [TRAIN] epoch=67, iter=24770/80000, loss=0.1116, lr=0.007164, batch_cost=1.0431, reader_cost=0.0001 | ETA 16:00:12
2020-11-05 22:42:01 [INFO] [TRAIN] epoch=67, iter=24780/80000, loss=0.0758, lr=0.007163, batch_cost=1.0624, reader_cost=0.0002 | ETA 16:17:44
2020-11-05 22:42:11 [INFO] [TRAIN] epoch=67, iter=24790/80000, loss=0.1081, lr=0.007162, batch_cost=1.0198, reader_cost=0.0001 | ETA 15:38:23
2020-11-05 22:42:22 [INFO] [TRAIN] epoch=67, iter=24800/80000, loss=0.1363, lr=0.007161, batch_cost=1.0403, reader_cost=0.0001 | ETA 15:57:06
2020-11-05 22:42:32 [INFO] [TRAIN] epoch=67, iter=24810/80000, loss=0.1631, lr=0.007160, batch_cost=0.9915, reader_cost=0.0001 | ETA 15:11:58
2020-11-05 22:42:42 [INFO] [TRAIN] epoch=67, iter=24820/80000, loss=0.1715, lr=0.007159, batch_cost=0.9957, reader_cost=0.0001 | ETA 15:15:45
2020-11-05 22:42:52 [INFO] [TRAIN] epoch=67, iter=24830/80000, loss=0.1374, lr=0.007157, batch_cost=0.9996, reader_cost=0.0001 | ETA 15:19:05
2020-11-05 22:43:02 [INFO] [TRAIN] epoch=67, iter=24840/80000, loss=0.0877, lr=0.007156, batch_cost=0.9848, reader_cost=0.0002 | ETA 15:05:23
2020-11-05 22:43:11 [INFO] [TRAIN] epoch=67, iter=24850/80000, loss=0.1353, lr=0.007155, batch_cost=0.9809, reader_cost=0.0001 | ETA 15:01:33
2020-11-05 22:43:21 [INFO] [TRAIN] epoch=67, iter=24860/80000, loss=0.1090, lr=0.007154, batch_cost=0.9798, reader_cost=0.0002 | ETA 15:00:25
2020-11-05 22:43:31 [INFO] [TRAIN] epoch=67, iter=24870/80000, loss=0.0752, lr=0.007153, batch_cost=0.9898, reader_cost=0.0001 | ETA 15:09:25
2020-11-05 22:43:42 [INFO] [TRAIN] epoch=67, iter=24880/80000, loss=0.0893, lr=0.007152, batch_cost=1.1102, reader_cost=0.0002 | ETA 16:59:52
2020-11-05 22:43:52 [INFO] [TRAIN] epoch=67, iter=24890/80000, loss=0.1462, lr=0.007150, batch_cost=1.0265, reader_cost=0.0012 | ETA 15:42:51
2020-11-05 22:44:03 [INFO] [TRAIN] epoch=67, iter=24900/80000, loss=0.0924, lr=0.007149, batch_cost=1.0367, reader_cost=0.0002 | ETA 15:51:59
2020-11-05 22:44:13 [INFO] [TRAIN] epoch=67, iter=24910/80000, loss=0.1285, lr=0.007148, batch_cost=1.0473, reader_cost=0.0001 | ETA 16:01:34
2020-11-05 22:44:23 [INFO] [TRAIN] epoch=67, iter=24920/80000, loss=0.1064, lr=0.007147, batch_cost=0.9984, reader_cost=0.0001 | ETA 15:16:31
2020-11-05 22:44:35 [INFO] [TRAIN] epoch=68, iter=24930/80000, loss=0.2698, lr=0.007146, batch_cost=1.1897, reader_cost=0.0929 | ETA 18:11:57
2020-11-05 22:44:45 [INFO] [TRAIN] epoch=68, iter=24940/80000, loss=0.1705, lr=0.007145, batch_cost=1.0075, reader_cost=0.0005 | ETA 15:24:30
2020-11-05 22:44:55 [INFO] [TRAIN] epoch=68, iter=24950/80000, loss=0.1657, lr=0.007143, batch_cost=0.9788, reader_cost=0.0001 | ETA 14:58:00
2020-11-05 22:45:05 [INFO] [TRAIN] epoch=68, iter=24960/80000, loss=0.1591, lr=0.007142, batch_cost=0.9908, reader_cost=0.0001 | ETA 15:08:52
2020-11-05 22:45:15 [INFO] [TRAIN] epoch=68, iter=24970/80000, loss=0.1058, lr=0.007141, batch_cost=0.9867, reader_cost=0.0001 | ETA 15:04:58
2020-11-05 22:45:25 [INFO] [TRAIN] epoch=68, iter=24980/80000, loss=0.1288, lr=0.007140, batch_cost=0.9807, reader_cost=0.0002 | ETA 14:59:19
2020-11-05 22:45:34 [INFO] [TRAIN] epoch=68, iter=24990/80000, loss=0.1360, lr=0.007139, batch_cost=0.9840, reader_cost=0.0001 | ETA 15:02:10
2020-11-05 22:45:44 [INFO] [TRAIN] epoch=68, iter=25000/80000, loss=0.1489, lr=0.007138, batch_cost=0.9938, reader_cost=0.0001 | ETA 15:11:01
2020-11-05 22:45:55 [INFO] [TRAIN] epoch=68, iter=25010/80000, loss=0.0909, lr=0.007136, batch_cost=1.0233, reader_cost=0.0001 | ETA 15:37:50
2020-11-05 22:46:05 [INFO] [TRAIN] epoch=68, iter=25020/80000, loss=0.1920, lr=0.007135, batch_cost=0.9948, reader_cost=0.0002 | ETA 15:11:34
2020-11-05 22:46:15 [INFO] [TRAIN] epoch=68, iter=25030/80000, loss=0.0927, lr=0.007134, batch_cost=0.9889, reader_cost=0.0002 | ETA 15:06:02
2020-11-05 22:46:24 [INFO] [TRAIN] epoch=68, iter=25040/80000, loss=0.1112, lr=0.007133, batch_cost=0.9913, reader_cost=0.0002 | ETA 15:08:04
2020-11-05 22:46:35 [INFO] [TRAIN] epoch=68, iter=25050/80000, loss=0.1046, lr=0.007132, batch_cost=1.0967, reader_cost=0.0002 | ETA 16:44:25
2020-11-05 22:46:46 [INFO] [TRAIN] epoch=68, iter=25060/80000, loss=0.1186, lr=0.007131, batch_cost=1.0285, reader_cost=0.0002 | ETA 15:41:47
2020-11-05 22:46:56 [INFO] [TRAIN] epoch=68, iter=25070/80000, loss=0.0970, lr=0.007129, batch_cost=1.0491, reader_cost=0.0002 | ETA 16:00:25
2020-11-05 22:47:06 [INFO] [TRAIN] epoch=68, iter=25080/80000, loss=0.1400, lr=0.007128, batch_cost=1.0209, reader_cost=0.0001 | ETA 15:34:29
2020-11-05 22:47:16 [INFO] [TRAIN] epoch=68, iter=25090/80000, loss=0.1268, lr=0.007127, batch_cost=1.0112, reader_cost=0.0001 | ETA 15:25:23
2020-11-05 22:47:27 [INFO] [TRAIN] epoch=68, iter=25100/80000, loss=0.1299, lr=0.007126, batch_cost=1.0457, reader_cost=0.0002 | ETA 15:56:48
2020-11-05 22:47:37 [INFO] [TRAIN] epoch=68, iter=25110/80000, loss=0.1220, lr=0.007125, batch_cost=1.0165, reader_cost=0.0001 | ETA 15:29:57
2020-11-05 22:47:47 [INFO] [TRAIN] epoch=68, iter=25120/80000, loss=0.1279, lr=0.007124, batch_cost=1.0156, reader_cost=0.0001 | ETA 15:28:54
2020-11-05 22:47:57 [INFO] [TRAIN] epoch=68, iter=25130/80000, loss=0.0878, lr=0.007122, batch_cost=0.9963, reader_cost=0.0001 | ETA 15:11:05
2020-11-05 22:48:07 [INFO] [TRAIN] epoch=68, iter=25140/80000, loss=0.1129, lr=0.007121, batch_cost=0.9968, reader_cost=0.0002 | ETA 15:11:25
2020-11-05 22:48:17 [INFO] [TRAIN] epoch=68, iter=25150/80000, loss=0.1144, lr=0.007120, batch_cost=1.0016, reader_cost=0.0001 | ETA 15:15:35
2020-11-05 22:48:27 [INFO] [TRAIN] epoch=68, iter=25160/80000, loss=0.0881, lr=0.007119, batch_cost=1.0198, reader_cost=0.0001 | ETA 15:32:03
2020-11-05 22:48:38 [INFO] [TRAIN] epoch=68, iter=25170/80000, loss=0.0966, lr=0.007118, batch_cost=1.0111, reader_cost=0.0001 | ETA 15:24:00
2020-11-05 22:48:48 [INFO] [TRAIN] epoch=68, iter=25180/80000, loss=0.1042, lr=0.007117, batch_cost=1.0187, reader_cost=0.0001 | ETA 15:30:43
2020-11-05 22:48:58 [INFO] [TRAIN] epoch=68, iter=25190/80000, loss=0.1674, lr=0.007115, batch_cost=0.9898, reader_cost=0.0001 | ETA 15:04:12
2020-11-05 22:49:08 [INFO] [TRAIN] epoch=68, iter=25200/80000, loss=0.0943, lr=0.007114, batch_cost=0.9900, reader_cost=0.0002 | ETA 15:04:13
2020-11-05 22:49:17 [INFO] [TRAIN] epoch=68, iter=25210/80000, loss=0.1226, lr=0.007113, batch_cost=0.9907, reader_cost=0.0001 | ETA 15:04:38
2020-11-05 22:49:27 [INFO] [TRAIN] epoch=68, iter=25220/80000, loss=0.0911, lr=0.007112, batch_cost=0.9981, reader_cost=0.0002 | ETA 15:11:18
2020-11-05 22:49:38 [INFO] [TRAIN] epoch=68, iter=25230/80000, loss=0.1195, lr=0.007111, batch_cost=1.0109, reader_cost=0.0001 | ETA 15:22:48
2020-11-05 22:49:47 [INFO] [TRAIN] epoch=68, iter=25240/80000, loss=0.0898, lr=0.007110, batch_cost=0.9856, reader_cost=0.0001 | ETA 14:59:30
2020-11-05 22:49:57 [INFO] [TRAIN] epoch=68, iter=25250/80000, loss=0.1047, lr=0.007108, batch_cost=0.9818, reader_cost=0.0001 | ETA 14:55:52
2020-11-05 22:50:07 [INFO] [TRAIN] epoch=68, iter=25260/80000, loss=0.1404, lr=0.007107, batch_cost=0.9921, reader_cost=0.0001 | ETA 15:05:05
2020-11-05 22:50:17 [INFO] [TRAIN] epoch=68, iter=25270/80000, loss=0.1021, lr=0.007106, batch_cost=0.9944, reader_cost=0.0001 | ETA 15:07:04
2020-11-05 22:50:27 [INFO] [TRAIN] epoch=68, iter=25280/80000, loss=0.1578, lr=0.007105, batch_cost=0.9939, reader_cost=0.0001 | ETA 15:06:26
2020-11-05 22:50:37 [INFO] [TRAIN] epoch=68, iter=25290/80000, loss=0.1759, lr=0.007104, batch_cost=0.9916, reader_cost=0.0001 | ETA 15:04:08
2020-11-05 22:50:49 [INFO] [TRAIN] epoch=69, iter=25300/80000, loss=0.1250, lr=0.007103, batch_cost=1.1748, reader_cost=0.1172 | ETA 17:51:04
2020-11-05 22:50:59 [INFO] [TRAIN] epoch=69, iter=25310/80000, loss=0.1905, lr=0.007101, batch_cost=1.0067, reader_cost=0.0005 | ETA 15:17:38
2020-11-05 22:51:09 [INFO] [TRAIN] epoch=69, iter=25320/80000, loss=0.2011, lr=0.007100, batch_cost=0.9835, reader_cost=0.0002 | ETA 14:56:20
2020-11-05 22:51:18 [INFO] [TRAIN] epoch=69, iter=25330/80000, loss=0.1380, lr=0.007099, batch_cost=0.9913, reader_cost=0.0001 | ETA 15:03:15
2020-11-05 22:51:28 [INFO] [TRAIN] epoch=69, iter=25340/80000, loss=0.1560, lr=0.007098, batch_cost=0.9930, reader_cost=0.0002 | ETA 15:04:38
2020-11-05 22:51:38 [INFO] [TRAIN] epoch=69, iter=25350/80000, loss=0.1276, lr=0.007097, batch_cost=0.9847, reader_cost=0.0001 | ETA 14:56:52
2020-11-05 22:51:48 [INFO] [TRAIN] epoch=69, iter=25360/80000, loss=0.1241, lr=0.007096, batch_cost=0.9927, reader_cost=0.0001 | ETA 15:04:03
2020-11-05 22:51:58 [INFO] [TRAIN] epoch=69, iter=25370/80000, loss=0.1450, lr=0.007094, batch_cost=1.0093, reader_cost=0.0002 | ETA 15:18:56
2020-11-05 22:52:08 [INFO] [TRAIN] epoch=69, iter=25380/80000, loss=0.0907, lr=0.007093, batch_cost=1.0110, reader_cost=0.0001 | ETA 15:20:21
2020-11-05 22:52:18 [INFO] [TRAIN] epoch=69, iter=25390/80000, loss=0.1212, lr=0.007092, batch_cost=1.0022, reader_cost=0.0001 | ETA 15:12:10
2020-11-05 22:52:28 [INFO] [TRAIN] epoch=69, iter=25400/80000, loss=0.0678, lr=0.007091, batch_cost=0.9784, reader_cost=0.0001 | ETA 14:50:21
2020-11-05 22:52:38 [INFO] [TRAIN] epoch=69, iter=25410/80000, loss=0.1052, lr=0.007090, batch_cost=1.0220, reader_cost=0.0002 | ETA 15:29:51
2020-11-05 22:52:49 [INFO] [TRAIN] epoch=69, iter=25420/80000, loss=0.1047, lr=0.007089, batch_cost=1.0657, reader_cost=0.0002 | ETA 16:09:25
2020-11-05 22:52:59 [INFO] [TRAIN] epoch=69, iter=25430/80000, loss=0.1126, lr=0.007087, batch_cost=0.9901, reader_cost=0.0002 | ETA 15:00:28
2020-11-05 22:53:09 [INFO] [TRAIN] epoch=69, iter=25440/80000, loss=0.1160, lr=0.007086, batch_cost=1.0148, reader_cost=0.0001 | ETA 15:22:45
2020-11-05 22:53:19 [INFO] [TRAIN] epoch=69, iter=25450/80000, loss=0.0984, lr=0.007085, batch_cost=1.0311, reader_cost=0.0001 | ETA 15:37:26
2020-11-05 22:53:30 [INFO] [TRAIN] epoch=69, iter=25460/80000, loss=0.0934, lr=0.007084, batch_cost=1.0303, reader_cost=0.0001 | ETA 15:36:35
2020-11-05 22:53:40 [INFO] [TRAIN] epoch=69, iter=25470/80000, loss=0.1334, lr=0.007083, batch_cost=1.0151, reader_cost=0.0001 | ETA 15:22:32
2020-11-05 22:53:50 [INFO] [TRAIN] epoch=69, iter=25480/80000, loss=0.1172, lr=0.007082, batch_cost=1.0191, reader_cost=0.0001 | ETA 15:26:00
2020-11-05 22:54:00 [INFO] [TRAIN] epoch=69, iter=25490/80000, loss=0.0923, lr=0.007080, batch_cost=1.0276, reader_cost=0.0001 | ETA 15:33:35
2020-11-05 22:54:10 [INFO] [TRAIN] epoch=69, iter=25500/80000, loss=0.1045, lr=0.007079, batch_cost=0.9989, reader_cost=0.0002 | ETA 15:07:20
2020-11-05 22:54:21 [INFO] [TRAIN] epoch=69, iter=25510/80000, loss=0.0876, lr=0.007078, batch_cost=1.0599, reader_cost=0.0001 | ETA 16:02:31
2020-11-05 22:54:31 [INFO] [TRAIN] epoch=69, iter=25520/80000, loss=0.1003, lr=0.007077, batch_cost=1.0464, reader_cost=0.0001 | ETA 15:50:06
2020-11-05 22:54:41 [INFO] [TRAIN] epoch=69, iter=25530/80000, loss=0.0891, lr=0.007076, batch_cost=0.9964, reader_cost=0.0001 | ETA 15:04:36
2020-11-05 22:54:51 [INFO] [TRAIN] epoch=69, iter=25540/80000, loss=0.1020, lr=0.007075, batch_cost=0.9886, reader_cost=0.0001 | ETA 14:57:17
2020-11-05 22:55:01 [INFO] [TRAIN] epoch=69, iter=25550/80000, loss=0.0939, lr=0.007073, batch_cost=0.9965, reader_cost=0.0001 | ETA 15:04:22
2020-11-05 22:55:11 [INFO] [TRAIN] epoch=69, iter=25560/80000, loss=0.1840, lr=0.007072, batch_cost=1.0080, reader_cost=0.0001 | ETA 15:14:35
2020-11-05 22:55:22 [INFO] [TRAIN] epoch=69, iter=25570/80000, loss=0.1272, lr=0.007071, batch_cost=1.0430, reader_cost=0.0002 | ETA 15:46:08
2020-11-05 22:55:32 [INFO] [TRAIN] epoch=69, iter=25580/80000, loss=0.1998, lr=0.007070, batch_cost=0.9840, reader_cost=0.0002 | ETA 14:52:28
2020-11-05 22:55:41 [INFO] [TRAIN] epoch=69, iter=25590/80000, loss=0.1380, lr=0.007069, batch_cost=0.9893, reader_cost=0.0001 | ETA 14:57:09
2020-11-05 22:55:52 [INFO] [TRAIN] epoch=69, iter=25600/80000, loss=0.1068, lr=0.007067, batch_cost=1.0286, reader_cost=0.0001 | ETA 15:32:33
2020-11-05 22:56:02 [INFO] [TRAIN] epoch=69, iter=25610/80000, loss=0.0950, lr=0.007066, batch_cost=1.0468, reader_cost=0.0001 | ETA 15:48:56
2020-11-05 22:56:13 [INFO] [TRAIN] epoch=69, iter=25620/80000, loss=0.1303, lr=0.007065, batch_cost=1.0626, reader_cost=0.0002 | ETA 16:03:03
2020-11-05 22:56:23 [INFO] [TRAIN] epoch=69, iter=25630/80000, loss=0.1464, lr=0.007064, batch_cost=1.0521, reader_cost=0.0001 | ETA 15:53:22
2020-11-05 22:56:34 [INFO] [TRAIN] epoch=69, iter=25640/80000, loss=0.0915, lr=0.007063, batch_cost=1.0175, reader_cost=0.0001 | ETA 15:21:53
2020-11-05 22:56:44 [INFO] [TRAIN] epoch=69, iter=25650/80000, loss=0.0968, lr=0.007062, batch_cost=1.0434, reader_cost=0.0001 | ETA 15:45:11
2020-11-05 22:56:54 [INFO] [TRAIN] epoch=69, iter=25660/80000, loss=0.1465, lr=0.007060, batch_cost=1.0322, reader_cost=0.0002 | ETA 15:34:47
2020-11-05 22:57:06 [INFO] [TRAIN] epoch=70, iter=25670/80000, loss=0.1485, lr=0.007059, batch_cost=1.2054, reader_cost=0.0885 | ETA 18:11:31
2020-11-05 22:57:16 [INFO] [TRAIN] epoch=70, iter=25680/80000, loss=0.1307, lr=0.007058, batch_cost=1.0127, reader_cost=0.0005 | ETA 15:16:50
2020-11-05 22:57:27 [INFO] [TRAIN] epoch=70, iter=25690/80000, loss=0.1881, lr=0.007057, batch_cost=1.0060, reader_cost=0.0002 | ETA 15:10:34
2020-11-05 22:57:36 [INFO] [TRAIN] epoch=70, iter=25700/80000, loss=0.1268, lr=0.007056, batch_cost=0.9919, reader_cost=0.0002 | ETA 14:57:38
2020-11-05 22:57:46 [INFO] [TRAIN] epoch=70, iter=25710/80000, loss=0.1150, lr=0.007055, batch_cost=0.9919, reader_cost=0.0002 | ETA 14:57:30
2020-11-05 22:57:56 [INFO] [TRAIN] epoch=70, iter=25720/80000, loss=0.1852, lr=0.007053, batch_cost=0.9908, reader_cost=0.0002 | ETA 14:56:19
2020-11-05 22:58:06 [INFO] [TRAIN] epoch=70, iter=25730/80000, loss=0.0945, lr=0.007052, batch_cost=0.9864, reader_cost=0.0002 | ETA 14:52:13
2020-11-05 22:58:16 [INFO] [TRAIN] epoch=70, iter=25740/80000, loss=0.1370, lr=0.007051, batch_cost=1.0109, reader_cost=0.0002 | ETA 15:14:12
2020-11-05 22:58:27 [INFO] [TRAIN] epoch=70, iter=25750/80000, loss=0.0948, lr=0.007050, batch_cost=1.0252, reader_cost=0.0002 | ETA 15:26:54
2020-11-05 22:58:36 [INFO] [TRAIN] epoch=70, iter=25760/80000, loss=0.1075, lr=0.007049, batch_cost=0.9959, reader_cost=0.0002 | ETA 15:00:18
2020-11-05 22:58:46 [INFO] [TRAIN] epoch=70, iter=25770/80000, loss=0.1197, lr=0.007048, batch_cost=0.9937, reader_cost=0.0001 | ETA 14:58:10
2020-11-05 22:58:56 [INFO] [TRAIN] epoch=70, iter=25780/80000, loss=0.0906, lr=0.007046, batch_cost=0.9914, reader_cost=0.0001 | ETA 14:55:55
2020-11-05 22:59:07 [INFO] [TRAIN] epoch=70, iter=25790/80000, loss=0.1135, lr=0.007045, batch_cost=1.0263, reader_cost=0.0001 | ETA 15:27:17
2020-11-05 22:59:17 [INFO] [TRAIN] epoch=70, iter=25800/80000, loss=0.0947, lr=0.007044, batch_cost=1.0332, reader_cost=0.0002 | ETA 15:33:21
2020-11-05 22:59:27 [INFO] [TRAIN] epoch=70, iter=25810/80000, loss=0.1096, lr=0.007043, batch_cost=1.0343, reader_cost=0.0001 | ETA 15:34:11
2020-11-05 22:59:38 [INFO] [TRAIN] epoch=70, iter=25820/80000, loss=0.1171, lr=0.007042, batch_cost=1.0523, reader_cost=0.0001 | ETA 15:50:10
2020-11-05 22:59:48 [INFO] [TRAIN] epoch=70, iter=25830/80000, loss=0.1319, lr=0.007041, batch_cost=1.0317, reader_cost=0.0001 | ETA 15:31:29
2020-11-05 22:59:58 [INFO] [TRAIN] epoch=70, iter=25840/80000, loss=0.1017, lr=0.007039, batch_cost=1.0327, reader_cost=0.0001 | ETA 15:32:09
2020-11-05 23:00:08 [INFO] [TRAIN] epoch=70, iter=25850/80000, loss=0.1270, lr=0.007038, batch_cost=0.9901, reader_cost=0.0002 | ETA 14:53:36
2020-11-05 23:00:18 [INFO] [TRAIN] epoch=70, iter=25860/80000, loss=0.1448, lr=0.007037, batch_cost=0.9983, reader_cost=0.0002 | ETA 15:00:49
2020-11-05 23:00:28 [INFO] [TRAIN] epoch=70, iter=25870/80000, loss=0.1142, lr=0.007036, batch_cost=0.9971, reader_cost=0.0002 | ETA 14:59:32
2020-11-05 23:00:38 [INFO] [TRAIN] epoch=70, iter=25880/80000, loss=0.0905, lr=0.007035, batch_cost=0.9898, reader_cost=0.0001 | ETA 14:52:49
2020-11-05 23:00:48 [INFO] [TRAIN] epoch=70, iter=25890/80000, loss=0.1138, lr=0.007034, batch_cost=0.9919, reader_cost=0.0001 | ETA 14:54:30
2020-11-05 23:00:58 [INFO] [TRAIN] epoch=70, iter=25900/80000, loss=0.0893, lr=0.007032, batch_cost=0.9900, reader_cost=0.0012 | ETA 14:52:39
2020-11-05 23:01:08 [INFO] [TRAIN] epoch=70, iter=25910/80000, loss=0.1010, lr=0.007031, batch_cost=0.9853, reader_cost=0.0002 | ETA 14:48:12
2020-11-05 23:01:18 [INFO] [TRAIN] epoch=70, iter=25920/80000, loss=0.0821, lr=0.007030, batch_cost=0.9835, reader_cost=0.0002 | ETA 14:46:25
2020-11-05 23:01:28 [INFO] [TRAIN] epoch=70, iter=25930/80000, loss=0.1002, lr=0.007029, batch_cost=1.0197, reader_cost=0.0002 | ETA 15:18:54
2020-11-05 23:01:38 [INFO] [TRAIN] epoch=70, iter=25940/80000, loss=0.1091, lr=0.007028, batch_cost=0.9988, reader_cost=0.0002 | ETA 14:59:54
2020-11-05 23:01:48 [INFO] [TRAIN] epoch=70, iter=25950/80000, loss=0.1171, lr=0.007027, batch_cost=0.9934, reader_cost=0.0002 | ETA 14:54:52
2020-11-05 23:01:58 [INFO] [TRAIN] epoch=70, iter=25960/80000, loss=0.1124, lr=0.007025, batch_cost=0.9965, reader_cost=0.0002 | ETA 14:57:30
2020-11-05 23:02:08 [INFO] [TRAIN] epoch=70, iter=25970/80000, loss=0.0897, lr=0.007024, batch_cost=1.0506, reader_cost=0.0001 | ETA 15:46:02
2020-11-05 23:02:19 [INFO] [TRAIN] epoch=70, iter=25980/80000, loss=0.0877, lr=0.007023, batch_cost=1.0694, reader_cost=0.0001 | ETA 16:02:47
2020-11-05 23:02:29 [INFO] [TRAIN] epoch=70, iter=25990/80000, loss=0.0981, lr=0.007022, batch_cost=1.0374, reader_cost=0.0002 | ETA 15:33:50
2020-11-05 23:02:39 [INFO] [TRAIN] epoch=70, iter=26000/80000, loss=0.1042, lr=0.007021, batch_cost=1.0041, reader_cost=0.0002 | ETA 15:03:43
2020-11-05 23:02:44 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 23:07:54 [INFO] [EVAL] #Images=500 mIoU=0.7917 Acc=0.9628 Kappa=0.9517
2020-11-05 23:07:54 [INFO] [EVAL] Category IoU:
[0.9819 0.8551 0.9302 0.6402 0.6384 0.6543 0.6954 0.7913 0.9259 0.6506
0.9487 0.8285 0.6339 0.9524 0.8311 0.8876 0.7932 0.6307 0.7724]
2020-11-05 23:07:54 [INFO] [EVAL] Category Acc:
[0.9924 0.9126 0.9609 0.8465 0.7934 0.8453 0.7705 0.9067 0.9534 0.8875
0.9674 0.9033 0.7316 0.977 0.9156 0.9557 0.919 0.7417 0.8606]
2020-11-05 23:07:56 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-05 23:08:06 [INFO] [TRAIN] epoch=70, iter=26010/80000, loss=0.0825, lr=0.007020, batch_cost=0.9908, reader_cost=0.0002 | ETA 14:51:34
2020-11-05 23:08:16 [INFO] [TRAIN] epoch=70, iter=26020/80000, loss=0.1108, lr=0.007018, batch_cost=0.9905, reader_cost=0.0002 | ETA 14:51:05
2020-11-05 23:08:27 [INFO] [TRAIN] epoch=70, iter=26030/80000, loss=0.1579, lr=0.007017, batch_cost=1.0288, reader_cost=0.0002 | ETA 15:25:26
2020-11-05 23:08:36 [INFO] [TRAIN] epoch=70, iter=26040/80000, loss=0.1198, lr=0.007016, batch_cost=0.9739, reader_cost=0.0001 | ETA 14:35:49
2020-11-05 23:08:48 [INFO] [TRAIN] epoch=71, iter=26050/80000, loss=0.1338, lr=0.007015, batch_cost=1.2107, reader_cost=0.1598 | ETA 18:08:35
2020-11-05 23:08:59 [INFO] [TRAIN] epoch=71, iter=26060/80000, loss=0.1551, lr=0.007014, batch_cost=1.0310, reader_cost=0.0005 | ETA 15:26:50
2020-11-05 23:09:09 [INFO] [TRAIN] epoch=71, iter=26070/80000, loss=0.1045, lr=0.007013, batch_cost=0.9853, reader_cost=0.0002 | ETA 14:45:39
2020-11-05 23:09:19 [INFO] [TRAIN] epoch=71, iter=26080/80000, loss=0.0966, lr=0.007011, batch_cost=1.0092, reader_cost=0.0002 | ETA 15:06:56
2020-11-05 23:09:29 [INFO] [TRAIN] epoch=71, iter=26090/80000, loss=0.1093, lr=0.007010, batch_cost=1.0120, reader_cost=0.0002 | ETA 15:09:18
2020-11-05 23:09:39 [INFO] [TRAIN] epoch=71, iter=26100/80000, loss=0.1860, lr=0.007009, batch_cost=0.9882, reader_cost=0.0002 | ETA 14:47:41
2020-11-05 23:09:49 [INFO] [TRAIN] epoch=71, iter=26110/80000, loss=0.1416, lr=0.007008, batch_cost=0.9929, reader_cost=0.0002 | ETA 14:51:48
2020-11-05 23:09:59 [INFO] [TRAIN] epoch=71, iter=26120/80000, loss=0.1284, lr=0.007007, batch_cost=1.0452, reader_cost=0.0002 | ETA 15:38:36
2020-11-05 23:10:09 [INFO] [TRAIN] epoch=71, iter=26130/80000, loss=0.1013, lr=0.007005, batch_cost=1.0241, reader_cost=0.0002 | ETA 15:19:27
2020-11-05 23:10:20 [INFO] [TRAIN] epoch=71, iter=26140/80000, loss=0.1406, lr=0.007004, batch_cost=1.0656, reader_cost=0.0002 | ETA 15:56:34
2020-11-05 23:10:30 [INFO] [TRAIN] epoch=71, iter=26150/80000, loss=0.0890, lr=0.007003, batch_cost=1.0487, reader_cost=0.0002 | ETA 15:41:12
2020-11-05 23:10:41 [INFO] [TRAIN] epoch=71, iter=26160/80000, loss=0.0882, lr=0.007002, batch_cost=1.0524, reader_cost=0.0002 | ETA 15:44:23
2020-11-05 23:10:51 [INFO] [TRAIN] epoch=71, iter=26170/80000, loss=0.1199, lr=0.007001, batch_cost=1.0238, reader_cost=0.0001 | ETA 15:18:33
2020-11-05 23:11:02 [INFO] [TRAIN] epoch=71, iter=26180/80000, loss=0.1231, lr=0.007000, batch_cost=1.0424, reader_cost=0.0001 | ETA 15:35:02
2020-11-05 23:11:12 [INFO] [TRAIN] epoch=71, iter=26190/80000, loss=0.1106, lr=0.006998, batch_cost=1.0112, reader_cost=0.0002 | ETA 15:06:53
2020-11-05 23:11:22 [INFO] [TRAIN] epoch=71, iter=26200/80000, loss=0.1171, lr=0.006997, batch_cost=1.0304, reader_cost=0.0002 | ETA 15:23:53
2020-11-05 23:11:32 [INFO] [TRAIN] epoch=71, iter=26210/80000, loss=0.1630, lr=0.006996, batch_cost=1.0234, reader_cost=0.0001 | ETA 15:17:29
2020-11-05 23:11:42 [INFO] [TRAIN] epoch=71, iter=26220/80000, loss=0.1357, lr=0.006995, batch_cost=0.9870, reader_cost=0.0002 | ETA 14:44:40
2020-11-05 23:11:52 [INFO] [TRAIN] epoch=71, iter=26230/80000, loss=0.1624, lr=0.006994, batch_cost=0.9907, reader_cost=0.0001 | ETA 14:47:50
2020-11-05 23:12:02 [INFO] [TRAIN] epoch=71, iter=26240/80000, loss=0.1012, lr=0.006993, batch_cost=0.9922, reader_cost=0.0001 | ETA 14:49:00
2020-11-05 23:12:12 [INFO] [TRAIN] epoch=71, iter=26250/80000, loss=0.0896, lr=0.006991, batch_cost=1.0211, reader_cost=0.0001 | ETA 15:14:42
2020-11-05 23:12:22 [INFO] [TRAIN] epoch=71, iter=26260/80000, loss=0.1529, lr=0.006990, batch_cost=1.0194, reader_cost=0.0001 | ETA 15:13:04
2020-11-05 23:12:33 [INFO] [TRAIN] epoch=71, iter=26270/80000, loss=0.0728, lr=0.006989, batch_cost=1.0401, reader_cost=0.0001 | ETA 15:31:26
2020-11-05 23:12:43 [INFO] [TRAIN] epoch=71, iter=26280/80000, loss=0.0920, lr=0.006988, batch_cost=1.0196, reader_cost=0.0001 | ETA 15:12:52
2020-11-05 23:12:53 [INFO] [TRAIN] epoch=71, iter=26290/80000, loss=0.0820, lr=0.006987, batch_cost=0.9925, reader_cost=0.0018 | ETA 14:48:28
2020-11-05 23:13:03 [INFO] [TRAIN] epoch=71, iter=26300/80000, loss=0.1436, lr=0.006986, batch_cost=0.9896, reader_cost=0.0001 | ETA 14:45:40
2020-11-05 23:13:13 [INFO] [TRAIN] epoch=71, iter=26310/80000, loss=0.1235, lr=0.006984, batch_cost=1.0012, reader_cost=0.0001 | ETA 14:55:56
2020-11-05 23:13:23 [INFO] [TRAIN] epoch=71, iter=26320/80000, loss=0.1455, lr=0.006983, batch_cost=1.0025, reader_cost=0.0002 | ETA 14:56:56
2020-11-05 23:13:33 [INFO] [TRAIN] epoch=71, iter=26330/80000, loss=0.1973, lr=0.006982, batch_cost=1.0390, reader_cost=0.0002 | ETA 15:29:22
2020-11-05 23:13:44 [INFO] [TRAIN] epoch=71, iter=26340/80000, loss=0.1301, lr=0.006981, batch_cost=1.0613, reader_cost=0.0002 | ETA 15:49:07
2020-11-05 23:13:55 [INFO] [TRAIN] epoch=71, iter=26350/80000, loss=0.0965, lr=0.006980, batch_cost=1.0897, reader_cost=0.0008 | ETA 16:14:24
2020-11-05 23:14:06 [INFO] [TRAIN] epoch=71, iter=26360/80000, loss=0.0834, lr=0.006979, batch_cost=1.0867, reader_cost=0.0001 | ETA 16:11:32
2020-11-05 23:14:16 [INFO] [TRAIN] epoch=71, iter=26370/80000, loss=0.1173, lr=0.006977, batch_cost=1.0866, reader_cost=0.0002 | ETA 16:11:15
2020-11-05 23:14:27 [INFO] [TRAIN] epoch=71, iter=26380/80000, loss=0.1218, lr=0.006976, batch_cost=1.0429, reader_cost=0.0002 | ETA 15:31:58
2020-11-05 23:14:37 [INFO] [TRAIN] epoch=71, iter=26390/80000, loss=0.1040, lr=0.006975, batch_cost=1.0339, reader_cost=0.0001 | ETA 15:23:46
2020-11-05 23:14:48 [INFO] [TRAIN] epoch=71, iter=26400/80000, loss=0.1606, lr=0.006974, batch_cost=1.0508, reader_cost=0.0001 | ETA 15:38:43
2020-11-05 23:14:58 [INFO] [TRAIN] epoch=71, iter=26410/80000, loss=0.1318, lr=0.006973, batch_cost=0.9970, reader_cost=0.0001 | ETA 14:50:26
2020-11-05 23:15:09 [INFO] [TRAIN] epoch=72, iter=26420/80000, loss=0.1145, lr=0.006972, batch_cost=1.1548, reader_cost=0.0914 | ETA 17:11:14
2020-11-05 23:15:19 [INFO] [TRAIN] epoch=72, iter=26430/80000, loss=0.1098, lr=0.006970, batch_cost=0.9917, reader_cost=0.0004 | ETA 14:45:25
2020-11-05 23:15:29 [INFO] [TRAIN] epoch=72, iter=26440/80000, loss=0.1135, lr=0.006969, batch_cost=0.9923, reader_cost=0.0001 | ETA 14:45:44
2020-11-05 23:15:39 [INFO] [TRAIN] epoch=72, iter=26450/80000, loss=0.1165, lr=0.006968, batch_cost=0.9964, reader_cost=0.0001 | ETA 14:49:16
2020-11-05 23:15:49 [INFO] [TRAIN] epoch=72, iter=26460/80000, loss=0.1570, lr=0.006967, batch_cost=1.0114, reader_cost=0.0002 | ETA 15:02:31
2020-11-05 23:16:00 [INFO] [TRAIN] epoch=72, iter=26470/80000, loss=0.1747, lr=0.006966, batch_cost=1.0441, reader_cost=0.0001 | ETA 15:31:30
2020-11-05 23:16:10 [INFO] [TRAIN] epoch=72, iter=26480/80000, loss=0.1190, lr=0.006965, batch_cost=1.0110, reader_cost=0.0005 | ETA 15:01:49
2020-11-05 23:16:20 [INFO] [TRAIN] epoch=72, iter=26490/80000, loss=0.1318, lr=0.006963, batch_cost=0.9872, reader_cost=0.0001 | ETA 14:40:27
2020-11-05 23:16:30 [INFO] [TRAIN] epoch=72, iter=26500/80000, loss=0.1183, lr=0.006962, batch_cost=0.9994, reader_cost=0.0001 | ETA 14:51:06
2020-11-05 23:16:40 [INFO] [TRAIN] epoch=72, iter=26510/80000, loss=0.1119, lr=0.006961, batch_cost=0.9909, reader_cost=0.0002 | ETA 14:43:21
2020-11-05 23:16:49 [INFO] [TRAIN] epoch=72, iter=26520/80000, loss=0.1052, lr=0.006960, batch_cost=0.9954, reader_cost=0.0001 | ETA 14:47:12
2020-11-05 23:16:59 [INFO] [TRAIN] epoch=72, iter=26530/80000, loss=0.1202, lr=0.006959, batch_cost=0.9932, reader_cost=0.0002 | ETA 14:45:08
2020-11-05 23:17:09 [INFO] [TRAIN] epoch=72, iter=26540/80000, loss=0.1276, lr=0.006957, batch_cost=0.9908, reader_cost=0.0001 | ETA 14:42:49
2020-11-05 23:17:19 [INFO] [TRAIN] epoch=72, iter=26550/80000, loss=0.1169, lr=0.006956, batch_cost=0.9982, reader_cost=0.0001 | ETA 14:49:15
2020-11-05 23:17:29 [INFO] [TRAIN] epoch=72, iter=26560/80000, loss=0.1350, lr=0.006955, batch_cost=0.9970, reader_cost=0.0002 | ETA 14:47:58
2020-11-05 23:17:39 [INFO] [TRAIN] epoch=72, iter=26570/80000, loss=0.1026, lr=0.006954, batch_cost=0.9902, reader_cost=0.0001 | ETA 14:41:46
2020-11-05 23:17:49 [INFO] [TRAIN] epoch=72, iter=26580/80000, loss=0.1164, lr=0.006953, batch_cost=1.0107, reader_cost=0.0001 | ETA 14:59:50
2020-11-05 23:17:59 [INFO] [TRAIN] epoch=72, iter=26590/80000, loss=0.1087, lr=0.006952, batch_cost=0.9894, reader_cost=0.0002 | ETA 14:40:46
2020-11-05 23:18:09 [INFO] [TRAIN] epoch=72, iter=26600/80000, loss=0.1749, lr=0.006950, batch_cost=0.9958, reader_cost=0.0001 | ETA 14:46:15
2020-11-05 23:18:19 [INFO] [TRAIN] epoch=72, iter=26610/80000, loss=0.1054, lr=0.006949, batch_cost=0.9915, reader_cost=0.0001 | ETA 14:42:15
2020-11-05 23:18:29 [INFO] [TRAIN] epoch=72, iter=26620/80000, loss=0.0833, lr=0.006948, batch_cost=0.9797, reader_cost=0.0001 | ETA 14:31:35
2020-11-05 23:18:39 [INFO] [TRAIN] epoch=72, iter=26630/80000, loss=0.0964, lr=0.006947, batch_cost=0.9829, reader_cost=0.0001 | ETA 14:34:17
2020-11-05 23:18:49 [INFO] [TRAIN] epoch=72, iter=26640/80000, loss=0.0763, lr=0.006946, batch_cost=0.9897, reader_cost=0.0001 | ETA 14:40:12
2020-11-05 23:18:58 [INFO] [TRAIN] epoch=72, iter=26650/80000, loss=0.0782, lr=0.006945, batch_cost=0.9878, reader_cost=0.0001 | ETA 14:38:20
2020-11-05 23:19:08 [INFO] [TRAIN] epoch=72, iter=26660/80000, loss=0.0943, lr=0.006943, batch_cost=0.9922, reader_cost=0.0001 | ETA 14:42:05
2020-11-05 23:19:18 [INFO] [TRAIN] epoch=72, iter=26670/80000, loss=0.1164, lr=0.006942, batch_cost=0.9945, reader_cost=0.0001 | ETA 14:43:58
2020-11-05 23:19:28 [INFO] [TRAIN] epoch=72, iter=26680/80000, loss=0.1596, lr=0.006941, batch_cost=0.9931, reader_cost=0.0001 | ETA 14:42:32
2020-11-05 23:19:39 [INFO] [TRAIN] epoch=72, iter=26690/80000, loss=0.1416, lr=0.006940, batch_cost=1.0719, reader_cost=0.0001 | ETA 15:52:25
2020-11-05 23:19:50 [INFO] [TRAIN] epoch=72, iter=26700/80000, loss=0.1426, lr=0.006939, batch_cost=1.0924, reader_cost=0.0001 | ETA 16:10:23
2020-11-05 23:20:01 [INFO] [TRAIN] epoch=72, iter=26710/80000, loss=0.1209, lr=0.006938, batch_cost=1.0911, reader_cost=0.0002 | ETA 16:09:02
2020-11-05 23:20:12 [INFO] [TRAIN] epoch=72, iter=26720/80000, loss=0.0896, lr=0.006936, batch_cost=1.0981, reader_cost=0.0001 | ETA 16:15:08
2020-11-05 23:20:23 [INFO] [TRAIN] epoch=72, iter=26730/80000, loss=0.0770, lr=0.006935, batch_cost=1.1066, reader_cost=0.0001 | ETA 16:22:30
2020-11-05 23:20:33 [INFO] [TRAIN] epoch=72, iter=26740/80000, loss=0.1001, lr=0.006934, batch_cost=1.0360, reader_cost=0.0001 | ETA 15:19:39
2020-11-05 23:20:43 [INFO] [TRAIN] epoch=72, iter=26750/80000, loss=0.1726, lr=0.006933, batch_cost=1.0137, reader_cost=0.0001 | ETA 14:59:37
2020-11-05 23:20:53 [INFO] [TRAIN] epoch=72, iter=26760/80000, loss=0.0961, lr=0.006932, batch_cost=0.9934, reader_cost=0.0001 | ETA 14:41:27
2020-11-05 23:21:03 [INFO] [TRAIN] epoch=72, iter=26770/80000, loss=0.1182, lr=0.006931, batch_cost=1.0062, reader_cost=0.0001 | ETA 14:52:41
2020-11-05 23:21:14 [INFO] [TRAIN] epoch=72, iter=26780/80000, loss=0.1479, lr=0.006929, batch_cost=1.0331, reader_cost=0.0001 | ETA 15:16:19
2020-11-05 23:21:26 [INFO] [TRAIN] epoch=73, iter=26790/80000, loss=0.1116, lr=0.006928, batch_cost=1.2578, reader_cost=0.1167 | ETA 18:35:26
2020-11-05 23:21:36 [INFO] [TRAIN] epoch=73, iter=26800/80000, loss=0.1200, lr=0.006927, batch_cost=1.0086, reader_cost=0.0004 | ETA 14:54:18
2020-11-05 23:21:46 [INFO] [TRAIN] epoch=73, iter=26810/80000, loss=0.1512, lr=0.006926, batch_cost=0.9906, reader_cost=0.0001 | ETA 14:38:08
2020-11-05 23:21:56 [INFO] [TRAIN] epoch=73, iter=26820/80000, loss=0.1148, lr=0.006925, batch_cost=1.0009, reader_cost=0.0001 | ETA 14:47:07
2020-11-05 23:22:07 [INFO] [TRAIN] epoch=73, iter=26830/80000, loss=0.1377, lr=0.006924, batch_cost=1.0363, reader_cost=0.0001 | ETA 15:18:21
2020-11-05 23:22:17 [INFO] [TRAIN] epoch=73, iter=26840/80000, loss=0.1201, lr=0.006922, batch_cost=0.9909, reader_cost=0.0001 | ETA 14:37:54
2020-11-05 23:22:27 [INFO] [TRAIN] epoch=73, iter=26850/80000, loss=0.2101, lr=0.006921, batch_cost=0.9992, reader_cost=0.0001 | ETA 14:45:06
2020-11-05 23:22:36 [INFO] [TRAIN] epoch=73, iter=26860/80000, loss=0.1273, lr=0.006920, batch_cost=0.9925, reader_cost=0.0001 | ETA 14:38:59
2020-11-05 23:22:46 [INFO] [TRAIN] epoch=73, iter=26870/80000, loss=0.0922, lr=0.006919, batch_cost=0.9950, reader_cost=0.0002 | ETA 14:41:04
2020-11-05 23:22:56 [INFO] [TRAIN] epoch=73, iter=26880/80000, loss=0.1346, lr=0.006918, batch_cost=1.0039, reader_cost=0.0002 | ETA 14:48:49
2020-11-05 23:23:06 [INFO] [TRAIN] epoch=73, iter=26890/80000, loss=0.0622, lr=0.006916, batch_cost=1.0042, reader_cost=0.0002 | ETA 14:48:54
2020-11-05 23:23:17 [INFO] [TRAIN] epoch=73, iter=26900/80000, loss=0.0930, lr=0.006915, batch_cost=1.0150, reader_cost=0.0001 | ETA 14:58:14
2020-11-05 23:23:27 [INFO] [TRAIN] epoch=73, iter=26910/80000, loss=0.0928, lr=0.006914, batch_cost=1.0411, reader_cost=0.0001 | ETA 15:21:11
2020-11-05 23:23:37 [INFO] [TRAIN] epoch=73, iter=26920/80000, loss=0.1249, lr=0.006913, batch_cost=1.0029, reader_cost=0.0002 | ETA 14:47:12
2020-11-05 23:23:47 [INFO] [TRAIN] epoch=73, iter=26930/80000, loss=0.0977, lr=0.006912, batch_cost=0.9945, reader_cost=0.0002 | ETA 14:39:36
2020-11-05 23:23:57 [INFO] [TRAIN] epoch=73, iter=26940/80000, loss=0.0939, lr=0.006911, batch_cost=0.9909, reader_cost=0.0001 | ETA 14:36:18
2020-11-05 23:24:07 [INFO] [TRAIN] epoch=73, iter=26950/80000, loss=0.1276, lr=0.006909, batch_cost=0.9953, reader_cost=0.0001 | ETA 14:39:59
2020-11-05 23:24:17 [INFO] [TRAIN] epoch=73, iter=26960/80000, loss=0.1497, lr=0.006908, batch_cost=0.9925, reader_cost=0.0001 | ETA 14:37:24
2020-11-05 23:24:27 [INFO] [TRAIN] epoch=73, iter=26970/80000, loss=0.1135, lr=0.006907, batch_cost=0.9951, reader_cost=0.0002 | ETA 14:39:30
2020-11-05 23:24:37 [INFO] [TRAIN] epoch=73, iter=26980/80000, loss=0.1238, lr=0.006906, batch_cost=0.9979, reader_cost=0.0001 | ETA 14:41:50
2020-11-05 23:24:47 [INFO] [TRAIN] epoch=73, iter=26990/80000, loss=0.1037, lr=0.006905, batch_cost=0.9921, reader_cost=0.0002 | ETA 14:36:29
2020-11-05 23:24:57 [INFO] [TRAIN] epoch=73, iter=27000/80000, loss=0.1027, lr=0.006904, batch_cost=0.9895, reader_cost=0.0001 | ETA 14:34:03
2020-11-05 23:25:06 [INFO] [TRAIN] epoch=73, iter=27010/80000, loss=0.0987, lr=0.006902, batch_cost=0.9850, reader_cost=0.0001 | ETA 14:29:54
2020-11-05 23:25:16 [INFO] [TRAIN] epoch=73, iter=27020/80000, loss=0.0956, lr=0.006901, batch_cost=0.9874, reader_cost=0.0001 | ETA 14:31:51
2020-11-05 23:25:26 [INFO] [TRAIN] epoch=73, iter=27030/80000, loss=0.0926, lr=0.006900, batch_cost=1.0023, reader_cost=0.0001 | ETA 14:44:49
2020-11-05 23:25:36 [INFO] [TRAIN] epoch=73, iter=27040/80000, loss=0.1143, lr=0.006899, batch_cost=0.9893, reader_cost=0.0001 | ETA 14:33:14
2020-11-05 23:25:46 [INFO] [TRAIN] epoch=73, iter=27050/80000, loss=0.1136, lr=0.006898, batch_cost=0.9928, reader_cost=0.0001 | ETA 14:36:11
2020-11-05 23:25:56 [INFO] [TRAIN] epoch=73, iter=27060/80000, loss=0.1780, lr=0.006897, batch_cost=0.9948, reader_cost=0.0001 | ETA 14:37:45
2020-11-05 23:26:06 [INFO] [TRAIN] epoch=73, iter=27070/80000, loss=0.1757, lr=0.006895, batch_cost=1.0000, reader_cost=0.0001 | ETA 14:42:10
2020-11-05 23:26:16 [INFO] [TRAIN] epoch=73, iter=27080/80000, loss=0.0926, lr=0.006894, batch_cost=0.9968, reader_cost=0.0002 | ETA 14:39:11
2020-11-05 23:26:26 [INFO] [TRAIN] epoch=73, iter=27090/80000, loss=0.1222, lr=0.006893, batch_cost=0.9885, reader_cost=0.0002 | ETA 14:31:39
2020-11-05 23:26:36 [INFO] [TRAIN] epoch=73, iter=27100/80000, loss=0.0623, lr=0.006892, batch_cost=0.9819, reader_cost=0.0001 | ETA 14:25:45
2020-11-05 23:26:46 [INFO] [TRAIN] epoch=73, iter=27110/80000, loss=0.0877, lr=0.006891, batch_cost=0.9833, reader_cost=0.0001 | ETA 14:26:44
2020-11-05 23:26:55 [INFO] [TRAIN] epoch=73, iter=27120/80000, loss=0.1205, lr=0.006890, batch_cost=0.9844, reader_cost=0.0001 | ETA 14:27:35
2020-11-05 23:27:05 [INFO] [TRAIN] epoch=73, iter=27130/80000, loss=0.1116, lr=0.006888, batch_cost=0.9802, reader_cost=0.0001 | ETA 14:23:44
2020-11-05 23:27:15 [INFO] [TRAIN] epoch=73, iter=27140/80000, loss=0.1144, lr=0.006887, batch_cost=0.9899, reader_cost=0.0002 | ETA 14:32:03
2020-11-05 23:27:25 [INFO] [TRAIN] epoch=73, iter=27150/80000, loss=0.1071, lr=0.006886, batch_cost=0.9825, reader_cost=0.0001 | ETA 14:25:25
2020-11-05 23:27:37 [INFO] [TRAIN] epoch=74, iter=27160/80000, loss=0.1364, lr=0.006885, batch_cost=1.1680, reader_cost=0.1553 | ETA 17:08:35
2020-11-05 23:27:47 [INFO] [TRAIN] epoch=74, iter=27170/80000, loss=0.1194, lr=0.006884, batch_cost=0.9892, reader_cost=0.0004 | ETA 14:30:59
2020-11-05 23:27:56 [INFO] [TRAIN] epoch=74, iter=27180/80000, loss=0.1428, lr=0.006882, batch_cost=0.9848, reader_cost=0.0002 | ETA 14:26:56
2020-11-05 23:28:06 [INFO] [TRAIN] epoch=74, iter=27190/80000, loss=0.1434, lr=0.006881, batch_cost=0.9854, reader_cost=0.0001 | ETA 14:27:19
2020-11-05 23:28:16 [INFO] [TRAIN] epoch=74, iter=27200/80000, loss=0.1541, lr=0.006880, batch_cost=1.0044, reader_cost=0.0001 | ETA 14:43:50
2020-11-05 23:28:26 [INFO] [TRAIN] epoch=74, iter=27210/80000, loss=0.1898, lr=0.006879, batch_cost=0.9838, reader_cost=0.0001 | ETA 14:25:34
2020-11-05 23:28:37 [INFO] [TRAIN] epoch=74, iter=27220/80000, loss=0.1578, lr=0.006878, batch_cost=1.0401, reader_cost=0.0001 | ETA 15:14:58
2020-11-05 23:28:47 [INFO] [TRAIN] epoch=74, iter=27230/80000, loss=0.1565, lr=0.006877, batch_cost=1.0938, reader_cost=0.0001 | ETA 16:02:01
2020-11-05 23:28:58 [INFO] [TRAIN] epoch=74, iter=27240/80000, loss=0.1071, lr=0.006875, batch_cost=1.0068, reader_cost=0.0001 | ETA 14:45:18
2020-11-05 23:29:07 [INFO] [TRAIN] epoch=74, iter=27250/80000, loss=0.1300, lr=0.006874, batch_cost=0.9900, reader_cost=0.0001 | ETA 14:30:21
2020-11-05 23:29:17 [INFO] [TRAIN] epoch=74, iter=27260/80000, loss=0.1435, lr=0.006873, batch_cost=0.9898, reader_cost=0.0001 | ETA 14:30:02
2020-11-05 23:29:27 [INFO] [TRAIN] epoch=74, iter=27270/80000, loss=0.1261, lr=0.006872, batch_cost=0.9880, reader_cost=0.0001 | ETA 14:28:18
2020-11-05 23:29:37 [INFO] [TRAIN] epoch=74, iter=27280/80000, loss=0.2117, lr=0.006871, batch_cost=0.9976, reader_cost=0.0001 | ETA 14:36:31
2020-11-05 23:29:47 [INFO] [TRAIN] epoch=74, iter=27290/80000, loss=0.1231, lr=0.006870, batch_cost=0.9891, reader_cost=0.0001 | ETA 14:28:56
2020-11-05 23:29:57 [INFO] [TRAIN] epoch=74, iter=27300/80000, loss=0.1738, lr=0.006868, batch_cost=1.0006, reader_cost=0.0002 | ETA 14:38:49
2020-11-05 23:30:07 [INFO] [TRAIN] epoch=74, iter=27310/80000, loss=0.0812, lr=0.006867, batch_cost=0.9989, reader_cost=0.0001 | ETA 14:37:11
2020-11-05 23:30:17 [INFO] [TRAIN] epoch=74, iter=27320/80000, loss=0.1254, lr=0.006866, batch_cost=1.0324, reader_cost=0.0002 | ETA 15:06:27
2020-11-05 23:30:27 [INFO] [TRAIN] epoch=74, iter=27330/80000, loss=0.1399, lr=0.006865, batch_cost=0.9744, reader_cost=0.0002 | ETA 14:15:21
2020-11-05 23:30:37 [INFO] [TRAIN] epoch=74, iter=27340/80000, loss=0.1012, lr=0.006864, batch_cost=0.9818, reader_cost=0.0002 | ETA 14:21:41
2020-11-05 23:30:47 [INFO] [TRAIN] epoch=74, iter=27350/80000, loss=0.0923, lr=0.006863, batch_cost=0.9812, reader_cost=0.0002 | ETA 14:20:57
2020-11-05 23:30:57 [INFO] [TRAIN] epoch=74, iter=27360/80000, loss=0.1184, lr=0.006861, batch_cost=0.9823, reader_cost=0.0001 | ETA 14:21:48
2020-11-05 23:31:06 [INFO] [TRAIN] epoch=74, iter=27370/80000, loss=0.0951, lr=0.006860, batch_cost=0.9850, reader_cost=0.0002 | ETA 14:24:03
2020-11-05 23:31:16 [INFO] [TRAIN] epoch=74, iter=27380/80000, loss=0.1153, lr=0.006859, batch_cost=0.9859, reader_cost=0.0002 | ETA 14:24:38
2020-11-05 23:31:26 [INFO] [TRAIN] epoch=74, iter=27390/80000, loss=0.0828, lr=0.006858, batch_cost=0.9904, reader_cost=0.0002 | ETA 14:28:22
2020-11-05 23:31:36 [INFO] [TRAIN] epoch=74, iter=27400/80000, loss=0.1166, lr=0.006857, batch_cost=1.0151, reader_cost=0.0002 | ETA 14:49:52
2020-11-05 23:31:47 [INFO] [TRAIN] epoch=74, iter=27410/80000, loss=0.1160, lr=0.006856, batch_cost=1.0282, reader_cost=0.0001 | ETA 15:01:14
2020-11-05 23:31:57 [INFO] [TRAIN] epoch=74, iter=27420/80000, loss=0.1234, lr=0.006854, batch_cost=1.0060, reader_cost=0.0002 | ETA 14:41:33
2020-11-05 23:32:07 [INFO] [TRAIN] epoch=74, iter=27430/80000, loss=0.1391, lr=0.006853, batch_cost=1.0071, reader_cost=0.0002 | ETA 14:42:24
2020-11-05 23:32:17 [INFO] [TRAIN] epoch=74, iter=27440/80000, loss=0.1825, lr=0.006852, batch_cost=0.9947, reader_cost=0.0002 | ETA 14:31:23
2020-11-05 23:32:27 [INFO] [TRAIN] epoch=74, iter=27450/80000, loss=0.1088, lr=0.006851, batch_cost=0.9849, reader_cost=0.0001 | ETA 14:22:36
2020-11-05 23:32:36 [INFO] [TRAIN] epoch=74, iter=27460/80000, loss=0.1455, lr=0.006850, batch_cost=0.9863, reader_cost=0.0001 | ETA 14:23:41
2020-11-05 23:32:46 [INFO] [TRAIN] epoch=74, iter=27470/80000, loss=0.0811, lr=0.006848, batch_cost=0.9884, reader_cost=0.0001 | ETA 14:25:23
2020-11-05 23:32:56 [INFO] [TRAIN] epoch=74, iter=27480/80000, loss=0.1002, lr=0.006847, batch_cost=0.9894, reader_cost=0.0002 | ETA 14:26:01
2020-11-05 23:33:06 [INFO] [TRAIN] epoch=74, iter=27490/80000, loss=0.1020, lr=0.006846, batch_cost=0.9945, reader_cost=0.0001 | ETA 14:30:21
2020-11-05 23:33:16 [INFO] [TRAIN] epoch=74, iter=27500/80000, loss=0.1201, lr=0.006845, batch_cost=0.9939, reader_cost=0.0013 | ETA 14:29:40
2020-11-05 23:33:26 [INFO] [TRAIN] epoch=74, iter=27510/80000, loss=0.1037, lr=0.006844, batch_cost=0.9881, reader_cost=0.0001 | ETA 14:24:25
2020-11-05 23:33:36 [INFO] [TRAIN] epoch=74, iter=27520/80000, loss=0.1389, lr=0.006843, batch_cost=1.0339, reader_cost=0.0002 | ETA 15:04:16
2020-11-05 23:33:48 [INFO] [TRAIN] epoch=75, iter=27530/80000, loss=0.1421, lr=0.006841, batch_cost=1.1574, reader_cost=0.0976 | ETA 16:52:08
2020-11-05 23:33:58 [INFO] [TRAIN] epoch=75, iter=27540/80000, loss=0.1822, lr=0.006840, batch_cost=0.9874, reader_cost=0.0002 | ETA 14:23:19
2020-11-05 23:34:08 [INFO] [TRAIN] epoch=75, iter=27550/80000, loss=0.1059, lr=0.006839, batch_cost=0.9813, reader_cost=0.0001 | ETA 14:17:50
2020-11-05 23:34:17 [INFO] [TRAIN] epoch=75, iter=27560/80000, loss=0.1157, lr=0.006838, batch_cost=0.9846, reader_cost=0.0002 | ETA 14:20:29
2020-11-05 23:34:27 [INFO] [TRAIN] epoch=75, iter=27570/80000, loss=0.1651, lr=0.006837, batch_cost=0.9898, reader_cost=0.0002 | ETA 14:24:56
2020-11-05 23:34:37 [INFO] [TRAIN] epoch=75, iter=27580/80000, loss=0.1236, lr=0.006836, batch_cost=0.9843, reader_cost=0.0001 | ETA 14:19:55
2020-11-05 23:34:47 [INFO] [TRAIN] epoch=75, iter=27590/80000, loss=0.0793, lr=0.006834, batch_cost=1.0203, reader_cost=0.0001 | ETA 14:51:15
2020-11-05 23:34:58 [INFO] [TRAIN] epoch=75, iter=27600/80000, loss=0.1580, lr=0.006833, batch_cost=1.0438, reader_cost=0.0001 | ETA 15:11:34
2020-11-05 23:35:08 [INFO] [TRAIN] epoch=75, iter=27610/80000, loss=0.1264, lr=0.006832, batch_cost=1.0060, reader_cost=0.0001 | ETA 14:38:26
2020-11-05 23:35:18 [INFO] [TRAIN] epoch=75, iter=27620/80000, loss=0.1025, lr=0.006831, batch_cost=0.9940, reader_cost=0.0001 | ETA 14:27:48
2020-11-05 23:35:28 [INFO] [TRAIN] epoch=75, iter=27630/80000, loss=0.1221, lr=0.006830, batch_cost=0.9896, reader_cost=0.0001 | ETA 14:23:46
2020-11-05 23:35:38 [INFO] [TRAIN] epoch=75, iter=27640/80000, loss=0.0906, lr=0.006829, batch_cost=0.9892, reader_cost=0.0001 | ETA 14:23:13
2020-11-05 23:35:48 [INFO] [TRAIN] epoch=75, iter=27650/80000, loss=0.1185, lr=0.006827, batch_cost=1.0363, reader_cost=0.0001 | ETA 15:04:10
2020-11-05 23:35:58 [INFO] [TRAIN] epoch=75, iter=27660/80000, loss=0.1074, lr=0.006826, batch_cost=1.0394, reader_cost=0.0001 | ETA 15:06:44
2020-11-05 23:36:08 [INFO] [TRAIN] epoch=75, iter=27670/80000, loss=0.1281, lr=0.006825, batch_cost=1.0045, reader_cost=0.0002 | ETA 14:36:06
2020-11-05 23:36:18 [INFO] [TRAIN] epoch=75, iter=27680/80000, loss=0.1019, lr=0.006824, batch_cost=0.9885, reader_cost=0.0001 | ETA 14:21:58
2020-11-05 23:36:29 [INFO] [TRAIN] epoch=75, iter=27690/80000, loss=0.1074, lr=0.006823, batch_cost=1.0313, reader_cost=0.0001 | ETA 14:59:09
2020-11-05 23:36:39 [INFO] [TRAIN] epoch=75, iter=27700/80000, loss=0.1432, lr=0.006821, batch_cost=1.0638, reader_cost=0.0001 | ETA 15:27:15
2020-11-05 23:36:50 [INFO] [TRAIN] epoch=75, iter=27710/80000, loss=0.1277, lr=0.006820, batch_cost=1.0664, reader_cost=0.0001 | ETA 15:29:20
2020-11-05 23:37:00 [INFO] [TRAIN] epoch=75, iter=27720/80000, loss=0.1117, lr=0.006819, batch_cost=1.0355, reader_cost=0.0001 | ETA 15:02:16
2020-11-05 23:37:11 [INFO] [TRAIN] epoch=75, iter=27730/80000, loss=0.0916, lr=0.006818, batch_cost=1.0459, reader_cost=0.0001 | ETA 15:11:08
2020-11-05 23:37:21 [INFO] [TRAIN] epoch=75, iter=27740/80000, loss=0.0733, lr=0.006817, batch_cost=1.0431, reader_cost=0.0001 | ETA 15:08:32
2020-11-05 23:37:32 [INFO] [TRAIN] epoch=75, iter=27750/80000, loss=0.0940, lr=0.006816, batch_cost=1.0404, reader_cost=0.0001 | ETA 15:06:00
2020-11-05 23:37:41 [INFO] [TRAIN] epoch=75, iter=27760/80000, loss=0.0620, lr=0.006814, batch_cost=0.9859, reader_cost=0.0001 | ETA 14:18:24
2020-11-05 23:37:51 [INFO] [TRAIN] epoch=75, iter=27770/80000, loss=0.0893, lr=0.006813, batch_cost=1.0088, reader_cost=0.0001 | ETA 14:38:11
2020-11-05 23:38:02 [INFO] [TRAIN] epoch=75, iter=27780/80000, loss=0.1043, lr=0.006812, batch_cost=1.0497, reader_cost=0.0001 | ETA 15:13:33
2020-11-05 23:38:12 [INFO] [TRAIN] epoch=75, iter=27790/80000, loss=0.1398, lr=0.006811, batch_cost=1.0302, reader_cost=0.0001 | ETA 14:56:25
2020-11-05 23:38:23 [INFO] [TRAIN] epoch=75, iter=27800/80000, loss=0.1207, lr=0.006810, batch_cost=1.0624, reader_cost=0.0001 | ETA 15:24:16
2020-11-05 23:38:33 [INFO] [TRAIN] epoch=75, iter=27810/80000, loss=0.1666, lr=0.006809, batch_cost=1.0325, reader_cost=0.0001 | ETA 14:58:04
2020-11-05 23:38:43 [INFO] [TRAIN] epoch=75, iter=27820/80000, loss=0.1397, lr=0.006807, batch_cost=0.9878, reader_cost=0.0001 | ETA 14:19:04
2020-11-05 23:38:53 [INFO] [TRAIN] epoch=75, iter=27830/80000, loss=0.1631, lr=0.006806, batch_cost=1.0283, reader_cost=0.0001 | ETA 14:54:05
2020-11-05 23:39:03 [INFO] [TRAIN] epoch=75, iter=27840/80000, loss=0.0869, lr=0.006805, batch_cost=0.9949, reader_cost=0.0001 | ETA 14:24:53
2020-11-05 23:39:13 [INFO] [TRAIN] epoch=75, iter=27850/80000, loss=0.1208, lr=0.006804, batch_cost=0.9914, reader_cost=0.0001 | ETA 14:21:41
2020-11-05 23:39:23 [INFO] [TRAIN] epoch=75, iter=27860/80000, loss=0.1342, lr=0.006803, batch_cost=0.9937, reader_cost=0.0001 | ETA 14:23:33
2020-11-05 23:39:33 [INFO] [TRAIN] epoch=75, iter=27870/80000, loss=0.1044, lr=0.006802, batch_cost=0.9919, reader_cost=0.0001 | ETA 14:21:49
2020-11-05 23:39:43 [INFO] [TRAIN] epoch=75, iter=27880/80000, loss=0.0790, lr=0.006800, batch_cost=0.9896, reader_cost=0.0001 | ETA 14:19:37
2020-11-05 23:39:53 [INFO] [TRAIN] epoch=75, iter=27890/80000, loss=0.1468, lr=0.006799, batch_cost=1.0071, reader_cost=0.0001 | ETA 14:34:41
2020-11-05 23:40:03 [INFO] [TRAIN] epoch=75, iter=27900/80000, loss=0.1662, lr=0.006798, batch_cost=0.9712, reader_cost=0.0001 | ETA 14:03:21
2020-11-05 23:40:14 [INFO] [TRAIN] epoch=76, iter=27910/80000, loss=0.1252, lr=0.006797, batch_cost=1.1666, reader_cost=0.1273 | ETA 16:52:49
2020-11-05 23:40:24 [INFO] [TRAIN] epoch=76, iter=27920/80000, loss=0.1437, lr=0.006796, batch_cost=0.9816, reader_cost=0.0004 | ETA 14:11:59
2020-11-05 23:40:34 [INFO] [TRAIN] epoch=76, iter=27930/80000, loss=0.1244, lr=0.006794, batch_cost=0.9796, reader_cost=0.0001 | ETA 14:10:10
2020-11-05 23:40:44 [INFO] [TRAIN] epoch=76, iter=27940/80000, loss=0.1076, lr=0.006793, batch_cost=0.9860, reader_cost=0.0001 | ETA 14:15:31
2020-11-05 23:40:54 [INFO] [TRAIN] epoch=76, iter=27950/80000, loss=0.2130, lr=0.006792, batch_cost=0.9852, reader_cost=0.0001 | ETA 14:14:39
2020-11-05 23:41:04 [INFO] [TRAIN] epoch=76, iter=27960/80000, loss=0.1724, lr=0.006791, batch_cost=0.9861, reader_cost=0.0001 | ETA 14:15:19
2020-11-05 23:41:14 [INFO] [TRAIN] epoch=76, iter=27970/80000, loss=0.1211, lr=0.006790, batch_cost=0.9893, reader_cost=0.0001 | ETA 14:17:54
2020-11-05 23:41:23 [INFO] [TRAIN] epoch=76, iter=27980/80000, loss=0.1281, lr=0.006789, batch_cost=0.9854, reader_cost=0.0001 | ETA 14:14:22
2020-11-05 23:41:33 [INFO] [TRAIN] epoch=76, iter=27990/80000, loss=0.1206, lr=0.006787, batch_cost=0.9844, reader_cost=0.0001 | ETA 14:13:16
2020-11-05 23:41:43 [INFO] [TRAIN] epoch=76, iter=28000/80000, loss=0.0811, lr=0.006786, batch_cost=0.9866, reader_cost=0.0001 | ETA 14:15:02
2020-11-05 23:41:48 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-05 23:46:57 [INFO] [EVAL] #Images=500 mIoU=0.7780 Acc=0.9599 Kappa=0.9480
2020-11-05 23:46:57 [INFO] [EVAL] Category IoU:
[0.9807 0.845 0.9263 0.5252 0.6295 0.6604 0.7154 0.801 0.9175 0.5559
0.9479 0.8269 0.6395 0.9496 0.7326 0.8938 0.7805 0.675 0.7792]
2020-11-05 23:46:57 [INFO] [EVAL] Category Acc:
[0.991 0.9097 0.9639 0.8188 0.8318 0.8185 0.8088 0.9028 0.9387 0.91
0.9712 0.9167 0.7479 0.9721 0.8305 0.9566 0.8418 0.8072 0.8498]
2020-11-05 23:46:57 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-05 23:47:07 [INFO] [TRAIN] epoch=76, iter=28010/80000, loss=0.0952, lr=0.006785, batch_cost=0.9857, reader_cost=0.0001 | ETA 14:14:04
2020-11-05 23:47:17 [INFO] [TRAIN] epoch=76, iter=28020/80000, loss=0.1284, lr=0.006784, batch_cost=0.9858, reader_cost=0.0002 | ETA 14:14:00
2020-11-05 23:47:27 [INFO] [TRAIN] epoch=76, iter=28030/80000, loss=0.1091, lr=0.006783, batch_cost=0.9792, reader_cost=0.0002 | ETA 14:08:11
2020-11-05 23:47:37 [INFO] [TRAIN] epoch=76, iter=28040/80000, loss=0.1668, lr=0.006782, batch_cost=0.9847, reader_cost=0.0001 | ETA 14:12:44
2020-11-05 23:47:47 [INFO] [TRAIN] epoch=76, iter=28050/80000, loss=0.0910, lr=0.006780, batch_cost=0.9868, reader_cost=0.0001 | ETA 14:14:26
2020-11-05 23:47:57 [INFO] [TRAIN] epoch=76, iter=28060/80000, loss=0.0955, lr=0.006779, batch_cost=0.9832, reader_cost=0.0002 | ETA 14:11:08
2020-11-05 23:48:06 [INFO] [TRAIN] epoch=76, iter=28070/80000, loss=0.1227, lr=0.006778, batch_cost=0.9824, reader_cost=0.0002 | ETA 14:10:14
2020-11-05 23:48:17 [INFO] [TRAIN] epoch=76, iter=28080/80000, loss=0.1133, lr=0.006777, batch_cost=1.0235, reader_cost=0.0002 | ETA 14:45:39
2020-11-05 23:48:26 [INFO] [TRAIN] epoch=76, iter=28090/80000, loss=0.1517, lr=0.006776, batch_cost=0.9878, reader_cost=0.0002 | ETA 14:14:37
2020-11-05 23:48:36 [INFO] [TRAIN] epoch=76, iter=28100/80000, loss=0.1162, lr=0.006774, batch_cost=0.9885, reader_cost=0.0001 | ETA 14:15:01
2020-11-05 23:48:46 [INFO] [TRAIN] epoch=76, iter=28110/80000, loss=0.0828, lr=0.006773, batch_cost=0.9811, reader_cost=0.0001 | ETA 14:08:29
2020-11-05 23:48:56 [INFO] [TRAIN] epoch=76, iter=28120/80000, loss=0.1023, lr=0.006772, batch_cost=0.9874, reader_cost=0.0001 | ETA 14:13:47
2020-11-05 23:49:06 [INFO] [TRAIN] epoch=76, iter=28130/80000, loss=0.0820, lr=0.006771, batch_cost=1.0021, reader_cost=0.0002 | ETA 14:26:21
2020-11-05 23:49:16 [INFO] [TRAIN] epoch=76, iter=28140/80000, loss=0.1024, lr=0.006770, batch_cost=1.0436, reader_cost=0.0002 | ETA 15:02:02
2020-11-05 23:49:27 [INFO] [TRAIN] epoch=76, iter=28150/80000, loss=0.0902, lr=0.006769, batch_cost=1.0191, reader_cost=0.0002 | ETA 14:40:41
2020-11-05 23:49:37 [INFO] [TRAIN] epoch=76, iter=28160/80000, loss=0.1178, lr=0.006767, batch_cost=1.0450, reader_cost=0.0001 | ETA 15:02:52
2020-11-05 23:49:47 [INFO] [TRAIN] epoch=76, iter=28170/80000, loss=0.1433, lr=0.006766, batch_cost=0.9986, reader_cost=0.0001 | ETA 14:22:38
2020-11-05 23:49:57 [INFO] [TRAIN] epoch=76, iter=28180/80000, loss=0.1267, lr=0.006765, batch_cost=0.9904, reader_cost=0.0001 | ETA 14:15:25
2020-11-05 23:50:07 [INFO] [TRAIN] epoch=76, iter=28190/80000, loss=0.1230, lr=0.006764, batch_cost=0.9862, reader_cost=0.0001 | ETA 14:11:34
2020-11-05 23:50:17 [INFO] [TRAIN] epoch=76, iter=28200/80000, loss=0.1416, lr=0.006763, batch_cost=0.9987, reader_cost=0.0001 | ETA 14:22:11
2020-11-05 23:50:27 [INFO] [TRAIN] epoch=76, iter=28210/80000, loss=0.0859, lr=0.006762, batch_cost=1.0033, reader_cost=0.0001 | ETA 14:26:00
2020-11-05 23:50:37 [INFO] [TRAIN] epoch=76, iter=28220/80000, loss=0.0808, lr=0.006760, batch_cost=0.9977, reader_cost=0.0001 | ETA 14:21:02
2020-11-05 23:50:47 [INFO] [TRAIN] epoch=76, iter=28230/80000, loss=0.1079, lr=0.006759, batch_cost=0.9809, reader_cost=0.0001 | ETA 14:06:22
2020-11-05 23:50:56 [INFO] [TRAIN] epoch=76, iter=28240/80000, loss=0.1169, lr=0.006758, batch_cost=0.9745, reader_cost=0.0001 | ETA 14:00:38
2020-11-05 23:51:06 [INFO] [TRAIN] epoch=76, iter=28250/80000, loss=0.1229, lr=0.006757, batch_cost=0.9737, reader_cost=0.0001 | ETA 13:59:49
2020-11-05 23:51:16 [INFO] [TRAIN] epoch=76, iter=28260/80000, loss=0.1288, lr=0.006756, batch_cost=0.9761, reader_cost=0.0002 | ETA 14:01:44
2020-11-05 23:51:26 [INFO] [TRAIN] epoch=76, iter=28270/80000, loss=0.1099, lr=0.006755, batch_cost=0.9797, reader_cost=0.0001 | ETA 14:04:42
2020-11-05 23:51:37 [INFO] [TRAIN] epoch=77, iter=28280/80000, loss=0.1461, lr=0.006753, batch_cost=1.1688, reader_cost=0.1344 | ETA 16:47:32
2020-11-05 23:51:47 [INFO] [TRAIN] epoch=77, iter=28290/80000, loss=0.2852, lr=0.006752, batch_cost=0.9713, reader_cost=0.0004 | ETA 13:57:04
2020-11-05 23:51:57 [INFO] [TRAIN] epoch=77, iter=28300/80000, loss=0.2737, lr=0.006751, batch_cost=0.9718, reader_cost=0.0002 | ETA 13:57:20
2020-11-05 23:52:07 [INFO] [TRAIN] epoch=77, iter=28310/80000, loss=0.1119, lr=0.006750, batch_cost=0.9719, reader_cost=0.0002 | ETA 13:57:15
2020-11-05 23:52:16 [INFO] [TRAIN] epoch=77, iter=28320/80000, loss=0.1439, lr=0.006749, batch_cost=0.9730, reader_cost=0.0002 | ETA 13:58:04
2020-11-05 23:52:26 [INFO] [TRAIN] epoch=77, iter=28330/80000, loss=0.1630, lr=0.006747, batch_cost=0.9715, reader_cost=0.0001 | ETA 13:56:36
2020-11-05 23:52:36 [INFO] [TRAIN] epoch=77, iter=28340/80000, loss=0.1278, lr=0.006746, batch_cost=0.9727, reader_cost=0.0001 | ETA 13:57:28
2020-11-05 23:52:45 [INFO] [TRAIN] epoch=77, iter=28350/80000, loss=0.1541, lr=0.006745, batch_cost=0.9731, reader_cost=0.0002 | ETA 13:57:41
2020-11-05 23:52:55 [INFO] [TRAIN] epoch=77, iter=28360/80000, loss=0.1171, lr=0.006744, batch_cost=0.9713, reader_cost=0.0001 | ETA 13:55:55
2020-11-05 23:53:05 [INFO] [TRAIN] epoch=77, iter=28370/80000, loss=0.1214, lr=0.006743, batch_cost=0.9725, reader_cost=0.0001 | ETA 13:56:50
2020-11-05 23:53:15 [INFO] [TRAIN] epoch=77, iter=28380/80000, loss=0.1731, lr=0.006742, batch_cost=0.9731, reader_cost=0.0002 | ETA 13:57:11
2020-11-05 23:53:24 [INFO] [TRAIN] epoch=77, iter=28390/80000, loss=0.1163, lr=0.006740, batch_cost=0.9746, reader_cost=0.0002 | ETA 13:58:18
2020-11-05 23:53:34 [INFO] [TRAIN] epoch=77, iter=28400/80000, loss=0.1555, lr=0.006739, batch_cost=0.9730, reader_cost=0.0001 | ETA 13:56:49
2020-11-05 23:53:44 [INFO] [TRAIN] epoch=77, iter=28410/80000, loss=0.1056, lr=0.006738, batch_cost=0.9722, reader_cost=0.0001 | ETA 13:55:53
2020-11-05 23:53:54 [INFO] [TRAIN] epoch=77, iter=28420/80000, loss=0.1341, lr=0.006737, batch_cost=0.9744, reader_cost=0.0002 | ETA 13:57:37
2020-11-05 23:54:03 [INFO] [TRAIN] epoch=77, iter=28430/80000, loss=0.1359, lr=0.006736, batch_cost=0.9747, reader_cost=0.0001 | ETA 13:57:44
2020-11-05 23:54:13 [INFO] [TRAIN] epoch=77, iter=28440/80000, loss=0.0930, lr=0.006735, batch_cost=0.9744, reader_cost=0.0001 | ETA 13:57:21
2020-11-05 23:54:23 [INFO] [TRAIN] epoch=77, iter=28450/80000, loss=0.1183, lr=0.006733, batch_cost=0.9755, reader_cost=0.0002 | ETA 13:58:06
2020-11-05 23:54:33 [INFO] [TRAIN] epoch=77, iter=28460/80000, loss=0.0944, lr=0.006732, batch_cost=0.9830, reader_cost=0.0002 | ETA 14:04:24
2020-11-05 23:54:43 [INFO] [TRAIN] epoch=77, iter=28470/80000, loss=0.0858, lr=0.006731, batch_cost=0.9862, reader_cost=0.0001 | ETA 14:06:56
2020-11-05 23:54:52 [INFO] [TRAIN] epoch=77, iter=28480/80000, loss=0.0977, lr=0.006730, batch_cost=0.9816, reader_cost=0.0001 | ETA 14:02:53
2020-11-05 23:55:02 [INFO] [TRAIN] epoch=77, iter=28490/80000, loss=0.1181, lr=0.006729, batch_cost=0.9959, reader_cost=0.0001 | ETA 14:15:00
2020-11-05 23:55:13 [INFO] [TRAIN] epoch=77, iter=28500/80000, loss=0.1007, lr=0.006727, batch_cost=1.0217, reader_cost=0.0001 | ETA 14:36:59
2020-11-05 23:55:22 [INFO] [TRAIN] epoch=77, iter=28510/80000, loss=0.1150, lr=0.006726, batch_cost=0.9881, reader_cost=0.0014 | ETA 14:07:56
2020-11-05 23:55:32 [INFO] [TRAIN] epoch=77, iter=28520/80000, loss=0.0888, lr=0.006725, batch_cost=0.9842, reader_cost=0.0002 | ETA 14:04:26
2020-11-05 23:55:42 [INFO] [TRAIN] epoch=77, iter=28530/80000, loss=0.1212, lr=0.006724, batch_cost=0.9832, reader_cost=0.0019 | ETA 14:03:27
2020-11-05 23:55:52 [INFO] [TRAIN] epoch=77, iter=28540/80000, loss=0.1296, lr=0.006723, batch_cost=0.9857, reader_cost=0.0022 | ETA 14:05:23
2020-11-05 23:56:02 [INFO] [TRAIN] epoch=77, iter=28550/80000, loss=0.1177, lr=0.006722, batch_cost=0.9833, reader_cost=0.0020 | ETA 14:03:08
2020-11-05 23:56:12 [INFO] [TRAIN] epoch=77, iter=28560/80000, loss=0.1748, lr=0.006720, batch_cost=0.9933, reader_cost=0.0019 | ETA 14:11:34
2020-11-05 23:56:22 [INFO] [TRAIN] epoch=77, iter=28570/80000, loss=0.1231, lr=0.006719, batch_cost=0.9993, reader_cost=0.0019 | ETA 14:16:32
2020-11-05 23:56:32 [INFO] [TRAIN] epoch=77, iter=28580/80000, loss=0.1297, lr=0.006718, batch_cost=0.9818, reader_cost=0.0011 | ETA 14:01:21
2020-11-05 23:56:41 [INFO] [TRAIN] epoch=77, iter=28590/80000, loss=0.0905, lr=0.006717, batch_cost=0.9797, reader_cost=0.0001 | ETA 13:59:28
2020-11-05 23:56:51 [INFO] [TRAIN] epoch=77, iter=28600/80000, loss=0.0855, lr=0.006716, batch_cost=0.9860, reader_cost=0.0001 | ETA 14:04:38
2020-11-05 23:57:01 [INFO] [TRAIN] epoch=77, iter=28610/80000, loss=0.1056, lr=0.006715, batch_cost=0.9846, reader_cost=0.0001 | ETA 14:03:18
2020-11-05 23:57:11 [INFO] [TRAIN] epoch=77, iter=28620/80000, loss=0.0932, lr=0.006713, batch_cost=0.9807, reader_cost=0.0001 | ETA 13:59:47
2020-11-05 23:57:21 [INFO] [TRAIN] epoch=77, iter=28630/80000, loss=0.1649, lr=0.006712, batch_cost=0.9908, reader_cost=0.0001 | ETA 14:08:17
2020-11-05 23:57:31 [INFO] [TRAIN] epoch=77, iter=28640/80000, loss=0.1000, lr=0.006711, batch_cost=0.9800, reader_cost=0.0001 | ETA 13:58:53
2020-11-05 23:57:42 [INFO] [TRAIN] epoch=78, iter=28650/80000, loss=0.1020, lr=0.006710, batch_cost=1.1476, reader_cost=0.1357 | ETA 16:22:07
2020-11-05 23:57:52 [INFO] [TRAIN] epoch=78, iter=28660/80000, loss=0.1076, lr=0.006709, batch_cost=0.9724, reader_cost=0.0005 | ETA 13:52:05
2020-11-05 23:58:01 [INFO] [TRAIN] epoch=78, iter=28670/80000, loss=0.1296, lr=0.006708, batch_cost=0.9715, reader_cost=0.0001 | ETA 13:51:05
2020-11-05 23:58:11 [INFO] [TRAIN] epoch=78, iter=28680/80000, loss=0.0988, lr=0.006706, batch_cost=0.9704, reader_cost=0.0001 | ETA 13:49:59
2020-11-05 23:58:21 [INFO] [TRAIN] epoch=78, iter=28690/80000, loss=0.1424, lr=0.006705, batch_cost=0.9764, reader_cost=0.0002 | ETA 13:54:59
2020-11-05 23:58:31 [INFO] [TRAIN] epoch=78, iter=28700/80000, loss=0.2493, lr=0.006704, batch_cost=0.9729, reader_cost=0.0001 | ETA 13:51:48
2020-11-05 23:58:40 [INFO] [TRAIN] epoch=78, iter=28710/80000, loss=0.0826, lr=0.006703, batch_cost=0.9723, reader_cost=0.0001 | ETA 13:51:11
2020-11-05 23:58:50 [INFO] [TRAIN] epoch=78, iter=28720/80000, loss=0.1384, lr=0.006702, batch_cost=0.9715, reader_cost=0.0001 | ETA 13:50:19
2020-11-05 23:59:00 [INFO] [TRAIN] epoch=78, iter=28730/80000, loss=0.1292, lr=0.006700, batch_cost=0.9861, reader_cost=0.0001 | ETA 14:02:37
2020-11-05 23:59:10 [INFO] [TRAIN] epoch=78, iter=28740/80000, loss=0.1155, lr=0.006699, batch_cost=0.9888, reader_cost=0.0001 | ETA 14:04:46
2020-11-05 23:59:20 [INFO] [TRAIN] epoch=78, iter=28750/80000, loss=0.1312, lr=0.006698, batch_cost=0.9874, reader_cost=0.0001 | ETA 14:03:22
2020-11-05 23:59:30 [INFO] [TRAIN] epoch=78, iter=28760/80000, loss=0.1314, lr=0.006697, batch_cost=0.9949, reader_cost=0.0001 | ETA 14:09:40
2020-11-05 23:59:40 [INFO] [TRAIN] epoch=78, iter=28770/80000, loss=0.1493, lr=0.006696, batch_cost=0.9951, reader_cost=0.0001 | ETA 14:09:40
2020-11-05 23:59:50 [INFO] [TRAIN] epoch=78, iter=28780/80000, loss=0.1330, lr=0.006695, batch_cost=1.0104, reader_cost=0.0001 | ETA 14:22:33
2020-11-06 00:00:00 [INFO] [TRAIN] epoch=78, iter=28790/80000, loss=0.1106, lr=0.006693, batch_cost=1.0270, reader_cost=0.0001 | ETA 14:36:33
2020-11-06 00:00:11 [INFO] [TRAIN] epoch=78, iter=28800/80000, loss=0.1124, lr=0.006692, batch_cost=1.0802, reader_cost=0.0002 | ETA 15:21:46
2020-11-06 00:00:21 [INFO] [TRAIN] epoch=78, iter=28810/80000, loss=0.1206, lr=0.006691, batch_cost=1.0161, reader_cost=0.0001 | ETA 14:26:52
2020-11-06 00:00:31 [INFO] [TRAIN] epoch=78, iter=28820/80000, loss=0.1248, lr=0.006690, batch_cost=1.0236, reader_cost=0.0001 | ETA 14:33:06
2020-11-06 00:00:42 [INFO] [TRAIN] epoch=78, iter=28830/80000, loss=0.1447, lr=0.006689, batch_cost=1.0414, reader_cost=0.0001 | ETA 14:48:07
2020-11-06 00:00:52 [INFO] [TRAIN] epoch=78, iter=28840/80000, loss=0.1250, lr=0.006688, batch_cost=1.0348, reader_cost=0.0010 | ETA 14:42:21
2020-11-06 00:01:02 [INFO] [TRAIN] epoch=78, iter=28850/80000, loss=0.1021, lr=0.006686, batch_cost=1.0413, reader_cost=0.0001 | ETA 14:47:42
2020-11-06 00:01:12 [INFO] [TRAIN] epoch=78, iter=28860/80000, loss=0.1368, lr=0.006685, batch_cost=0.9855, reader_cost=0.0002 | ETA 13:59:56
2020-11-06 00:01:22 [INFO] [TRAIN] epoch=78, iter=28870/80000, loss=0.1234, lr=0.006684, batch_cost=0.9930, reader_cost=0.0002 | ETA 14:06:12
2020-11-06 00:01:32 [INFO] [TRAIN] epoch=78, iter=28880/80000, loss=0.0948, lr=0.006683, batch_cost=1.0213, reader_cost=0.0001 | ETA 14:30:09
2020-11-06 00:01:43 [INFO] [TRAIN] epoch=78, iter=28890/80000, loss=0.0986, lr=0.006682, batch_cost=1.0538, reader_cost=0.0002 | ETA 14:57:37
2020-11-06 00:01:53 [INFO] [TRAIN] epoch=78, iter=28900/80000, loss=0.1097, lr=0.006680, batch_cost=1.0295, reader_cost=0.0001 | ETA 14:36:46
2020-11-06 00:02:04 [INFO] [TRAIN] epoch=78, iter=28910/80000, loss=0.1417, lr=0.006679, batch_cost=1.0455, reader_cost=0.0001 | ETA 14:50:14
2020-11-06 00:02:14 [INFO] [TRAIN] epoch=78, iter=28920/80000, loss=0.1404, lr=0.006678, batch_cost=1.0302, reader_cost=0.0002 | ETA 14:37:04
2020-11-06 00:02:25 [INFO] [TRAIN] epoch=78, iter=28930/80000, loss=0.1436, lr=0.006677, batch_cost=1.0648, reader_cost=0.0002 | ETA 15:06:18
2020-11-06 00:02:35 [INFO] [TRAIN] epoch=78, iter=28940/80000, loss=0.0947, lr=0.006676, batch_cost=1.0175, reader_cost=0.0002 | ETA 14:25:52
2020-11-06 00:02:45 [INFO] [TRAIN] epoch=78, iter=28950/80000, loss=0.1439, lr=0.006675, batch_cost=1.0419, reader_cost=0.0002 | ETA 14:46:27
2020-11-06 00:02:55 [INFO] [TRAIN] epoch=78, iter=28960/80000, loss=0.0864, lr=0.006673, batch_cost=1.0216, reader_cost=0.0015 | ETA 14:29:03
2020-11-06 00:03:05 [INFO] [TRAIN] epoch=78, iter=28970/80000, loss=0.0891, lr=0.006672, batch_cost=0.9908, reader_cost=0.0001 | ETA 14:02:42
2020-11-06 00:03:16 [INFO] [TRAIN] epoch=78, iter=28980/80000, loss=0.1316, lr=0.006671, batch_cost=1.0436, reader_cost=0.0001 | ETA 14:47:24
2020-11-06 00:03:26 [INFO] [TRAIN] epoch=78, iter=28990/80000, loss=0.0914, lr=0.006670, batch_cost=1.0397, reader_cost=0.0001 | ETA 14:43:54
2020-11-06 00:03:37 [INFO] [TRAIN] epoch=78, iter=29000/80000, loss=0.1094, lr=0.006669, batch_cost=1.0542, reader_cost=0.0001 | ETA 14:56:05
2020-11-06 00:03:47 [INFO] [TRAIN] epoch=78, iter=29010/80000, loss=0.1582, lr=0.006668, batch_cost=1.0089, reader_cost=0.0001 | ETA 14:17:25
2020-11-06 00:03:59 [INFO] [TRAIN] epoch=79, iter=29020/80000, loss=0.3122, lr=0.006666, batch_cost=1.1756, reader_cost=0.1436 | ETA 16:38:50
2020-11-06 00:04:09 [INFO] [TRAIN] epoch=79, iter=29030/80000, loss=0.1406, lr=0.006665, batch_cost=1.0157, reader_cost=0.0001 | ETA 14:22:49
2020-11-06 00:04:19 [INFO] [TRAIN] epoch=79, iter=29040/80000, loss=0.1603, lr=0.006664, batch_cost=1.0234, reader_cost=0.0002 | ETA 14:29:10
2020-11-06 00:04:29 [INFO] [TRAIN] epoch=79, iter=29050/80000, loss=0.1203, lr=0.006663, batch_cost=1.0234, reader_cost=0.0002 | ETA 14:29:01
2020-11-06 00:04:39 [INFO] [TRAIN] epoch=79, iter=29060/80000, loss=0.1232, lr=0.006662, batch_cost=0.9931, reader_cost=0.0002 | ETA 14:03:08
2020-11-06 00:04:49 [INFO] [TRAIN] epoch=79, iter=29070/80000, loss=0.1514, lr=0.006660, batch_cost=0.9956, reader_cost=0.0002 | ETA 14:05:04
2020-11-06 00:04:59 [INFO] [TRAIN] epoch=79, iter=29080/80000, loss=0.1418, lr=0.006659, batch_cost=1.0006, reader_cost=0.0002 | ETA 14:09:12
2020-11-06 00:05:09 [INFO] [TRAIN] epoch=79, iter=29090/80000, loss=0.1385, lr=0.006658, batch_cost=0.9860, reader_cost=0.0001 | ETA 13:56:37
2020-11-06 00:05:19 [INFO] [TRAIN] epoch=79, iter=29100/80000, loss=0.0997, lr=0.006657, batch_cost=0.9932, reader_cost=0.0002 | ETA 14:02:35
2020-11-06 00:05:29 [INFO] [TRAIN] epoch=79, iter=29110/80000, loss=0.1121, lr=0.006656, batch_cost=1.0006, reader_cost=0.0002 | ETA 14:08:41
2020-11-06 00:05:39 [INFO] [TRAIN] epoch=79, iter=29120/80000, loss=0.0817, lr=0.006655, batch_cost=1.0088, reader_cost=0.0001 | ETA 14:15:27
2020-11-06 00:05:49 [INFO] [TRAIN] epoch=79, iter=29130/80000, loss=0.1166, lr=0.006653, batch_cost=1.0496, reader_cost=0.0001 | ETA 14:49:55
2020-11-06 00:06:00 [INFO] [TRAIN] epoch=79, iter=29140/80000, loss=0.0762, lr=0.006652, batch_cost=1.0334, reader_cost=0.0001 | ETA 14:35:57
2020-11-06 00:06:10 [INFO] [TRAIN] epoch=79, iter=29150/80000, loss=0.1066, lr=0.006651, batch_cost=0.9885, reader_cost=0.0002 | ETA 13:57:43
2020-11-06 00:06:20 [INFO] [TRAIN] epoch=79, iter=29160/80000, loss=0.0990, lr=0.006650, batch_cost=0.9891, reader_cost=0.0002 | ETA 13:58:04
2020-11-06 00:06:29 [INFO] [TRAIN] epoch=79, iter=29170/80000, loss=0.1007, lr=0.006649, batch_cost=0.9851, reader_cost=0.0001 | ETA 13:54:30
2020-11-06 00:06:39 [INFO] [TRAIN] epoch=79, iter=29180/80000, loss=0.1505, lr=0.006647, batch_cost=0.9840, reader_cost=0.0001 | ETA 13:53:27
2020-11-06 00:06:49 [INFO] [TRAIN] epoch=79, iter=29190/80000, loss=0.1156, lr=0.006646, batch_cost=0.9819, reader_cost=0.0002 | ETA 13:51:30
2020-11-06 00:06:59 [INFO] [TRAIN] epoch=79, iter=29200/80000, loss=0.1277, lr=0.006645, batch_cost=0.9897, reader_cost=0.0001 | ETA 13:57:57
2020-11-06 00:07:09 [INFO] [TRAIN] epoch=79, iter=29210/80000, loss=0.1573, lr=0.006644, batch_cost=0.9948, reader_cost=0.0002 | ETA 14:02:08
2020-11-06 00:07:19 [INFO] [TRAIN] epoch=79, iter=29220/80000, loss=0.1198, lr=0.006643, batch_cost=0.9988, reader_cost=0.0002 | ETA 14:05:18
2020-11-06 00:07:29 [INFO] [TRAIN] epoch=79, iter=29230/80000, loss=0.0877, lr=0.006642, batch_cost=0.9861, reader_cost=0.0002 | ETA 13:54:23
2020-11-06 00:07:39 [INFO] [TRAIN] epoch=79, iter=29240/80000, loss=0.0998, lr=0.006640, batch_cost=0.9885, reader_cost=0.0001 | ETA 13:56:15
2020-11-06 00:07:49 [INFO] [TRAIN] epoch=79, iter=29250/80000, loss=0.0894, lr=0.006639, batch_cost=0.9887, reader_cost=0.0002 | ETA 13:56:15
2020-11-06 00:07:59 [INFO] [TRAIN] epoch=79, iter=29260/80000, loss=0.0817, lr=0.006638, batch_cost=1.0460, reader_cost=0.0002 | ETA 14:44:35
2020-11-06 00:08:10 [INFO] [TRAIN] epoch=79, iter=29270/80000, loss=0.0918, lr=0.006637, batch_cost=1.0870, reader_cost=0.0002 | ETA 15:19:01
2020-11-06 00:08:21 [INFO] [TRAIN] epoch=79, iter=29280/80000, loss=0.1147, lr=0.006636, batch_cost=1.0987, reader_cost=0.0002 | ETA 15:28:45
2020-11-06 00:08:31 [INFO] [TRAIN] epoch=79, iter=29290/80000, loss=0.1604, lr=0.006635, batch_cost=1.0476, reader_cost=0.0001 | ETA 14:45:25
2020-11-06 00:08:41 [INFO] [TRAIN] epoch=79, iter=29300/80000, loss=0.1612, lr=0.006633, batch_cost=1.0123, reader_cost=0.0001 | ETA 14:15:21
2020-11-06 00:08:51 [INFO] [TRAIN] epoch=79, iter=29310/80000, loss=0.1327, lr=0.006632, batch_cost=1.0004, reader_cost=0.0001 | ETA 14:05:09
2020-11-06 00:09:02 [INFO] [TRAIN] epoch=79, iter=29320/80000, loss=0.1437, lr=0.006631, batch_cost=1.0108, reader_cost=0.0002 | ETA 14:13:46
2020-11-06 00:09:12 [INFO] [TRAIN] epoch=79, iter=29330/80000, loss=0.1021, lr=0.006630, batch_cost=1.0123, reader_cost=0.0001 | ETA 14:14:53
2020-11-06 00:09:22 [INFO] [TRAIN] epoch=79, iter=29340/80000, loss=0.1516, lr=0.006629, batch_cost=1.0426, reader_cost=0.0002 | ETA 14:40:18
2020-11-06 00:09:32 [INFO] [TRAIN] epoch=79, iter=29350/80000, loss=0.1108, lr=0.006627, batch_cost=1.0294, reader_cost=0.0001 | ETA 14:29:00
2020-11-06 00:09:43 [INFO] [TRAIN] epoch=79, iter=29360/80000, loss=0.0968, lr=0.006626, batch_cost=1.0392, reader_cost=0.0001 | ETA 14:37:04
2020-11-06 00:09:53 [INFO] [TRAIN] epoch=79, iter=29370/80000, loss=0.1199, lr=0.006625, batch_cost=0.9847, reader_cost=0.0001 | ETA 13:50:52
2020-11-06 00:10:03 [INFO] [TRAIN] epoch=79, iter=29380/80000, loss=0.1283, lr=0.006624, batch_cost=0.9871, reader_cost=0.0002 | ETA 13:52:47
2020-11-06 00:10:14 [INFO] [TRAIN] epoch=80, iter=29390/80000, loss=0.1402, lr=0.006623, batch_cost=1.1514, reader_cost=0.1056 | ETA 16:11:09
2020-11-06 00:10:24 [INFO] [TRAIN] epoch=80, iter=29400/80000, loss=0.1004, lr=0.006622, batch_cost=1.0203, reader_cost=0.0004 | ETA 14:20:24
2020-11-06 00:10:34 [INFO] [TRAIN] epoch=80, iter=29410/80000, loss=0.1137, lr=0.006620, batch_cost=1.0207, reader_cost=0.0001 | ETA 14:20:35
2020-11-06 00:10:45 [INFO] [TRAIN] epoch=80, iter=29420/80000, loss=0.1034, lr=0.006619, batch_cost=1.0246, reader_cost=0.0001 | ETA 14:23:45
2020-11-06 00:10:55 [INFO] [TRAIN] epoch=80, iter=29430/80000, loss=0.0988, lr=0.006618, batch_cost=1.0279, reader_cost=0.0001 | ETA 14:26:19
2020-11-06 00:11:05 [INFO] [TRAIN] epoch=80, iter=29440/80000, loss=0.1247, lr=0.006617, batch_cost=1.0267, reader_cost=0.0001 | ETA 14:25:08
2020-11-06 00:11:16 [INFO] [TRAIN] epoch=80, iter=29450/80000, loss=0.1135, lr=0.006616, batch_cost=1.0279, reader_cost=0.0001 | ETA 14:26:00
2020-11-06 00:11:26 [INFO] [TRAIN] epoch=80, iter=29460/80000, loss=0.1083, lr=0.006615, batch_cost=1.0247, reader_cost=0.0001 | ETA 14:23:10
2020-11-06 00:11:36 [INFO] [TRAIN] epoch=80, iter=29470/80000, loss=0.1065, lr=0.006613, batch_cost=1.0121, reader_cost=0.0001 | ETA 14:12:20
2020-11-06 00:11:46 [INFO] [TRAIN] epoch=80, iter=29480/80000, loss=0.0995, lr=0.006612, batch_cost=0.9864, reader_cost=0.0001 | ETA 13:50:30
2020-11-06 00:11:56 [INFO] [TRAIN] epoch=80, iter=29490/80000, loss=0.1110, lr=0.006611, batch_cost=0.9799, reader_cost=0.0001 | ETA 13:44:54
2020-11-06 00:12:05 [INFO] [TRAIN] epoch=80, iter=29500/80000, loss=0.1354, lr=0.006610, batch_cost=0.9820, reader_cost=0.0002 | ETA 13:46:30
2020-11-06 00:12:15 [INFO] [TRAIN] epoch=80, iter=29510/80000, loss=0.0845, lr=0.006609, batch_cost=0.9862, reader_cost=0.0001 | ETA 13:49:50
2020-11-06 00:12:26 [INFO] [TRAIN] epoch=80, iter=29520/80000, loss=0.1283, lr=0.006607, batch_cost=1.0385, reader_cost=0.0002 | ETA 14:33:43
2020-11-06 00:12:36 [INFO] [TRAIN] epoch=80, iter=29530/80000, loss=0.1755, lr=0.006606, batch_cost=1.0148, reader_cost=0.0001 | ETA 14:13:34
2020-11-06 00:12:47 [INFO] [TRAIN] epoch=80, iter=29540/80000, loss=0.1070, lr=0.006605, batch_cost=1.0904, reader_cost=0.0001 | ETA 15:17:00
2020-11-06 00:12:57 [INFO] [TRAIN] epoch=80, iter=29550/80000, loss=0.0897, lr=0.006604, batch_cost=1.0556, reader_cost=0.0001 | ETA 14:47:37
2020-11-06 00:13:08 [INFO] [TRAIN] epoch=80, iter=29560/80000, loss=0.1373, lr=0.006603, batch_cost=1.0534, reader_cost=0.0001 | ETA 14:45:34
2020-11-06 00:13:18 [INFO] [TRAIN] epoch=80, iter=29570/80000, loss=0.1240, lr=0.006602, batch_cost=1.0220, reader_cost=0.0001 | ETA 14:18:57
2020-11-06 00:13:29 [INFO] [TRAIN] epoch=80, iter=29580/80000, loss=0.1338, lr=0.006600, batch_cost=1.0458, reader_cost=0.0001 | ETA 14:38:49
2020-11-06 00:13:38 [INFO] [TRAIN] epoch=80, iter=29590/80000, loss=0.1090, lr=0.006599, batch_cost=0.9820, reader_cost=0.0001 | ETA 13:45:00
2020-11-06 00:13:48 [INFO] [TRAIN] epoch=80, iter=29600/80000, loss=0.0923, lr=0.006598, batch_cost=0.9824, reader_cost=0.0001 | ETA 13:45:14
2020-11-06 00:13:58 [INFO] [TRAIN] epoch=80, iter=29610/80000, loss=0.1008, lr=0.006597, batch_cost=0.9869, reader_cost=0.0001 | ETA 13:48:48
2020-11-06 00:14:08 [INFO] [TRAIN] epoch=80, iter=29620/80000, loss=0.0892, lr=0.006596, batch_cost=0.9907, reader_cost=0.0001 | ETA 13:51:53
2020-11-06 00:14:18 [INFO] [TRAIN] epoch=80, iter=29630/80000, loss=0.1274, lr=0.006594, batch_cost=0.9860, reader_cost=0.0001 | ETA 13:47:46
2020-11-06 00:14:28 [INFO] [TRAIN] epoch=80, iter=29640/80000, loss=0.0996, lr=0.006593, batch_cost=0.9864, reader_cost=0.0002 | ETA 13:47:56
2020-11-06 00:14:38 [INFO] [TRAIN] epoch=80, iter=29650/80000, loss=0.0973, lr=0.006592, batch_cost=1.0081, reader_cost=0.0001 | ETA 14:05:57
2020-11-06 00:14:48 [INFO] [TRAIN] epoch=80, iter=29660/80000, loss=0.1368, lr=0.006591, batch_cost=1.0091, reader_cost=0.0001 | ETA 14:06:37
2020-11-06 00:14:58 [INFO] [TRAIN] epoch=80, iter=29670/80000, loss=0.0995, lr=0.006590, batch_cost=0.9906, reader_cost=0.0002 | ETA 13:50:59
2020-11-06 00:15:08 [INFO] [TRAIN] epoch=80, iter=29680/80000, loss=0.1287, lr=0.006589, batch_cost=0.9893, reader_cost=0.0002 | ETA 13:49:42
2020-11-06 00:15:18 [INFO] [TRAIN] epoch=80, iter=29690/80000, loss=0.1227, lr=0.006587, batch_cost=0.9896, reader_cost=0.0002 | ETA 13:49:47
2020-11-06 00:15:27 [INFO] [TRAIN] epoch=80, iter=29700/80000, loss=0.1022, lr=0.006586, batch_cost=0.9859, reader_cost=0.0001 | ETA 13:46:29
2020-11-06 00:15:37 [INFO] [TRAIN] epoch=80, iter=29710/80000, loss=0.0957, lr=0.006585, batch_cost=0.9801, reader_cost=0.0001 | ETA 13:41:27
2020-11-06 00:15:47 [INFO] [TRAIN] epoch=80, iter=29720/80000, loss=0.1241, lr=0.006584, batch_cost=0.9832, reader_cost=0.0001 | ETA 13:43:55
2020-11-06 00:15:57 [INFO] [TRAIN] epoch=80, iter=29730/80000, loss=0.1227, lr=0.006583, batch_cost=0.9848, reader_cost=0.0001 | ETA 13:45:07
2020-11-06 00:16:07 [INFO] [TRAIN] epoch=80, iter=29740/80000, loss=0.1291, lr=0.006582, batch_cost=0.9865, reader_cost=0.0002 | ETA 13:46:21
2020-11-06 00:16:17 [INFO] [TRAIN] epoch=80, iter=29750/80000, loss=0.1369, lr=0.006580, batch_cost=0.9860, reader_cost=0.0002 | ETA 13:45:45
2020-11-06 00:16:26 [INFO] [TRAIN] epoch=80, iter=29760/80000, loss=0.1752, lr=0.006579, batch_cost=0.9721, reader_cost=0.0001 | ETA 13:33:58
2020-11-06 00:16:38 [INFO] [TRAIN] epoch=81, iter=29770/80000, loss=0.1330, lr=0.006578, batch_cost=1.1735, reader_cost=0.1543 | ETA 16:22:24
2020-11-06 00:16:48 [INFO] [TRAIN] epoch=81, iter=29780/80000, loss=0.1225, lr=0.006577, batch_cost=1.0021, reader_cost=0.0004 | ETA 13:58:47
2020-11-06 00:16:58 [INFO] [TRAIN] epoch=81, iter=29790/80000, loss=0.1111, lr=0.006576, batch_cost=0.9881, reader_cost=0.0002 | ETA 13:46:50
2020-11-06 00:17:08 [INFO] [TRAIN] epoch=81, iter=29800/80000, loss=0.0950, lr=0.006574, batch_cost=1.0218, reader_cost=0.0002 | ETA 14:14:54
2020-11-06 00:17:18 [INFO] [TRAIN] epoch=81, iter=29810/80000, loss=0.1271, lr=0.006573, batch_cost=0.9942, reader_cost=0.0002 | ETA 13:51:41
2020-11-06 00:17:28 [INFO] [TRAIN] epoch=81, iter=29820/80000, loss=0.1298, lr=0.006572, batch_cost=0.9884, reader_cost=0.0002 | ETA 13:46:37
2020-11-06 00:17:38 [INFO] [TRAIN] epoch=81, iter=29830/80000, loss=0.1208, lr=0.006571, batch_cost=0.9836, reader_cost=0.0002 | ETA 13:42:25
2020-11-06 00:17:48 [INFO] [TRAIN] epoch=81, iter=29840/80000, loss=0.1827, lr=0.006570, batch_cost=0.9866, reader_cost=0.0002 | ETA 13:44:49
2020-11-06 00:17:58 [INFO] [TRAIN] epoch=81, iter=29850/80000, loss=0.1555, lr=0.006569, batch_cost=0.9905, reader_cost=0.0002 | ETA 13:47:51
2020-11-06 00:18:07 [INFO] [TRAIN] epoch=81, iter=29860/80000, loss=0.2850, lr=0.006567, batch_cost=0.9812, reader_cost=0.0002 | ETA 13:39:59
2020-11-06 00:18:17 [INFO] [TRAIN] epoch=81, iter=29870/80000, loss=0.1285, lr=0.006566, batch_cost=0.9770, reader_cost=0.0002 | ETA 13:36:18
2020-11-06 00:18:27 [INFO] [TRAIN] epoch=81, iter=29880/80000, loss=0.1668, lr=0.006565, batch_cost=0.9840, reader_cost=0.0002 | ETA 13:41:58
2020-11-06 00:18:37 [INFO] [TRAIN] epoch=81, iter=29890/80000, loss=0.0895, lr=0.006564, batch_cost=0.9764, reader_cost=0.0002 | ETA 13:35:27
2020-11-06 00:18:47 [INFO] [TRAIN] epoch=81, iter=29900/80000, loss=0.1520, lr=0.006563, batch_cost=0.9755, reader_cost=0.0002 | ETA 13:34:34
2020-11-06 00:18:56 [INFO] [TRAIN] epoch=81, iter=29910/80000, loss=0.1011, lr=0.006561, batch_cost=0.9774, reader_cost=0.0002 | ETA 13:35:55
2020-11-06 00:19:06 [INFO] [TRAIN] epoch=81, iter=29920/80000, loss=0.1132, lr=0.006560, batch_cost=0.9736, reader_cost=0.0002 | ETA 13:32:37
2020-11-06 00:19:16 [INFO] [TRAIN] epoch=81, iter=29930/80000, loss=0.1006, lr=0.006559, batch_cost=0.9719, reader_cost=0.0001 | ETA 13:31:03
2020-11-06 00:19:25 [INFO] [TRAIN] epoch=81, iter=29940/80000, loss=0.1181, lr=0.006558, batch_cost=0.9717, reader_cost=0.0002 | ETA 13:30:42
2020-11-06 00:19:35 [INFO] [TRAIN] epoch=81, iter=29950/80000, loss=0.1143, lr=0.006557, batch_cost=0.9709, reader_cost=0.0001 | ETA 13:29:53
2020-11-06 00:19:45 [INFO] [TRAIN] epoch=81, iter=29960/80000, loss=0.1073, lr=0.006556, batch_cost=0.9719, reader_cost=0.0001 | ETA 13:30:31
2020-11-06 00:19:55 [INFO] [TRAIN] epoch=81, iter=29970/80000, loss=0.0755, lr=0.006554, batch_cost=0.9717, reader_cost=0.0001 | ETA 13:30:14
2020-11-06 00:20:04 [INFO] [TRAIN] epoch=81, iter=29980/80000, loss=0.1599, lr=0.006553, batch_cost=0.9744, reader_cost=0.0001 | ETA 13:32:18
2020-11-06 00:20:14 [INFO] [TRAIN] epoch=81, iter=29990/80000, loss=0.1022, lr=0.006552, batch_cost=0.9717, reader_cost=0.0001 | ETA 13:29:54
2020-11-06 00:20:24 [INFO] [TRAIN] epoch=81, iter=30000/80000, loss=0.0869, lr=0.006551, batch_cost=0.9699, reader_cost=0.0001 | ETA 13:28:17
2020-11-06 00:20:29 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 00:25:40 [INFO] [EVAL] #Images=500 mIoU=0.7732 Acc=0.9597 Kappa=0.9477
2020-11-06 00:25:40 [INFO] [EVAL] Category IoU:
[0.9767 0.8226 0.9284 0.5927 0.609 0.6549 0.7116 0.7873 0.926 0.6378
0.9502 0.8227 0.6078 0.9494 0.7719 0.826 0.7068 0.6346 0.7749]
2020-11-06 00:25:40 [INFO] [EVAL] Category Acc:
[0.9872 0.9114 0.9609 0.8483 0.7622 0.8299 0.8428 0.8909 0.9511 0.8803
0.9715 0.8829 0.8612 0.9774 0.8362 0.9175 0.816 0.8133 0.8472]
2020-11-06 00:25:40 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-06 00:25:51 [INFO] [TRAIN] epoch=81, iter=30010/80000, loss=0.0805, lr=0.006550, batch_cost=1.0607, reader_cost=0.0001 | ETA 14:43:43
2020-11-06 00:26:01 [INFO] [TRAIN] epoch=81, iter=30020/80000, loss=0.1456, lr=0.006549, batch_cost=1.0708, reader_cost=0.0001 | ETA 14:51:58
2020-11-06 00:26:11 [INFO] [TRAIN] epoch=81, iter=30030/80000, loss=0.1680, lr=0.006547, batch_cost=1.0205, reader_cost=0.0001 | ETA 14:09:54
2020-11-06 00:26:22 [INFO] [TRAIN] epoch=81, iter=30040/80000, loss=0.1995, lr=0.006546, batch_cost=1.0394, reader_cost=0.0001 | ETA 14:25:27
2020-11-06 00:26:32 [INFO] [TRAIN] epoch=81, iter=30050/80000, loss=0.1196, lr=0.006545, batch_cost=1.0095, reader_cost=0.0002 | ETA 14:00:24
2020-11-06 00:26:42 [INFO] [TRAIN] epoch=81, iter=30060/80000, loss=0.1249, lr=0.006544, batch_cost=1.0444, reader_cost=0.0001 | ETA 14:29:14
2020-11-06 00:26:53 [INFO] [TRAIN] epoch=81, iter=30070/80000, loss=0.0888, lr=0.006543, batch_cost=1.0228, reader_cost=0.0002 | ETA 14:11:10
2020-11-06 00:27:02 [INFO] [TRAIN] epoch=81, iter=30080/80000, loss=0.1055, lr=0.006541, batch_cost=0.9865, reader_cost=0.0002 | ETA 13:40:47
2020-11-06 00:27:12 [INFO] [TRAIN] epoch=81, iter=30090/80000, loss=0.0979, lr=0.006540, batch_cost=0.9823, reader_cost=0.0001 | ETA 13:37:08
2020-11-06 00:27:22 [INFO] [TRAIN] epoch=81, iter=30100/80000, loss=0.1234, lr=0.006539, batch_cost=1.0050, reader_cost=0.0001 | ETA 13:55:50
2020-11-06 00:27:32 [INFO] [TRAIN] epoch=81, iter=30110/80000, loss=0.1145, lr=0.006538, batch_cost=0.9825, reader_cost=0.0002 | ETA 13:36:58
2020-11-06 00:27:42 [INFO] [TRAIN] epoch=81, iter=30120/80000, loss=0.1004, lr=0.006537, batch_cost=0.9844, reader_cost=0.0002 | ETA 13:38:24
2020-11-06 00:27:52 [INFO] [TRAIN] epoch=81, iter=30130/80000, loss=0.1561, lr=0.006536, batch_cost=0.9726, reader_cost=0.0001 | ETA 13:28:25
2020-11-06 00:28:03 [INFO] [TRAIN] epoch=82, iter=30140/80000, loss=0.1088, lr=0.006534, batch_cost=1.1611, reader_cost=0.1449 | ETA 16:04:52
2020-11-06 00:28:13 [INFO] [TRAIN] epoch=82, iter=30150/80000, loss=0.1134, lr=0.006533, batch_cost=0.9856, reader_cost=0.0005 | ETA 13:38:49
2020-11-06 00:28:23 [INFO] [TRAIN] epoch=82, iter=30160/80000, loss=0.1381, lr=0.006532, batch_cost=0.9854, reader_cost=0.0002 | ETA 13:38:33
2020-11-06 00:28:33 [INFO] [TRAIN] epoch=82, iter=30170/80000, loss=0.1221, lr=0.006531, batch_cost=1.0115, reader_cost=0.0002 | ETA 14:00:01
2020-11-06 00:28:43 [INFO] [TRAIN] epoch=82, iter=30180/80000, loss=0.1323, lr=0.006530, batch_cost=0.9893, reader_cost=0.0001 | ETA 13:41:24
2020-11-06 00:28:53 [INFO] [TRAIN] epoch=82, iter=30190/80000, loss=0.1514, lr=0.006528, batch_cost=0.9927, reader_cost=0.0002 | ETA 13:44:06
2020-11-06 00:29:03 [INFO] [TRAIN] epoch=82, iter=30200/80000, loss=0.0924, lr=0.006527, batch_cost=1.0355, reader_cost=0.0002 | ETA 14:19:26
2020-11-06 00:29:14 [INFO] [TRAIN] epoch=82, iter=30210/80000, loss=0.1458, lr=0.006526, batch_cost=1.0178, reader_cost=0.0001 | ETA 14:04:36
2020-11-06 00:29:24 [INFO] [TRAIN] epoch=82, iter=30220/80000, loss=0.1186, lr=0.006525, batch_cost=1.0216, reader_cost=0.0001 | ETA 14:07:33
2020-11-06 00:29:34 [INFO] [TRAIN] epoch=82, iter=30230/80000, loss=0.2056, lr=0.006524, batch_cost=1.0073, reader_cost=0.0035 | ETA 13:55:31
2020-11-06 00:29:44 [INFO] [TRAIN] epoch=82, iter=30240/80000, loss=0.0822, lr=0.006523, batch_cost=0.9856, reader_cost=0.0002 | ETA 13:37:25
2020-11-06 00:29:54 [INFO] [TRAIN] epoch=82, iter=30250/80000, loss=0.0883, lr=0.006521, batch_cost=1.0011, reader_cost=0.0027 | ETA 13:50:05
2020-11-06 00:30:04 [INFO] [TRAIN] epoch=82, iter=30260/80000, loss=0.1562, lr=0.006520, batch_cost=0.9944, reader_cost=0.0002 | ETA 13:44:20
2020-11-06 00:30:13 [INFO] [TRAIN] epoch=82, iter=30270/80000, loss=0.0867, lr=0.006519, batch_cost=0.9816, reader_cost=0.0002 | ETA 13:33:34
2020-11-06 00:30:23 [INFO] [TRAIN] epoch=82, iter=30280/80000, loss=0.0991, lr=0.006518, batch_cost=0.9983, reader_cost=0.0002 | ETA 13:47:16
2020-11-06 00:30:33 [INFO] [TRAIN] epoch=82, iter=30290/80000, loss=0.1176, lr=0.006517, batch_cost=0.9904, reader_cost=0.0002 | ETA 13:40:31
2020-11-06 00:30:43 [INFO] [TRAIN] epoch=82, iter=30300/80000, loss=0.1397, lr=0.006515, batch_cost=0.9867, reader_cost=0.0002 | ETA 13:37:16
2020-11-06 00:30:53 [INFO] [TRAIN] epoch=82, iter=30310/80000, loss=0.0982, lr=0.006514, batch_cost=0.9861, reader_cost=0.0002 | ETA 13:36:36
2020-11-06 00:31:03 [INFO] [TRAIN] epoch=82, iter=30320/80000, loss=0.1081, lr=0.006513, batch_cost=0.9956, reader_cost=0.0014 | ETA 13:44:22
2020-11-06 00:31:13 [INFO] [TRAIN] epoch=82, iter=30330/80000, loss=0.1177, lr=0.006512, batch_cost=0.9901, reader_cost=0.0001 | ETA 13:39:37
2020-11-06 00:31:23 [INFO] [TRAIN] epoch=82, iter=30340/80000, loss=0.0661, lr=0.006511, batch_cost=0.9846, reader_cost=0.0002 | ETA 13:34:54
2020-11-06 00:31:33 [INFO] [TRAIN] epoch=82, iter=30350/80000, loss=0.1695, lr=0.006510, batch_cost=0.9841, reader_cost=0.0001 | ETA 13:34:20
2020-11-06 00:31:42 [INFO] [TRAIN] epoch=82, iter=30360/80000, loss=0.0690, lr=0.006508, batch_cost=0.9861, reader_cost=0.0001 | ETA 13:35:48
2020-11-06 00:31:52 [INFO] [TRAIN] epoch=82, iter=30370/80000, loss=0.0931, lr=0.006507, batch_cost=0.9871, reader_cost=0.0001 | ETA 13:36:28
2020-11-06 00:32:02 [INFO] [TRAIN] epoch=82, iter=30380/80000, loss=0.1239, lr=0.006506, batch_cost=0.9809, reader_cost=0.0001 | ETA 13:31:10
2020-11-06 00:32:12 [INFO] [TRAIN] epoch=82, iter=30390/80000, loss=0.1045, lr=0.006505, batch_cost=0.9826, reader_cost=0.0001 | ETA 13:32:27
2020-11-06 00:32:22 [INFO] [TRAIN] epoch=82, iter=30400/80000, loss=0.2662, lr=0.006504, batch_cost=0.9963, reader_cost=0.0001 | ETA 13:43:35
2020-11-06 00:32:32 [INFO] [TRAIN] epoch=82, iter=30410/80000, loss=0.1866, lr=0.006503, batch_cost=0.9855, reader_cost=0.0001 | ETA 13:34:28
2020-11-06 00:32:42 [INFO] [TRAIN] epoch=82, iter=30420/80000, loss=0.1085, lr=0.006501, batch_cost=0.9809, reader_cost=0.0001 | ETA 13:30:34
2020-11-06 00:32:51 [INFO] [TRAIN] epoch=82, iter=30430/80000, loss=0.1116, lr=0.006500, batch_cost=0.9790, reader_cost=0.0001 | ETA 13:28:48
2020-11-06 00:33:01 [INFO] [TRAIN] epoch=82, iter=30440/80000, loss=0.1318, lr=0.006499, batch_cost=0.9781, reader_cost=0.0001 | ETA 13:27:56
2020-11-06 00:33:11 [INFO] [TRAIN] epoch=82, iter=30450/80000, loss=0.0905, lr=0.006498, batch_cost=0.9765, reader_cost=0.0001 | ETA 13:26:27
2020-11-06 00:33:21 [INFO] [TRAIN] epoch=82, iter=30460/80000, loss=0.1059, lr=0.006497, batch_cost=0.9781, reader_cost=0.0001 | ETA 13:27:33
2020-11-06 00:33:31 [INFO] [TRAIN] epoch=82, iter=30470/80000, loss=0.1500, lr=0.006495, batch_cost=0.9795, reader_cost=0.0001 | ETA 13:28:33
2020-11-06 00:33:40 [INFO] [TRAIN] epoch=82, iter=30480/80000, loss=0.1077, lr=0.006494, batch_cost=0.9768, reader_cost=0.0001 | ETA 13:26:12
2020-11-06 00:33:50 [INFO] [TRAIN] epoch=82, iter=30490/80000, loss=0.1321, lr=0.006493, batch_cost=0.9789, reader_cost=0.0001 | ETA 13:27:44
2020-11-06 00:34:00 [INFO] [TRAIN] epoch=82, iter=30500/80000, loss=0.1932, lr=0.006492, batch_cost=0.9783, reader_cost=0.0001 | ETA 13:27:03
2020-11-06 00:34:11 [INFO] [TRAIN] epoch=83, iter=30510/80000, loss=0.1063, lr=0.006491, batch_cost=1.1492, reader_cost=0.1452 | ETA 15:47:55
2020-11-06 00:34:21 [INFO] [TRAIN] epoch=83, iter=30520/80000, loss=0.1941, lr=0.006490, batch_cost=0.9769, reader_cost=0.0005 | ETA 13:25:35
2020-11-06 00:34:31 [INFO] [TRAIN] epoch=83, iter=30530/80000, loss=0.1851, lr=0.006488, batch_cost=0.9758, reader_cost=0.0001 | ETA 13:24:31
2020-11-06 00:34:41 [INFO] [TRAIN] epoch=83, iter=30540/80000, loss=0.1381, lr=0.006487, batch_cost=0.9743, reader_cost=0.0002 | ETA 13:23:07
2020-11-06 00:34:50 [INFO] [TRAIN] epoch=83, iter=30550/80000, loss=0.1101, lr=0.006486, batch_cost=0.9762, reader_cost=0.0001 | ETA 13:24:32
2020-11-06 00:35:00 [INFO] [TRAIN] epoch=83, iter=30560/80000, loss=0.1473, lr=0.006485, batch_cost=0.9739, reader_cost=0.0001 | ETA 13:22:29
2020-11-06 00:35:10 [INFO] [TRAIN] epoch=83, iter=30570/80000, loss=0.1147, lr=0.006484, batch_cost=0.9984, reader_cost=0.0001 | ETA 13:42:32
2020-11-06 00:35:20 [INFO] [TRAIN] epoch=83, iter=30580/80000, loss=0.1378, lr=0.006482, batch_cost=0.9847, reader_cost=0.0001 | ETA 13:31:01
2020-11-06 00:35:30 [INFO] [TRAIN] epoch=83, iter=30590/80000, loss=0.1365, lr=0.006481, batch_cost=0.9897, reader_cost=0.0001 | ETA 13:35:03
2020-11-06 00:35:40 [INFO] [TRAIN] epoch=83, iter=30600/80000, loss=0.1350, lr=0.006480, batch_cost=0.9967, reader_cost=0.0001 | ETA 13:40:39
2020-11-06 00:35:50 [INFO] [TRAIN] epoch=83, iter=30610/80000, loss=0.1365, lr=0.006479, batch_cost=0.9964, reader_cost=0.0001 | ETA 13:40:13
2020-11-06 00:36:00 [INFO] [TRAIN] epoch=83, iter=30620/80000, loss=0.1171, lr=0.006478, batch_cost=0.9760, reader_cost=0.0001 | ETA 13:23:17
2020-11-06 00:36:09 [INFO] [TRAIN] epoch=83, iter=30630/80000, loss=0.1269, lr=0.006477, batch_cost=0.9764, reader_cost=0.0002 | ETA 13:23:24
2020-11-06 00:36:19 [INFO] [TRAIN] epoch=83, iter=30640/80000, loss=0.1010, lr=0.006475, batch_cost=0.9757, reader_cost=0.0002 | ETA 13:22:40
2020-11-06 00:36:29 [INFO] [TRAIN] epoch=83, iter=30650/80000, loss=0.1222, lr=0.006474, batch_cost=1.0243, reader_cost=0.0001 | ETA 14:02:31
2020-11-06 00:36:40 [INFO] [TRAIN] epoch=83, iter=30660/80000, loss=0.1220, lr=0.006473, batch_cost=1.0189, reader_cost=0.0001 | ETA 13:57:53
2020-11-06 00:36:49 [INFO] [TRAIN] epoch=83, iter=30670/80000, loss=0.1832, lr=0.006472, batch_cost=0.9868, reader_cost=0.0001 | ETA 13:31:16
2020-11-06 00:36:59 [INFO] [TRAIN] epoch=83, iter=30680/80000, loss=0.2242, lr=0.006471, batch_cost=0.9889, reader_cost=0.0002 | ETA 13:32:51
2020-11-06 00:37:09 [INFO] [TRAIN] epoch=83, iter=30690/80000, loss=0.0944, lr=0.006469, batch_cost=0.9946, reader_cost=0.0001 | ETA 13:37:21
2020-11-06 00:37:19 [INFO] [TRAIN] epoch=83, iter=30700/80000, loss=0.1299, lr=0.006468, batch_cost=1.0039, reader_cost=0.0002 | ETA 13:44:49
2020-11-06 00:37:29 [INFO] [TRAIN] epoch=83, iter=30710/80000, loss=0.0950, lr=0.006467, batch_cost=0.9985, reader_cost=0.0001 | ETA 13:40:17
2020-11-06 00:37:39 [INFO] [TRAIN] epoch=83, iter=30720/80000, loss=0.1061, lr=0.006466, batch_cost=0.9975, reader_cost=0.0001 | ETA 13:39:15
2020-11-06 00:37:49 [INFO] [TRAIN] epoch=83, iter=30730/80000, loss=0.0905, lr=0.006465, batch_cost=0.9908, reader_cost=0.0001 | ETA 13:33:35
2020-11-06 00:37:59 [INFO] [TRAIN] epoch=83, iter=30740/80000, loss=0.0671, lr=0.006464, batch_cost=1.0241, reader_cost=0.0001 | ETA 14:00:48
2020-11-06 00:38:09 [INFO] [TRAIN] epoch=83, iter=30750/80000, loss=0.1064, lr=0.006462, batch_cost=1.0067, reader_cost=0.0001 | ETA 13:46:20
2020-11-06 00:38:19 [INFO] [TRAIN] epoch=83, iter=30760/80000, loss=0.1317, lr=0.006461, batch_cost=0.9887, reader_cost=0.0001 | ETA 13:31:22
2020-11-06 00:38:29 [INFO] [TRAIN] epoch=83, iter=30770/80000, loss=0.0980, lr=0.006460, batch_cost=1.0020, reader_cost=0.0001 | ETA 13:42:10
2020-11-06 00:38:40 [INFO] [TRAIN] epoch=83, iter=30780/80000, loss=0.2161, lr=0.006459, batch_cost=1.0559, reader_cost=0.0001 | ETA 14:26:11
2020-11-06 00:38:51 [INFO] [TRAIN] epoch=83, iter=30790/80000, loss=0.1029, lr=0.006458, batch_cost=1.0889, reader_cost=0.0005 | ETA 14:53:05
2020-11-06 00:39:01 [INFO] [TRAIN] epoch=83, iter=30800/80000, loss=0.1079, lr=0.006456, batch_cost=1.0119, reader_cost=0.0001 | ETA 13:49:46
2020-11-06 00:39:11 [INFO] [TRAIN] epoch=83, iter=30810/80000, loss=0.1174, lr=0.006455, batch_cost=1.0000, reader_cost=0.0001 | ETA 13:39:50
2020-11-06 00:39:21 [INFO] [TRAIN] epoch=83, iter=30820/80000, loss=0.0955, lr=0.006454, batch_cost=1.0052, reader_cost=0.0002 | ETA 13:43:54
2020-11-06 00:39:31 [INFO] [TRAIN] epoch=83, iter=30830/80000, loss=0.0847, lr=0.006453, batch_cost=0.9905, reader_cost=0.0001 | ETA 13:31:41
2020-11-06 00:39:41 [INFO] [TRAIN] epoch=83, iter=30840/80000, loss=0.0870, lr=0.006452, batch_cost=0.9899, reader_cost=0.0002 | ETA 13:31:02
2020-11-06 00:39:51 [INFO] [TRAIN] epoch=83, iter=30850/80000, loss=0.0950, lr=0.006451, batch_cost=0.9841, reader_cost=0.0001 | ETA 13:26:09
2020-11-06 00:40:01 [INFO] [TRAIN] epoch=83, iter=30860/80000, loss=0.1043, lr=0.006449, batch_cost=1.0090, reader_cost=0.0002 | ETA 13:46:23
2020-11-06 00:40:11 [INFO] [TRAIN] epoch=83, iter=30870/80000, loss=0.1469, lr=0.006448, batch_cost=1.0661, reader_cost=0.0001 | ETA 14:32:55
2020-11-06 00:40:23 [INFO] [TRAIN] epoch=84, iter=30880/80000, loss=0.1941, lr=0.006447, batch_cost=1.1836, reader_cost=0.1285 | ETA 16:08:58
2020-11-06 00:40:34 [INFO] [TRAIN] epoch=84, iter=30890/80000, loss=0.1408, lr=0.006446, batch_cost=1.0340, reader_cost=0.0001 | ETA 14:06:22
2020-11-06 00:40:43 [INFO] [TRAIN] epoch=84, iter=30900/80000, loss=0.1715, lr=0.006445, batch_cost=0.9823, reader_cost=0.0001 | ETA 13:23:52
2020-11-06 00:40:53 [INFO] [TRAIN] epoch=84, iter=30910/80000, loss=0.1062, lr=0.006443, batch_cost=0.9893, reader_cost=0.0001 | ETA 13:29:25
2020-11-06 00:41:03 [INFO] [TRAIN] epoch=84, iter=30920/80000, loss=0.1254, lr=0.006442, batch_cost=0.9853, reader_cost=0.0001 | ETA 13:25:56
2020-11-06 00:41:13 [INFO] [TRAIN] epoch=84, iter=30930/80000, loss=0.2064, lr=0.006441, batch_cost=0.9870, reader_cost=0.0001 | ETA 13:27:13
2020-11-06 00:41:23 [INFO] [TRAIN] epoch=84, iter=30940/80000, loss=0.1073, lr=0.006440, batch_cost=0.9904, reader_cost=0.0002 | ETA 13:29:46
2020-11-06 00:41:33 [INFO] [TRAIN] epoch=84, iter=30950/80000, loss=0.1655, lr=0.006439, batch_cost=0.9911, reader_cost=0.0001 | ETA 13:30:12
2020-11-06 00:41:43 [INFO] [TRAIN] epoch=84, iter=30960/80000, loss=0.1196, lr=0.006438, batch_cost=0.9908, reader_cost=0.0001 | ETA 13:29:50
2020-11-06 00:41:53 [INFO] [TRAIN] epoch=84, iter=30970/80000, loss=0.1100, lr=0.006436, batch_cost=1.0174, reader_cost=0.0001 | ETA 13:51:24
2020-11-06 00:42:03 [INFO] [TRAIN] epoch=84, iter=30980/80000, loss=0.0950, lr=0.006435, batch_cost=0.9935, reader_cost=0.0001 | ETA 13:31:41
2020-11-06 00:42:13 [INFO] [TRAIN] epoch=84, iter=30990/80000, loss=0.1200, lr=0.006434, batch_cost=0.9859, reader_cost=0.0001 | ETA 13:25:21
2020-11-06 00:42:23 [INFO] [TRAIN] epoch=84, iter=31000/80000, loss=0.1266, lr=0.006433, batch_cost=0.9925, reader_cost=0.0002 | ETA 13:30:32
2020-11-06 00:42:33 [INFO] [TRAIN] epoch=84, iter=31010/80000, loss=0.0936, lr=0.006432, batch_cost=0.9893, reader_cost=0.0001 | ETA 13:27:45
2020-11-06 00:42:42 [INFO] [TRAIN] epoch=84, iter=31020/80000, loss=0.1521, lr=0.006430, batch_cost=0.9881, reader_cost=0.0002 | ETA 13:26:35
2020-11-06 00:42:52 [INFO] [TRAIN] epoch=84, iter=31030/80000, loss=0.1268, lr=0.006429, batch_cost=0.9905, reader_cost=0.0001 | ETA 13:28:23
2020-11-06 00:43:02 [INFO] [TRAIN] epoch=84, iter=31040/80000, loss=0.1026, lr=0.006428, batch_cost=0.9908, reader_cost=0.0001 | ETA 13:28:28
2020-11-06 00:43:12 [INFO] [TRAIN] epoch=84, iter=31050/80000, loss=0.0958, lr=0.006427, batch_cost=0.9864, reader_cost=0.0002 | ETA 13:24:42
2020-11-06 00:43:22 [INFO] [TRAIN] epoch=84, iter=31060/80000, loss=0.1199, lr=0.006426, batch_cost=0.9891, reader_cost=0.0001 | ETA 13:26:46
2020-11-06 00:43:32 [INFO] [TRAIN] epoch=84, iter=31070/80000, loss=0.1387, lr=0.006425, batch_cost=0.9939, reader_cost=0.0001 | ETA 13:30:32
2020-11-06 00:43:42 [INFO] [TRAIN] epoch=84, iter=31080/80000, loss=0.1089, lr=0.006423, batch_cost=0.9957, reader_cost=0.0001 | ETA 13:31:47
2020-11-06 00:43:52 [INFO] [TRAIN] epoch=84, iter=31090/80000, loss=0.0749, lr=0.006422, batch_cost=0.9977, reader_cost=0.0001 | ETA 13:33:17
2020-11-06 00:44:02 [INFO] [TRAIN] epoch=84, iter=31100/80000, loss=0.1316, lr=0.006421, batch_cost=0.9852, reader_cost=0.0001 | ETA 13:22:57
2020-11-06 00:44:12 [INFO] [TRAIN] epoch=84, iter=31110/80000, loss=0.0716, lr=0.006420, batch_cost=1.0210, reader_cost=0.0002 | ETA 13:51:55
2020-11-06 00:44:22 [INFO] [TRAIN] epoch=84, iter=31120/80000, loss=0.1210, lr=0.006419, batch_cost=1.0108, reader_cost=0.0001 | ETA 13:43:29
2020-11-06 00:44:32 [INFO] [TRAIN] epoch=84, iter=31130/80000, loss=0.0833, lr=0.006417, batch_cost=0.9863, reader_cost=0.0001 | ETA 13:23:18
2020-11-06 00:44:42 [INFO] [TRAIN] epoch=84, iter=31140/80000, loss=0.1187, lr=0.006416, batch_cost=1.0018, reader_cost=0.0001 | ETA 13:35:48
2020-11-06 00:44:52 [INFO] [TRAIN] epoch=84, iter=31150/80000, loss=0.1223, lr=0.006415, batch_cost=1.0039, reader_cost=0.0001 | ETA 13:37:20
2020-11-06 00:45:02 [INFO] [TRAIN] epoch=84, iter=31160/80000, loss=0.1010, lr=0.006414, batch_cost=1.0124, reader_cost=0.0001 | ETA 13:44:07
2020-11-06 00:45:12 [INFO] [TRAIN] epoch=84, iter=31170/80000, loss=0.0964, lr=0.006413, batch_cost=1.0004, reader_cost=0.0001 | ETA 13:34:07
2020-11-06 00:45:22 [INFO] [TRAIN] epoch=84, iter=31180/80000, loss=0.1017, lr=0.006412, batch_cost=1.0056, reader_cost=0.0001 | ETA 13:38:15
2020-11-06 00:45:32 [INFO] [TRAIN] epoch=84, iter=31190/80000, loss=0.0868, lr=0.006410, batch_cost=1.0360, reader_cost=0.0002 | ETA 14:02:47
2020-11-06 00:45:43 [INFO] [TRAIN] epoch=84, iter=31200/80000, loss=0.0782, lr=0.006409, batch_cost=1.0091, reader_cost=0.0001 | ETA 13:40:42
2020-11-06 00:45:53 [INFO] [TRAIN] epoch=84, iter=31210/80000, loss=0.1255, lr=0.006408, batch_cost=0.9983, reader_cost=0.0001 | ETA 13:31:46
2020-11-06 00:46:02 [INFO] [TRAIN] epoch=84, iter=31220/80000, loss=0.1058, lr=0.006407, batch_cost=0.9902, reader_cost=0.0001 | ETA 13:25:04
2020-11-06 00:46:12 [INFO] [TRAIN] epoch=84, iter=31230/80000, loss=0.1184, lr=0.006406, batch_cost=0.9915, reader_cost=0.0001 | ETA 13:25:54
2020-11-06 00:46:22 [INFO] [TRAIN] epoch=84, iter=31240/80000, loss=0.1291, lr=0.006404, batch_cost=0.9902, reader_cost=0.0001 | ETA 13:24:43
2020-11-06 00:46:34 [INFO] [TRAIN] epoch=85, iter=31250/80000, loss=0.1403, lr=0.006403, batch_cost=1.1510, reader_cost=0.1667 | ETA 15:35:13
2020-11-06 00:46:44 [INFO] [TRAIN] epoch=85, iter=31260/80000, loss=0.1372, lr=0.006402, batch_cost=0.9920, reader_cost=0.0005 | ETA 13:25:47
2020-11-06 00:46:54 [INFO] [TRAIN] epoch=85, iter=31270/80000, loss=0.1385, lr=0.006401, batch_cost=0.9996, reader_cost=0.0002 | ETA 13:31:49
2020-11-06 00:47:04 [INFO] [TRAIN] epoch=85, iter=31280/80000, loss=0.1282, lr=0.006400, batch_cost=0.9943, reader_cost=0.0002 | ETA 13:27:22
2020-11-06 00:47:14 [INFO] [TRAIN] epoch=85, iter=31290/80000, loss=0.1121, lr=0.006399, batch_cost=0.9944, reader_cost=0.0002 | ETA 13:27:17
2020-11-06 00:47:24 [INFO] [TRAIN] epoch=85, iter=31300/80000, loss=0.1521, lr=0.006397, batch_cost=1.0061, reader_cost=0.0002 | ETA 13:36:38
2020-11-06 00:47:34 [INFO] [TRAIN] epoch=85, iter=31310/80000, loss=0.0829, lr=0.006396, batch_cost=0.9980, reader_cost=0.0002 | ETA 13:29:51
2020-11-06 00:47:44 [INFO] [TRAIN] epoch=85, iter=31320/80000, loss=0.1959, lr=0.006395, batch_cost=0.9970, reader_cost=0.0002 | ETA 13:28:52
2020-11-06 00:47:54 [INFO] [TRAIN] epoch=85, iter=31330/80000, loss=0.0904, lr=0.006394, batch_cost=0.9958, reader_cost=0.0001 | ETA 13:27:44
2020-11-06 00:48:04 [INFO] [TRAIN] epoch=85, iter=31340/80000, loss=0.2609, lr=0.006393, batch_cost=1.0366, reader_cost=0.0002 | ETA 14:00:39
2020-11-06 00:48:15 [INFO] [TRAIN] epoch=85, iter=31350/80000, loss=0.0839, lr=0.006391, batch_cost=1.0873, reader_cost=0.0002 | ETA 14:41:38
2020-11-06 00:48:25 [INFO] [TRAIN] epoch=85, iter=31360/80000, loss=0.0909, lr=0.006390, batch_cost=1.0511, reader_cost=0.0002 | ETA 14:12:05
2020-11-06 00:48:36 [INFO] [TRAIN] epoch=85, iter=31370/80000, loss=0.1209, lr=0.006389, batch_cost=1.0362, reader_cost=0.0002 | ETA 13:59:48
2020-11-06 00:48:47 [INFO] [TRAIN] epoch=85, iter=31380/80000, loss=0.1005, lr=0.006388, batch_cost=1.0936, reader_cost=0.0002 | ETA 14:46:12
2020-11-06 00:48:57 [INFO] [TRAIN] epoch=85, iter=31390/80000, loss=0.1913, lr=0.006387, batch_cost=1.0479, reader_cost=0.0002 | ETA 14:08:56
2020-11-06 00:49:07 [INFO] [TRAIN] epoch=85, iter=31400/80000, loss=0.1174, lr=0.006386, batch_cost=1.0287, reader_cost=0.0001 | ETA 13:53:13
2020-11-06 00:49:17 [INFO] [TRAIN] epoch=85, iter=31410/80000, loss=0.1096, lr=0.006384, batch_cost=0.9961, reader_cost=0.0001 | ETA 13:26:41
2020-11-06 00:49:27 [INFO] [TRAIN] epoch=85, iter=31420/80000, loss=0.1013, lr=0.006383, batch_cost=1.0006, reader_cost=0.0001 | ETA 13:30:09
2020-11-06 00:49:37 [INFO] [TRAIN] epoch=85, iter=31430/80000, loss=0.1097, lr=0.006382, batch_cost=0.9995, reader_cost=0.0001 | ETA 13:29:04
2020-11-06 00:49:47 [INFO] [TRAIN] epoch=85, iter=31440/80000, loss=0.1621, lr=0.006381, batch_cost=1.0071, reader_cost=0.0002 | ETA 13:35:05
2020-11-06 00:49:57 [INFO] [TRAIN] epoch=85, iter=31450/80000, loss=0.1168, lr=0.006380, batch_cost=0.9936, reader_cost=0.0001 | ETA 13:23:59
2020-11-06 00:50:07 [INFO] [TRAIN] epoch=85, iter=31460/80000, loss=0.0812, lr=0.006378, batch_cost=0.9942, reader_cost=0.0001 | ETA 13:24:16
2020-11-06 00:50:17 [INFO] [TRAIN] epoch=85, iter=31470/80000, loss=0.1268, lr=0.006377, batch_cost=0.9993, reader_cost=0.0001 | ETA 13:28:15
2020-11-06 00:50:27 [INFO] [TRAIN] epoch=85, iter=31480/80000, loss=0.1008, lr=0.006376, batch_cost=0.9962, reader_cost=0.0001 | ETA 13:25:34
2020-11-06 00:50:37 [INFO] [TRAIN] epoch=85, iter=31490/80000, loss=0.1309, lr=0.006375, batch_cost=0.9987, reader_cost=0.0001 | ETA 13:27:27
2020-11-06 00:50:47 [INFO] [TRAIN] epoch=85, iter=31500/80000, loss=0.0885, lr=0.006374, batch_cost=0.9968, reader_cost=0.0001 | ETA 13:25:46
2020-11-06 00:50:57 [INFO] [TRAIN] epoch=85, iter=31510/80000, loss=0.1367, lr=0.006373, batch_cost=1.0053, reader_cost=0.0002 | ETA 13:32:27
2020-11-06 00:51:07 [INFO] [TRAIN] epoch=85, iter=31520/80000, loss=0.1589, lr=0.006371, batch_cost=0.9996, reader_cost=0.0001 | ETA 13:27:41
2020-11-06 00:51:17 [INFO] [TRAIN] epoch=85, iter=31530/80000, loss=0.1510, lr=0.006370, batch_cost=1.0043, reader_cost=0.0001 | ETA 13:31:16
2020-11-06 00:51:28 [INFO] [TRAIN] epoch=85, iter=31540/80000, loss=0.1236, lr=0.006369, batch_cost=1.0418, reader_cost=0.0001 | ETA 14:01:27
2020-11-06 00:51:38 [INFO] [TRAIN] epoch=85, iter=31550/80000, loss=0.1305, lr=0.006368, batch_cost=1.0242, reader_cost=0.0001 | ETA 13:47:02
2020-11-06 00:51:48 [INFO] [TRAIN] epoch=85, iter=31560/80000, loss=0.1165, lr=0.006367, batch_cost=0.9971, reader_cost=0.0002 | ETA 13:24:58
2020-11-06 00:51:58 [INFO] [TRAIN] epoch=85, iter=31570/80000, loss=0.0856, lr=0.006365, batch_cost=0.9960, reader_cost=0.0001 | ETA 13:23:56
2020-11-06 00:52:08 [INFO] [TRAIN] epoch=85, iter=31580/80000, loss=0.1354, lr=0.006364, batch_cost=0.9943, reader_cost=0.0001 | ETA 13:22:24
2020-11-06 00:52:18 [INFO] [TRAIN] epoch=85, iter=31590/80000, loss=0.0829, lr=0.006363, batch_cost=1.0207, reader_cost=0.0001 | ETA 13:43:31
2020-11-06 00:52:28 [INFO] [TRAIN] epoch=85, iter=31600/80000, loss=0.1071, lr=0.006362, batch_cost=0.9970, reader_cost=0.0001 | ETA 13:24:13
2020-11-06 00:52:38 [INFO] [TRAIN] epoch=85, iter=31610/80000, loss=0.1109, lr=0.006361, batch_cost=0.9987, reader_cost=0.0001 | ETA 13:25:25
2020-11-06 00:52:48 [INFO] [TRAIN] epoch=85, iter=31620/80000, loss=0.1443, lr=0.006360, batch_cost=0.9889, reader_cost=0.0001 | ETA 13:17:21
2020-11-06 00:53:01 [INFO] [TRAIN] epoch=86, iter=31630/80000, loss=0.1026, lr=0.006358, batch_cost=1.2699, reader_cost=0.1625 | ETA 17:03:44
2020-11-06 00:53:11 [INFO] [TRAIN] epoch=86, iter=31640/80000, loss=0.2668, lr=0.006357, batch_cost=1.0331, reader_cost=0.0004 | ETA 13:52:40
2020-11-06 00:53:22 [INFO] [TRAIN] epoch=86, iter=31650/80000, loss=0.1445, lr=0.006356, batch_cost=1.0644, reader_cost=0.0014 | ETA 14:17:44
2020-11-06 00:53:32 [INFO] [TRAIN] epoch=86, iter=31660/80000, loss=0.1042, lr=0.006355, batch_cost=1.0248, reader_cost=0.0014 | ETA 13:45:36
2020-11-06 00:53:42 [INFO] [TRAIN] epoch=86, iter=31670/80000, loss=0.1353, lr=0.006354, batch_cost=1.0465, reader_cost=0.0004 | ETA 14:02:55
2020-11-06 00:53:52 [INFO] [TRAIN] epoch=86, iter=31680/80000, loss=0.1857, lr=0.006352, batch_cost=1.0106, reader_cost=0.0002 | ETA 13:33:53
2020-11-06 00:54:02 [INFO] [TRAIN] epoch=86, iter=31690/80000, loss=0.1425, lr=0.006351, batch_cost=0.9831, reader_cost=0.0001 | ETA 13:11:31
2020-11-06 00:54:12 [INFO] [TRAIN] epoch=86, iter=31700/80000, loss=0.1129, lr=0.006350, batch_cost=0.9797, reader_cost=0.0001 | ETA 13:08:37
2020-11-06 00:54:22 [INFO] [TRAIN] epoch=86, iter=31710/80000, loss=0.1396, lr=0.006349, batch_cost=1.0015, reader_cost=0.0019 | ETA 13:26:04
2020-11-06 00:54:32 [INFO] [TRAIN] epoch=86, iter=31720/80000, loss=0.1387, lr=0.006348, batch_cost=0.9853, reader_cost=0.0001 | ETA 13:12:51
2020-11-06 00:54:42 [INFO] [TRAIN] epoch=86, iter=31730/80000, loss=0.1131, lr=0.006347, batch_cost=0.9996, reader_cost=0.0002 | ETA 13:24:12
2020-11-06 00:54:52 [INFO] [TRAIN] epoch=86, iter=31740/80000, loss=0.1031, lr=0.006345, batch_cost=1.0010, reader_cost=0.0002 | ETA 13:25:07
2020-11-06 00:55:02 [INFO] [TRAIN] epoch=86, iter=31750/80000, loss=0.1244, lr=0.006344, batch_cost=1.0158, reader_cost=0.0002 | ETA 13:36:50
2020-11-06 00:55:12 [INFO] [TRAIN] epoch=86, iter=31760/80000, loss=0.1224, lr=0.006343, batch_cost=0.9854, reader_cost=0.0015 | ETA 13:12:14
2020-11-06 00:55:22 [INFO] [TRAIN] epoch=86, iter=31770/80000, loss=0.1278, lr=0.006342, batch_cost=0.9825, reader_cost=0.0002 | ETA 13:09:45
2020-11-06 00:55:32 [INFO] [TRAIN] epoch=86, iter=31780/80000, loss=0.1284, lr=0.006341, batch_cost=1.0210, reader_cost=0.0002 | ETA 13:40:32
2020-11-06 00:55:42 [INFO] [TRAIN] epoch=86, iter=31790/80000, loss=0.1041, lr=0.006339, batch_cost=1.0018, reader_cost=0.0031 | ETA 13:24:55
2020-11-06 00:55:52 [INFO] [TRAIN] epoch=86, iter=31800/80000, loss=0.1262, lr=0.006338, batch_cost=1.0154, reader_cost=0.0010 | ETA 13:35:40
2020-11-06 00:56:02 [INFO] [TRAIN] epoch=86, iter=31810/80000, loss=0.1317, lr=0.006337, batch_cost=0.9981, reader_cost=0.0014 | ETA 13:21:40
2020-11-06 00:56:12 [INFO] [TRAIN] epoch=86, iter=31820/80000, loss=0.1036, lr=0.006336, batch_cost=0.9872, reader_cost=0.0001 | ETA 13:12:43
2020-11-06 00:56:22 [INFO] [TRAIN] epoch=86, iter=31830/80000, loss=0.0748, lr=0.006335, batch_cost=0.9803, reader_cost=0.0001 | ETA 13:07:02
2020-11-06 00:56:32 [INFO] [TRAIN] epoch=86, iter=31840/80000, loss=0.1070, lr=0.006334, batch_cost=0.9820, reader_cost=0.0001 | ETA 13:08:10
2020-11-06 00:56:42 [INFO] [TRAIN] epoch=86, iter=31850/80000, loss=0.0787, lr=0.006332, batch_cost=1.0070, reader_cost=0.0001 | ETA 13:28:06
2020-11-06 00:56:52 [INFO] [TRAIN] epoch=86, iter=31860/80000, loss=0.0934, lr=0.006331, batch_cost=0.9928, reader_cost=0.0002 | ETA 13:16:34
2020-11-06 00:57:02 [INFO] [TRAIN] epoch=86, iter=31870/80000, loss=0.1116, lr=0.006330, batch_cost=0.9934, reader_cost=0.0001 | ETA 13:16:53
2020-11-06 00:57:11 [INFO] [TRAIN] epoch=86, iter=31880/80000, loss=0.1244, lr=0.006329, batch_cost=0.9890, reader_cost=0.0001 | ETA 13:13:09
2020-11-06 00:57:21 [INFO] [TRAIN] epoch=86, iter=31890/80000, loss=0.1498, lr=0.006328, batch_cost=0.9888, reader_cost=0.0001 | ETA 13:12:49
2020-11-06 00:57:31 [INFO] [TRAIN] epoch=86, iter=31900/80000, loss=0.1660, lr=0.006326, batch_cost=0.9844, reader_cost=0.0001 | ETA 13:09:09
2020-11-06 00:57:41 [INFO] [TRAIN] epoch=86, iter=31910/80000, loss=0.1415, lr=0.006325, batch_cost=1.0023, reader_cost=0.0001 | ETA 13:23:19
2020-11-06 00:57:52 [INFO] [TRAIN] epoch=86, iter=31920/80000, loss=0.0971, lr=0.006324, batch_cost=1.0482, reader_cost=0.0001 | ETA 13:59:58
2020-11-06 00:58:02 [INFO] [TRAIN] epoch=86, iter=31930/80000, loss=0.0951, lr=0.006323, batch_cost=0.9998, reader_cost=0.0001 | ETA 13:21:00
2020-11-06 00:58:12 [INFO] [TRAIN] epoch=86, iter=31940/80000, loss=0.1263, lr=0.006322, batch_cost=0.9960, reader_cost=0.0001 | ETA 13:17:45
2020-11-06 00:58:22 [INFO] [TRAIN] epoch=86, iter=31950/80000, loss=0.1367, lr=0.006320, batch_cost=1.0174, reader_cost=0.0002 | ETA 13:34:44
2020-11-06 00:58:32 [INFO] [TRAIN] epoch=86, iter=31960/80000, loss=0.1252, lr=0.006319, batch_cost=1.0500, reader_cost=0.0001 | ETA 14:00:44
2020-11-06 00:58:43 [INFO] [TRAIN] epoch=86, iter=31970/80000, loss=0.1283, lr=0.006318, batch_cost=1.0519, reader_cost=0.0001 | ETA 14:02:03
2020-11-06 00:58:53 [INFO] [TRAIN] epoch=86, iter=31980/80000, loss=0.1527, lr=0.006317, batch_cost=1.0565, reader_cost=0.0001 | ETA 14:05:31
2020-11-06 00:59:03 [INFO] [TRAIN] epoch=86, iter=31990/80000, loss=0.1249, lr=0.006316, batch_cost=0.9886, reader_cost=0.0001 | ETA 13:11:04
2020-11-06 00:59:15 [INFO] [TRAIN] epoch=87, iter=32000/80000, loss=0.1075, lr=0.006315, batch_cost=1.1608, reader_cost=0.1554 | ETA 15:28:40
2020-11-06 00:59:20 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 01:04:30 [INFO] [EVAL] #Images=500 mIoU=0.7780 Acc=0.9604 Kappa=0.9486
2020-11-06 01:04:30 [INFO] [EVAL] Category IoU:
[0.9806 0.8422 0.923 0.4603 0.6186 0.6656 0.7168 0.7992 0.9247 0.6342
0.9467 0.8304 0.6388 0.9534 0.7943 0.8978 0.7711 0.6098 0.7755]
2020-11-06 01:04:30 [INFO] [EVAL] Category Acc:
[0.9915 0.9059 0.9545 0.8494 0.783 0.8166 0.8449 0.9205 0.9538 0.8764
0.9627 0.8944 0.7851 0.9734 0.8546 0.9482 0.9176 0.8862 0.8887]
2020-11-06 01:04:30 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-06 01:04:44 [INFO] [TRAIN] epoch=87, iter=32010/80000, loss=0.1171, lr=0.006313, batch_cost=1.3796, reader_cost=0.0002 | ETA 18:23:28
2020-11-06 01:04:54 [INFO] [TRAIN] epoch=87, iter=32020/80000, loss=0.1107, lr=0.006312, batch_cost=0.9900, reader_cost=0.0001 | ETA 13:11:39
2020-11-06 01:05:04 [INFO] [TRAIN] epoch=87, iter=32030/80000, loss=0.0948, lr=0.006311, batch_cost=0.9893, reader_cost=0.0001 | ETA 13:10:58
2020-11-06 01:05:14 [INFO] [TRAIN] epoch=87, iter=32040/80000, loss=0.1039, lr=0.006310, batch_cost=0.9931, reader_cost=0.0002 | ETA 13:13:47
2020-11-06 01:05:24 [INFO] [TRAIN] epoch=87, iter=32050/80000, loss=0.2287, lr=0.006309, batch_cost=0.9958, reader_cost=0.0002 | ETA 13:15:48
2020-11-06 01:05:33 [INFO] [TRAIN] epoch=87, iter=32060/80000, loss=0.1096, lr=0.006307, batch_cost=0.9989, reader_cost=0.0002 | ETA 13:18:07
2020-11-06 01:05:43 [INFO] [TRAIN] epoch=87, iter=32070/80000, loss=0.1065, lr=0.006306, batch_cost=0.9978, reader_cost=0.0001 | ETA 13:17:06
2020-11-06 01:05:53 [INFO] [TRAIN] epoch=87, iter=32080/80000, loss=0.0928, lr=0.006305, batch_cost=0.9936, reader_cost=0.0002 | ETA 13:13:35
2020-11-06 01:06:03 [INFO] [TRAIN] epoch=87, iter=32090/80000, loss=0.1040, lr=0.006304, batch_cost=0.9965, reader_cost=0.0001 | ETA 13:15:41
2020-11-06 01:06:13 [INFO] [TRAIN] epoch=87, iter=32100/80000, loss=0.1911, lr=0.006303, batch_cost=1.0024, reader_cost=0.0002 | ETA 13:20:15
2020-11-06 01:06:24 [INFO] [TRAIN] epoch=87, iter=32110/80000, loss=0.0861, lr=0.006302, batch_cost=1.0447, reader_cost=0.0002 | ETA 13:53:52
2020-11-06 01:06:34 [INFO] [TRAIN] epoch=87, iter=32120/80000, loss=0.1238, lr=0.006300, batch_cost=1.0127, reader_cost=0.0001 | ETA 13:28:08
2020-11-06 01:06:44 [INFO] [TRAIN] epoch=87, iter=32130/80000, loss=0.1134, lr=0.006299, batch_cost=1.0267, reader_cost=0.0002 | ETA 13:39:09
2020-11-06 01:06:54 [INFO] [TRAIN] epoch=87, iter=32140/80000, loss=0.1123, lr=0.006298, batch_cost=1.0252, reader_cost=0.0001 | ETA 13:37:45
2020-11-06 01:07:04 [INFO] [TRAIN] epoch=87, iter=32150/80000, loss=0.1112, lr=0.006297, batch_cost=0.9959, reader_cost=0.0002 | ETA 13:14:12
2020-11-06 01:07:14 [INFO] [TRAIN] epoch=87, iter=32160/80000, loss=0.1123, lr=0.006296, batch_cost=1.0011, reader_cost=0.0002 | ETA 13:18:14
2020-11-06 01:07:24 [INFO] [TRAIN] epoch=87, iter=32170/80000, loss=0.1045, lr=0.006294, batch_cost=0.9997, reader_cost=0.0002 | ETA 13:16:56
2020-11-06 01:07:34 [INFO] [TRAIN] epoch=87, iter=32180/80000, loss=0.1058, lr=0.006293, batch_cost=1.0004, reader_cost=0.0002 | ETA 13:17:19
2020-11-06 01:07:45 [INFO] [TRAIN] epoch=87, iter=32190/80000, loss=0.1250, lr=0.006292, batch_cost=1.0137, reader_cost=0.0001 | ETA 13:27:47
2020-11-06 01:07:55 [INFO] [TRAIN] epoch=87, iter=32200/80000, loss=0.0912, lr=0.006291, batch_cost=0.9956, reader_cost=0.0001 | ETA 13:13:09
2020-11-06 01:08:05 [INFO] [TRAIN] epoch=87, iter=32210/80000, loss=0.1138, lr=0.006290, batch_cost=0.9987, reader_cost=0.0002 | ETA 13:15:25
2020-11-06 01:08:15 [INFO] [TRAIN] epoch=87, iter=32220/80000, loss=0.0945, lr=0.006289, batch_cost=0.9956, reader_cost=0.0001 | ETA 13:12:51
2020-11-06 01:08:24 [INFO] [TRAIN] epoch=87, iter=32230/80000, loss=0.0875, lr=0.006287, batch_cost=0.9901, reader_cost=0.0002 | ETA 13:08:18
2020-11-06 01:08:34 [INFO] [TRAIN] epoch=87, iter=32240/80000, loss=0.0811, lr=0.006286, batch_cost=0.9907, reader_cost=0.0001 | ETA 13:08:33
2020-11-06 01:08:44 [INFO] [TRAIN] epoch=87, iter=32250/80000, loss=0.1119, lr=0.006285, batch_cost=0.9909, reader_cost=0.0001 | ETA 13:08:35
2020-11-06 01:08:54 [INFO] [TRAIN] epoch=87, iter=32260/80000, loss=0.1437, lr=0.006284, batch_cost=1.0001, reader_cost=0.0001 | ETA 13:15:44
2020-11-06 01:09:04 [INFO] [TRAIN] epoch=87, iter=32270/80000, loss=0.1095, lr=0.006283, batch_cost=0.9887, reader_cost=0.0002 | ETA 13:06:31
2020-11-06 01:09:14 [INFO] [TRAIN] epoch=87, iter=32280/80000, loss=0.1769, lr=0.006281, batch_cost=0.9900, reader_cost=0.0001 | ETA 13:07:23
2020-11-06 01:09:24 [INFO] [TRAIN] epoch=87, iter=32290/80000, loss=0.1023, lr=0.006280, batch_cost=1.0073, reader_cost=0.0002 | ETA 13:20:59
2020-11-06 01:09:35 [INFO] [TRAIN] epoch=87, iter=32300/80000, loss=0.1013, lr=0.006279, batch_cost=1.0413, reader_cost=0.0002 | ETA 13:47:52
2020-11-06 01:09:45 [INFO] [TRAIN] epoch=87, iter=32310/80000, loss=0.0656, lr=0.006278, batch_cost=1.0412, reader_cost=0.0002 | ETA 13:47:33
2020-11-06 01:09:55 [INFO] [TRAIN] epoch=87, iter=32320/80000, loss=0.0817, lr=0.006277, batch_cost=0.9845, reader_cost=0.0002 | ETA 13:02:19
2020-11-06 01:10:05 [INFO] [TRAIN] epoch=87, iter=32330/80000, loss=0.1096, lr=0.006275, batch_cost=0.9925, reader_cost=0.0002 | ETA 13:08:34
2020-11-06 01:10:15 [INFO] [TRAIN] epoch=87, iter=32340/80000, loss=0.1000, lr=0.006274, batch_cost=0.9889, reader_cost=0.0002 | ETA 13:05:29
2020-11-06 01:10:25 [INFO] [TRAIN] epoch=87, iter=32350/80000, loss=0.1572, lr=0.006273, batch_cost=1.0038, reader_cost=0.0002 | ETA 13:17:10
2020-11-06 01:10:35 [INFO] [TRAIN] epoch=87, iter=32360/80000, loss=0.2005, lr=0.006272, batch_cost=0.9908, reader_cost=0.0001 | ETA 13:06:43
2020-11-06 01:10:47 [INFO] [TRAIN] epoch=88, iter=32370/80000, loss=0.1261, lr=0.006271, batch_cost=1.2030, reader_cost=0.0999 | ETA 15:54:56
2020-11-06 01:10:56 [INFO] [TRAIN] epoch=88, iter=32380/80000, loss=0.1244, lr=0.006270, batch_cost=0.9941, reader_cost=0.0004 | ETA 13:08:57
2020-11-06 01:11:06 [INFO] [TRAIN] epoch=88, iter=32390/80000, loss=0.1772, lr=0.006268, batch_cost=0.9891, reader_cost=0.0001 | ETA 13:04:52
2020-11-06 01:11:16 [INFO] [TRAIN] epoch=88, iter=32400/80000, loss=0.1244, lr=0.006267, batch_cost=1.0035, reader_cost=0.0002 | ETA 13:16:05
2020-11-06 01:11:26 [INFO] [TRAIN] epoch=88, iter=32410/80000, loss=0.0844, lr=0.006266, batch_cost=1.0072, reader_cost=0.0002 | ETA 13:18:52
2020-11-06 01:11:36 [INFO] [TRAIN] epoch=88, iter=32420/80000, loss=0.1334, lr=0.006265, batch_cost=0.9940, reader_cost=0.0001 | ETA 13:08:15
2020-11-06 01:11:47 [INFO] [TRAIN] epoch=88, iter=32430/80000, loss=0.0895, lr=0.006264, batch_cost=1.0207, reader_cost=0.0001 | ETA 13:29:13
2020-11-06 01:11:57 [INFO] [TRAIN] epoch=88, iter=32440/80000, loss=0.1762, lr=0.006262, batch_cost=0.9888, reader_cost=0.0001 | ETA 13:03:45
2020-11-06 01:12:06 [INFO] [TRAIN] epoch=88, iter=32450/80000, loss=0.0920, lr=0.006261, batch_cost=0.9891, reader_cost=0.0001 | ETA 13:03:52
2020-11-06 01:12:16 [INFO] [TRAIN] epoch=88, iter=32460/80000, loss=0.1255, lr=0.006260, batch_cost=0.9955, reader_cost=0.0001 | ETA 13:08:48
2020-11-06 01:12:26 [INFO] [TRAIN] epoch=88, iter=32470/80000, loss=0.1054, lr=0.006259, batch_cost=1.0005, reader_cost=0.0001 | ETA 13:12:35
2020-11-06 01:12:36 [INFO] [TRAIN] epoch=88, iter=32480/80000, loss=0.0995, lr=0.006258, batch_cost=0.9856, reader_cost=0.0001 | ETA 13:00:37
2020-11-06 01:12:46 [INFO] [TRAIN] epoch=88, iter=32490/80000, loss=0.1210, lr=0.006257, batch_cost=0.9831, reader_cost=0.0001 | ETA 12:58:27
2020-11-06 01:12:56 [INFO] [TRAIN] epoch=88, iter=32500/80000, loss=0.0992, lr=0.006255, batch_cost=0.9853, reader_cost=0.0001 | ETA 13:00:01
2020-11-06 01:13:06 [INFO] [TRAIN] epoch=88, iter=32510/80000, loss=0.1182, lr=0.006254, batch_cost=0.9830, reader_cost=0.0001 | ETA 12:58:04
2020-11-06 01:13:16 [INFO] [TRAIN] epoch=88, iter=32520/80000, loss=0.0933, lr=0.006253, batch_cost=1.0068, reader_cost=0.0001 | ETA 13:16:42
2020-11-06 01:13:26 [INFO] [TRAIN] epoch=88, iter=32530/80000, loss=0.0819, lr=0.006252, batch_cost=1.0087, reader_cost=0.0002 | ETA 13:18:04
2020-11-06 01:13:36 [INFO] [TRAIN] epoch=88, iter=32540/80000, loss=0.0945, lr=0.006251, batch_cost=0.9954, reader_cost=0.0001 | ETA 13:07:22
2020-11-06 01:13:46 [INFO] [TRAIN] epoch=88, iter=32550/80000, loss=0.1207, lr=0.006249, batch_cost=0.9913, reader_cost=0.0001 | ETA 13:03:56
2020-11-06 01:13:56 [INFO] [TRAIN] epoch=88, iter=32560/80000, loss=0.1534, lr=0.006248, batch_cost=0.9967, reader_cost=0.0001 | ETA 13:08:04
2020-11-06 01:14:06 [INFO] [TRAIN] epoch=88, iter=32570/80000, loss=0.0916, lr=0.006247, batch_cost=0.9938, reader_cost=0.0001 | ETA 13:05:34
2020-11-06 01:14:15 [INFO] [TRAIN] epoch=88, iter=32580/80000, loss=0.0846, lr=0.006246, batch_cost=0.9777, reader_cost=0.0001 | ETA 12:52:41
2020-11-06 01:14:25 [INFO] [TRAIN] epoch=88, iter=32590/80000, loss=0.0972, lr=0.006245, batch_cost=0.9788, reader_cost=0.0001 | ETA 12:53:24
2020-11-06 01:14:35 [INFO] [TRAIN] epoch=88, iter=32600/80000, loss=0.0796, lr=0.006243, batch_cost=1.0014, reader_cost=0.0001 | ETA 13:11:04
2020-11-06 01:14:45 [INFO] [TRAIN] epoch=88, iter=32610/80000, loss=0.0868, lr=0.006242, batch_cost=0.9838, reader_cost=0.0001 | ETA 12:57:01
2020-11-06 01:14:55 [INFO] [TRAIN] epoch=88, iter=32620/80000, loss=0.1382, lr=0.006241, batch_cost=0.9820, reader_cost=0.0001 | ETA 12:55:25
2020-11-06 01:15:05 [INFO] [TRAIN] epoch=88, iter=32630/80000, loss=0.1206, lr=0.006240, batch_cost=0.9821, reader_cost=0.0001 | ETA 12:55:22
2020-11-06 01:15:15 [INFO] [TRAIN] epoch=88, iter=32640/80000, loss=0.0987, lr=0.006239, batch_cost=0.9788, reader_cost=0.0001 | ETA 12:52:34
2020-11-06 01:15:24 [INFO] [TRAIN] epoch=88, iter=32650/80000, loss=0.2237, lr=0.006238, batch_cost=0.9741, reader_cost=0.0001 | ETA 12:48:44
2020-11-06 01:15:34 [INFO] [TRAIN] epoch=88, iter=32660/80000, loss=0.1000, lr=0.006236, batch_cost=0.9721, reader_cost=0.0001 | ETA 12:46:59
2020-11-06 01:15:44 [INFO] [TRAIN] epoch=88, iter=32670/80000, loss=0.1187, lr=0.006235, batch_cost=0.9711, reader_cost=0.0001 | ETA 12:46:01
2020-11-06 01:15:53 [INFO] [TRAIN] epoch=88, iter=32680/80000, loss=0.0856, lr=0.006234, batch_cost=0.9712, reader_cost=0.0001 | ETA 12:45:59
2020-11-06 01:16:03 [INFO] [TRAIN] epoch=88, iter=32690/80000, loss=0.1036, lr=0.006233, batch_cost=0.9721, reader_cost=0.0001 | ETA 12:46:31
2020-11-06 01:16:13 [INFO] [TRAIN] epoch=88, iter=32700/80000, loss=0.1132, lr=0.006232, batch_cost=0.9731, reader_cost=0.0002 | ETA 12:47:07
2020-11-06 01:16:23 [INFO] [TRAIN] epoch=88, iter=32710/80000, loss=0.1004, lr=0.006230, batch_cost=0.9742, reader_cost=0.0001 | ETA 12:47:49
2020-11-06 01:16:32 [INFO] [TRAIN] epoch=88, iter=32720/80000, loss=0.1004, lr=0.006229, batch_cost=0.9723, reader_cost=0.0001 | ETA 12:46:11
2020-11-06 01:16:42 [INFO] [TRAIN] epoch=88, iter=32730/80000, loss=0.1410, lr=0.006228, batch_cost=0.9736, reader_cost=0.0001 | ETA 12:46:59
2020-11-06 01:16:54 [INFO] [TRAIN] epoch=89, iter=32740/80000, loss=0.1142, lr=0.006227, batch_cost=1.1679, reader_cost=0.0987 | ETA 15:19:56
2020-11-06 01:17:04 [INFO] [TRAIN] epoch=89, iter=32750/80000, loss=0.1002, lr=0.006226, batch_cost=1.0507, reader_cost=0.0005 | ETA 13:47:27
2020-11-06 01:17:15 [INFO] [TRAIN] epoch=89, iter=32760/80000, loss=0.1277, lr=0.006225, batch_cost=1.0355, reader_cost=0.0002 | ETA 13:35:15
2020-11-06 01:17:25 [INFO] [TRAIN] epoch=89, iter=32770/80000, loss=0.1037, lr=0.006223, batch_cost=1.0839, reader_cost=0.0002 | ETA 14:13:11
2020-11-06 01:17:36 [INFO] [TRAIN] epoch=89, iter=32780/80000, loss=0.1176, lr=0.006222, batch_cost=1.0671, reader_cost=0.0002 | ETA 13:59:49
2020-11-06 01:17:47 [INFO] [TRAIN] epoch=89, iter=32790/80000, loss=0.1428, lr=0.006221, batch_cost=1.0399, reader_cost=0.0002 | ETA 13:38:15
2020-11-06 01:17:57 [INFO] [TRAIN] epoch=89, iter=32800/80000, loss=0.1462, lr=0.006220, batch_cost=1.0747, reader_cost=0.0002 | ETA 14:05:25
2020-11-06 01:18:07 [INFO] [TRAIN] epoch=89, iter=32810/80000, loss=0.1784, lr=0.006219, batch_cost=0.9948, reader_cost=0.0002 | ETA 13:02:24
2020-11-06 01:18:18 [INFO] [TRAIN] epoch=89, iter=32820/80000, loss=0.0939, lr=0.006217, batch_cost=1.0296, reader_cost=0.0002 | ETA 13:29:38
2020-11-06 01:18:29 [INFO] [TRAIN] epoch=89, iter=32830/80000, loss=0.1142, lr=0.006216, batch_cost=1.0976, reader_cost=0.0001 | ETA 14:22:54
2020-11-06 01:18:39 [INFO] [TRAIN] epoch=89, iter=32840/80000, loss=0.0696, lr=0.006215, batch_cost=1.0430, reader_cost=0.0001 | ETA 13:39:46
2020-11-06 01:18:49 [INFO] [TRAIN] epoch=89, iter=32850/80000, loss=0.1008, lr=0.006214, batch_cost=1.0041, reader_cost=0.0001 | ETA 13:09:01
2020-11-06 01:18:59 [INFO] [TRAIN] epoch=89, iter=32860/80000, loss=0.1177, lr=0.006213, batch_cost=1.0117, reader_cost=0.0001 | ETA 13:14:52
2020-11-06 01:19:09 [INFO] [TRAIN] epoch=89, iter=32870/80000, loss=0.1192, lr=0.006211, batch_cost=1.0149, reader_cost=0.0001 | ETA 13:17:14
2020-11-06 01:19:20 [INFO] [TRAIN] epoch=89, iter=32880/80000, loss=0.1264, lr=0.006210, batch_cost=1.0497, reader_cost=0.0001 | ETA 13:44:20
2020-11-06 01:19:30 [INFO] [TRAIN] epoch=89, iter=32890/80000, loss=0.0950, lr=0.006209, batch_cost=1.0346, reader_cost=0.0001 | ETA 13:32:18
2020-11-06 01:19:40 [INFO] [TRAIN] epoch=89, iter=32900/80000, loss=0.1130, lr=0.006208, batch_cost=1.0031, reader_cost=0.0001 | ETA 13:07:27
2020-11-06 01:19:50 [INFO] [TRAIN] epoch=89, iter=32910/80000, loss=0.1061, lr=0.006207, batch_cost=1.0352, reader_cost=0.0002 | ETA 13:32:28
2020-11-06 01:20:01 [INFO] [TRAIN] epoch=89, iter=32920/80000, loss=0.1177, lr=0.006206, batch_cost=1.0153, reader_cost=0.0002 | ETA 13:16:42
2020-11-06 01:20:11 [INFO] [TRAIN] epoch=89, iter=32930/80000, loss=0.1295, lr=0.006204, batch_cost=0.9985, reader_cost=0.0001 | ETA 13:03:21
2020-11-06 01:20:21 [INFO] [TRAIN] epoch=89, iter=32940/80000, loss=0.0921, lr=0.006203, batch_cost=1.0298, reader_cost=0.0001 | ETA 13:27:44
2020-11-06 01:20:32 [INFO] [TRAIN] epoch=89, iter=32950/80000, loss=0.0796, lr=0.006202, batch_cost=1.1029, reader_cost=0.0001 | ETA 14:24:51
2020-11-06 01:20:42 [INFO] [TRAIN] epoch=89, iter=32960/80000, loss=0.1069, lr=0.006201, batch_cost=1.0477, reader_cost=0.0001 | ETA 13:41:24
2020-11-06 01:20:52 [INFO] [TRAIN] epoch=89, iter=32970/80000, loss=0.0740, lr=0.006200, batch_cost=0.9954, reader_cost=0.0001 | ETA 13:00:14
2020-11-06 01:21:02 [INFO] [TRAIN] epoch=89, iter=32980/80000, loss=0.1073, lr=0.006198, batch_cost=0.9816, reader_cost=0.0001 | ETA 12:49:16
2020-11-06 01:21:12 [INFO] [TRAIN] epoch=89, iter=32990/80000, loss=0.1094, lr=0.006197, batch_cost=1.0061, reader_cost=0.0001 | ETA 13:08:16
2020-11-06 01:21:22 [INFO] [TRAIN] epoch=89, iter=33000/80000, loss=0.1061, lr=0.006196, batch_cost=1.0141, reader_cost=0.0002 | ETA 13:14:24
2020-11-06 01:21:32 [INFO] [TRAIN] epoch=89, iter=33010/80000, loss=0.1362, lr=0.006195, batch_cost=0.9997, reader_cost=0.0002 | ETA 13:02:55
2020-11-06 01:21:43 [INFO] [TRAIN] epoch=89, iter=33020/80000, loss=0.0942, lr=0.006194, batch_cost=1.0236, reader_cost=0.0001 | ETA 13:21:27
2020-11-06 01:21:53 [INFO] [TRAIN] epoch=89, iter=33030/80000, loss=0.1230, lr=0.006192, batch_cost=1.0698, reader_cost=0.0014 | ETA 13:57:29
2020-11-06 01:22:04 [INFO] [TRAIN] epoch=89, iter=33040/80000, loss=0.1091, lr=0.006191, batch_cost=1.0609, reader_cost=0.0004 | ETA 13:50:21
2020-11-06 01:22:15 [INFO] [TRAIN] epoch=89, iter=33050/80000, loss=0.0771, lr=0.006190, batch_cost=1.0632, reader_cost=0.0021 | ETA 13:51:57
2020-11-06 01:22:25 [INFO] [TRAIN] epoch=89, iter=33060/80000, loss=0.1173, lr=0.006189, batch_cost=1.0139, reader_cost=0.0001 | ETA 13:13:10
2020-11-06 01:22:35 [INFO] [TRAIN] epoch=89, iter=33070/80000, loss=0.0822, lr=0.006188, batch_cost=1.0334, reader_cost=0.0001 | ETA 13:28:17
2020-11-06 01:22:45 [INFO] [TRAIN] epoch=89, iter=33080/80000, loss=0.0947, lr=0.006187, batch_cost=1.0234, reader_cost=0.0001 | ETA 13:20:17
2020-11-06 01:22:55 [INFO] [TRAIN] epoch=89, iter=33090/80000, loss=0.0829, lr=0.006185, batch_cost=0.9883, reader_cost=0.0001 | ETA 12:52:39
2020-11-06 01:23:05 [INFO] [TRAIN] epoch=89, iter=33100/80000, loss=0.1674, lr=0.006184, batch_cost=0.9881, reader_cost=0.0001 | ETA 12:52:20
2020-11-06 01:23:17 [INFO] [TRAIN] epoch=90, iter=33110/80000, loss=0.1662, lr=0.006183, batch_cost=1.1718, reader_cost=0.0900 | ETA 15:15:43
2020-11-06 01:23:27 [INFO] [TRAIN] epoch=90, iter=33120/80000, loss=0.1315, lr=0.006182, batch_cost=1.0128, reader_cost=0.0004 | ETA 13:11:20
2020-11-06 01:23:37 [INFO] [TRAIN] epoch=90, iter=33130/80000, loss=0.1625, lr=0.006181, batch_cost=1.0163, reader_cost=0.0001 | ETA 13:13:54
2020-11-06 01:23:47 [INFO] [TRAIN] epoch=90, iter=33140/80000, loss=0.1157, lr=0.006179, batch_cost=0.9877, reader_cost=0.0001 | ETA 12:51:25
2020-11-06 01:23:57 [INFO] [TRAIN] epoch=90, iter=33150/80000, loss=0.1419, lr=0.006178, batch_cost=1.0214, reader_cost=0.0001 | ETA 13:17:30
2020-11-06 01:24:07 [INFO] [TRAIN] epoch=90, iter=33160/80000, loss=0.1095, lr=0.006177, batch_cost=1.0100, reader_cost=0.0001 | ETA 13:08:26
2020-11-06 01:24:17 [INFO] [TRAIN] epoch=90, iter=33170/80000, loss=0.1288, lr=0.006176, batch_cost=0.9919, reader_cost=0.0002 | ETA 12:54:10
2020-11-06 01:24:27 [INFO] [TRAIN] epoch=90, iter=33180/80000, loss=0.1251, lr=0.006175, batch_cost=1.0026, reader_cost=0.0001 | ETA 13:02:21
2020-11-06 01:24:37 [INFO] [TRAIN] epoch=90, iter=33190/80000, loss=0.1055, lr=0.006174, batch_cost=1.0104, reader_cost=0.0001 | ETA 13:08:18
2020-11-06 01:24:47 [INFO] [TRAIN] epoch=90, iter=33200/80000, loss=0.0877, lr=0.006172, batch_cost=1.0187, reader_cost=0.0001 | ETA 13:14:33
2020-11-06 01:24:57 [INFO] [TRAIN] epoch=90, iter=33210/80000, loss=0.0988, lr=0.006171, batch_cost=0.9888, reader_cost=0.0001 | ETA 12:51:03
2020-11-06 01:25:07 [INFO] [TRAIN] epoch=90, iter=33220/80000, loss=0.1184, lr=0.006170, batch_cost=0.9992, reader_cost=0.0001 | ETA 12:59:00
2020-11-06 01:25:17 [INFO] [TRAIN] epoch=90, iter=33230/80000, loss=0.1076, lr=0.006169, batch_cost=1.0119, reader_cost=0.0001 | ETA 13:08:48
2020-11-06 01:25:28 [INFO] [TRAIN] epoch=90, iter=33240/80000, loss=0.0852, lr=0.006168, batch_cost=1.0044, reader_cost=0.0002 | ETA 13:02:46
2020-11-06 01:25:37 [INFO] [TRAIN] epoch=90, iter=33250/80000, loss=0.1564, lr=0.006166, batch_cost=0.9900, reader_cost=0.0001 | ETA 12:51:23
2020-11-06 01:25:47 [INFO] [TRAIN] epoch=90, iter=33260/80000, loss=0.1127, lr=0.006165, batch_cost=0.9825, reader_cost=0.0001 | ETA 12:45:22
2020-11-06 01:25:57 [INFO] [TRAIN] epoch=90, iter=33270/80000, loss=0.1064, lr=0.006164, batch_cost=0.9816, reader_cost=0.0001 | ETA 12:44:31
2020-11-06 01:26:07 [INFO] [TRAIN] epoch=90, iter=33280/80000, loss=0.1168, lr=0.006163, batch_cost=0.9855, reader_cost=0.0001 | ETA 12:47:23
2020-11-06 01:26:17 [INFO] [TRAIN] epoch=90, iter=33290/80000, loss=0.1424, lr=0.006162, batch_cost=0.9835, reader_cost=0.0001 | ETA 12:45:40
2020-11-06 01:26:27 [INFO] [TRAIN] epoch=90, iter=33300/80000, loss=0.1559, lr=0.006160, batch_cost=1.0099, reader_cost=0.0001 | ETA 13:06:00
2020-11-06 01:26:37 [INFO] [TRAIN] epoch=90, iter=33310/80000, loss=0.1014, lr=0.006159, batch_cost=0.9832, reader_cost=0.0001 | ETA 12:45:03
2020-11-06 01:26:47 [INFO] [TRAIN] epoch=90, iter=33320/80000, loss=0.1017, lr=0.006158, batch_cost=0.9844, reader_cost=0.0001 | ETA 12:45:50
2020-11-06 01:26:56 [INFO] [TRAIN] epoch=90, iter=33330/80000, loss=0.0896, lr=0.006157, batch_cost=0.9803, reader_cost=0.0001 | ETA 12:42:30
2020-11-06 01:27:06 [INFO] [TRAIN] epoch=90, iter=33340/80000, loss=0.0891, lr=0.006156, batch_cost=1.0010, reader_cost=0.0001 | ETA 12:58:26
2020-11-06 01:27:17 [INFO] [TRAIN] epoch=90, iter=33350/80000, loss=0.1017, lr=0.006155, batch_cost=1.0177, reader_cost=0.0001 | ETA 13:11:13
2020-11-06 01:27:27 [INFO] [TRAIN] epoch=90, iter=33360/80000, loss=0.0754, lr=0.006153, batch_cost=1.0398, reader_cost=0.0001 | ETA 13:28:17
2020-11-06 01:27:37 [INFO] [TRAIN] epoch=90, iter=33370/80000, loss=0.1168, lr=0.006152, batch_cost=0.9917, reader_cost=0.0001 | ETA 12:50:44
2020-11-06 01:27:47 [INFO] [TRAIN] epoch=90, iter=33380/80000, loss=0.1354, lr=0.006151, batch_cost=0.9896, reader_cost=0.0001 | ETA 12:48:56
2020-11-06 01:27:57 [INFO] [TRAIN] epoch=90, iter=33390/80000, loss=0.1299, lr=0.006150, batch_cost=1.0261, reader_cost=0.0001 | ETA 13:17:08
2020-11-06 01:28:07 [INFO] [TRAIN] epoch=90, iter=33400/80000, loss=0.1559, lr=0.006149, batch_cost=0.9839, reader_cost=0.0002 | ETA 12:44:10
2020-11-06 01:28:17 [INFO] [TRAIN] epoch=90, iter=33410/80000, loss=0.1137, lr=0.006147, batch_cost=1.0050, reader_cost=0.0001 | ETA 13:00:25
2020-11-06 01:28:27 [INFO] [TRAIN] epoch=90, iter=33420/80000, loss=0.0782, lr=0.006146, batch_cost=1.0103, reader_cost=0.0002 | ETA 13:04:18
2020-11-06 01:28:37 [INFO] [TRAIN] epoch=90, iter=33430/80000, loss=0.0974, lr=0.006145, batch_cost=0.9902, reader_cost=0.0001 | ETA 12:48:32
2020-11-06 01:28:47 [INFO] [TRAIN] epoch=90, iter=33440/80000, loss=0.1173, lr=0.006144, batch_cost=1.0434, reader_cost=0.0001 | ETA 13:29:40
2020-11-06 01:28:58 [INFO] [TRAIN] epoch=90, iter=33450/80000, loss=0.1506, lr=0.006143, batch_cost=1.0208, reader_cost=0.0001 | ETA 13:11:59
2020-11-06 01:29:07 [INFO] [TRAIN] epoch=90, iter=33460/80000, loss=0.0773, lr=0.006141, batch_cost=0.9857, reader_cost=0.0001 | ETA 12:44:32
2020-11-06 01:29:17 [INFO] [TRAIN] epoch=90, iter=33470/80000, loss=0.1257, lr=0.006140, batch_cost=0.9866, reader_cost=0.0001 | ETA 12:45:07
2020-11-06 01:29:27 [INFO] [TRAIN] epoch=90, iter=33480/80000, loss=0.2039, lr=0.006139, batch_cost=0.9741, reader_cost=0.0001 | ETA 12:35:14
2020-11-06 01:29:39 [INFO] [TRAIN] epoch=91, iter=33490/80000, loss=0.0913, lr=0.006138, batch_cost=1.2047, reader_cost=0.1080 | ETA 15:33:50
2020-11-06 01:29:49 [INFO] [TRAIN] epoch=91, iter=33500/80000, loss=0.1559, lr=0.006137, batch_cost=1.0242, reader_cost=0.0004 | ETA 13:13:43
2020-11-06 01:30:00 [INFO] [TRAIN] epoch=91, iter=33510/80000, loss=0.1120, lr=0.006136, batch_cost=1.0478, reader_cost=0.0002 | ETA 13:31:50
2020-11-06 01:30:11 [INFO] [TRAIN] epoch=91, iter=33520/80000, loss=0.0998, lr=0.006134, batch_cost=1.1333, reader_cost=0.0001 | ETA 14:37:55
2020-11-06 01:30:22 [INFO] [TRAIN] epoch=91, iter=33530/80000, loss=0.1381, lr=0.006133, batch_cost=1.1226, reader_cost=0.0001 | ETA 14:29:25
2020-11-06 01:30:33 [INFO] [TRAIN] epoch=91, iter=33540/80000, loss=0.1200, lr=0.006132, batch_cost=1.0724, reader_cost=0.0001 | ETA 13:50:24
2020-11-06 01:30:44 [INFO] [TRAIN] epoch=91, iter=33550/80000, loss=0.1370, lr=0.006131, batch_cost=1.0563, reader_cost=0.0002 | ETA 13:37:44
2020-11-06 01:30:54 [INFO] [TRAIN] epoch=91, iter=33560/80000, loss=0.1131, lr=0.006130, batch_cost=0.9882, reader_cost=0.0001 | ETA 12:44:50
2020-11-06 01:31:03 [INFO] [TRAIN] epoch=91, iter=33570/80000, loss=0.1577, lr=0.006128, batch_cost=0.9940, reader_cost=0.0001 | ETA 12:49:11
2020-11-06 01:31:13 [INFO] [TRAIN] epoch=91, iter=33580/80000, loss=0.1531, lr=0.006127, batch_cost=0.9940, reader_cost=0.0001 | ETA 12:48:59
2020-11-06 01:31:23 [INFO] [TRAIN] epoch=91, iter=33590/80000, loss=0.0727, lr=0.006126, batch_cost=0.9913, reader_cost=0.0002 | ETA 12:46:43
2020-11-06 01:31:33 [INFO] [TRAIN] epoch=91, iter=33600/80000, loss=0.1059, lr=0.006125, batch_cost=0.9958, reader_cost=0.0001 | ETA 12:50:06
2020-11-06 01:31:43 [INFO] [TRAIN] epoch=91, iter=33610/80000, loss=0.1301, lr=0.006124, batch_cost=0.9896, reader_cost=0.0001 | ETA 12:45:07
2020-11-06 01:31:53 [INFO] [TRAIN] epoch=91, iter=33620/80000, loss=0.1407, lr=0.006122, batch_cost=0.9821, reader_cost=0.0001 | ETA 12:39:11
2020-11-06 01:32:03 [INFO] [TRAIN] epoch=91, iter=33630/80000, loss=0.0861, lr=0.006121, batch_cost=1.0405, reader_cost=0.0001 | ETA 13:24:09
2020-11-06 01:32:14 [INFO] [TRAIN] epoch=91, iter=33640/80000, loss=0.1410, lr=0.006120, batch_cost=1.0200, reader_cost=0.0002 | ETA 13:08:08
2020-11-06 01:32:24 [INFO] [TRAIN] epoch=91, iter=33650/80000, loss=0.1148, lr=0.006119, batch_cost=1.0394, reader_cost=0.0001 | ETA 13:22:54
2020-11-06 01:32:34 [INFO] [TRAIN] epoch=91, iter=33660/80000, loss=0.1205, lr=0.006118, batch_cost=1.0153, reader_cost=0.0002 | ETA 13:04:11
2020-11-06 01:32:44 [INFO] [TRAIN] epoch=91, iter=33670/80000, loss=0.1000, lr=0.006117, batch_cost=1.0227, reader_cost=0.0001 | ETA 13:09:41
2020-11-06 01:32:54 [INFO] [TRAIN] epoch=91, iter=33680/80000, loss=0.1197, lr=0.006115, batch_cost=0.9799, reader_cost=0.0001 | ETA 12:36:31
2020-11-06 01:33:04 [INFO] [TRAIN] epoch=91, iter=33690/80000, loss=0.0671, lr=0.006114, batch_cost=0.9833, reader_cost=0.0001 | ETA 12:38:56
2020-11-06 01:33:14 [INFO] [TRAIN] epoch=91, iter=33700/80000, loss=0.1144, lr=0.006113, batch_cost=0.9824, reader_cost=0.0001 | ETA 12:38:05
2020-11-06 01:33:24 [INFO] [TRAIN] epoch=91, iter=33710/80000, loss=0.0892, lr=0.006112, batch_cost=0.9855, reader_cost=0.0002 | ETA 12:40:20
2020-11-06 01:33:34 [INFO] [TRAIN] epoch=91, iter=33720/80000, loss=0.0934, lr=0.006111, batch_cost=0.9850, reader_cost=0.0001 | ETA 12:39:44
2020-11-06 01:33:43 [INFO] [TRAIN] epoch=91, iter=33730/80000, loss=0.1294, lr=0.006109, batch_cost=0.9810, reader_cost=0.0002 | ETA 12:36:29
2020-11-06 01:33:53 [INFO] [TRAIN] epoch=91, iter=33740/80000, loss=0.1426, lr=0.006108, batch_cost=0.9979, reader_cost=0.0002 | ETA 12:49:20
2020-11-06 01:34:03 [INFO] [TRAIN] epoch=91, iter=33750/80000, loss=0.1492, lr=0.006107, batch_cost=1.0117, reader_cost=0.0002 | ETA 12:59:53
2020-11-06 01:34:13 [INFO] [TRAIN] epoch=91, iter=33760/80000, loss=0.2515, lr=0.006106, batch_cost=0.9961, reader_cost=0.0002 | ETA 12:47:38
2020-11-06 01:34:23 [INFO] [TRAIN] epoch=91, iter=33770/80000, loss=0.0993, lr=0.006105, batch_cost=0.9892, reader_cost=0.0002 | ETA 12:42:12
2020-11-06 01:34:33 [INFO] [TRAIN] epoch=91, iter=33780/80000, loss=0.1855, lr=0.006103, batch_cost=0.9910, reader_cost=0.0002 | ETA 12:43:24
2020-11-06 01:34:43 [INFO] [TRAIN] epoch=91, iter=33790/80000, loss=0.1115, lr=0.006102, batch_cost=0.9886, reader_cost=0.0002 | ETA 12:41:25
2020-11-06 01:34:53 [INFO] [TRAIN] epoch=91, iter=33800/80000, loss=0.0896, lr=0.006101, batch_cost=1.0138, reader_cost=0.0001 | ETA 13:00:35
2020-11-06 01:35:04 [INFO] [TRAIN] epoch=91, iter=33810/80000, loss=0.0908, lr=0.006100, batch_cost=1.0326, reader_cost=0.0002 | ETA 13:14:55
2020-11-06 01:35:14 [INFO] [TRAIN] epoch=91, iter=33820/80000, loss=0.0877, lr=0.006099, batch_cost=1.0003, reader_cost=0.0002 | ETA 12:49:52
2020-11-06 01:35:24 [INFO] [TRAIN] epoch=91, iter=33830/80000, loss=0.0717, lr=0.006097, batch_cost=1.0038, reader_cost=0.0002 | ETA 12:52:25
2020-11-06 01:35:34 [INFO] [TRAIN] epoch=91, iter=33840/80000, loss=0.2626, lr=0.006096, batch_cost=1.0399, reader_cost=0.0002 | ETA 13:20:00
2020-11-06 01:35:44 [INFO] [TRAIN] epoch=91, iter=33850/80000, loss=0.1320, lr=0.006095, batch_cost=1.0056, reader_cost=0.0001 | ETA 12:53:29
2020-11-06 01:35:56 [INFO] [TRAIN] epoch=92, iter=33860/80000, loss=0.1176, lr=0.006094, batch_cost=1.1684, reader_cost=0.1621 | ETA 14:58:31
2020-11-06 01:36:05 [INFO] [TRAIN] epoch=92, iter=33870/80000, loss=0.1593, lr=0.006093, batch_cost=0.9767, reader_cost=0.0004 | ETA 12:30:53
2020-11-06 01:36:15 [INFO] [TRAIN] epoch=92, iter=33880/80000, loss=0.0988, lr=0.006092, batch_cost=0.9779, reader_cost=0.0002 | ETA 12:31:39
2020-11-06 01:36:25 [INFO] [TRAIN] epoch=92, iter=33890/80000, loss=0.0996, lr=0.006090, batch_cost=0.9781, reader_cost=0.0002 | ETA 12:31:40
2020-11-06 01:36:35 [INFO] [TRAIN] epoch=92, iter=33900/80000, loss=0.1359, lr=0.006089, batch_cost=0.9825, reader_cost=0.0001 | ETA 12:34:53
2020-11-06 01:36:45 [INFO] [TRAIN] epoch=92, iter=33910/80000, loss=0.1919, lr=0.006088, batch_cost=0.9720, reader_cost=0.0001 | ETA 12:26:37
2020-11-06 01:36:54 [INFO] [TRAIN] epoch=92, iter=33920/80000, loss=0.1422, lr=0.006087, batch_cost=0.9841, reader_cost=0.0002 | ETA 12:35:48
2020-11-06 01:37:05 [INFO] [TRAIN] epoch=92, iter=33930/80000, loss=0.1200, lr=0.006086, batch_cost=1.0084, reader_cost=0.0001 | ETA 12:54:15
2020-11-06 01:37:15 [INFO] [TRAIN] epoch=92, iter=33940/80000, loss=0.0985, lr=0.006084, batch_cost=1.0258, reader_cost=0.0001 | ETA 13:07:26
2020-11-06 01:37:25 [INFO] [TRAIN] epoch=92, iter=33950/80000, loss=0.1698, lr=0.006083, batch_cost=1.0251, reader_cost=0.0001 | ETA 13:06:46
2020-11-06 01:37:35 [INFO] [TRAIN] epoch=92, iter=33960/80000, loss=0.0965, lr=0.006082, batch_cost=1.0290, reader_cost=0.0001 | ETA 13:09:33
2020-11-06 01:37:46 [INFO] [TRAIN] epoch=92, iter=33970/80000, loss=0.0837, lr=0.006081, batch_cost=1.0298, reader_cost=0.0016 | ETA 13:10:00
2020-11-06 01:37:56 [INFO] [TRAIN] epoch=92, iter=33980/80000, loss=0.1220, lr=0.006080, batch_cost=1.0540, reader_cost=0.0001 | ETA 13:28:23
2020-11-06 01:38:06 [INFO] [TRAIN] epoch=92, iter=33990/80000, loss=0.1307, lr=0.006078, batch_cost=0.9970, reader_cost=0.0001 | ETA 12:44:31
2020-11-06 01:38:16 [INFO] [TRAIN] epoch=92, iter=34000/80000, loss=0.1074, lr=0.006077, batch_cost=0.9866, reader_cost=0.0001 | ETA 12:36:24
2020-11-06 01:38:21 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 01:43:31 [INFO] [EVAL] #Images=500 mIoU=0.7822 Acc=0.9610 Kappa=0.9493
2020-11-06 01:43:31 [INFO] [EVAL] Category IoU:
[0.9814 0.848 0.926 0.5502 0.6262 0.6603 0.7206 0.7989 0.9224 0.5608
0.946 0.8334 0.6487 0.9541 0.7725 0.837 0.8112 0.6807 0.7839]
2020-11-06 01:43:31 [INFO] [EVAL] Category Acc:
[0.9927 0.9014 0.9549 0.8353 0.8221 0.8451 0.8146 0.9211 0.9481 0.9153
0.9701 0.8974 0.8097 0.9755 0.8327 0.9782 0.9548 0.8263 0.8791]
2020-11-06 01:43:31 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-06 01:43:41 [INFO] [TRAIN] epoch=92, iter=34010/80000, loss=0.1290, lr=0.006076, batch_cost=0.9701, reader_cost=0.0001 | ETA 12:23:33
2020-11-06 01:43:51 [INFO] [TRAIN] epoch=92, iter=34020/80000, loss=0.1010, lr=0.006075, batch_cost=0.9708, reader_cost=0.0001 | ETA 12:23:58
2020-11-06 01:44:01 [INFO] [TRAIN] epoch=92, iter=34030/80000, loss=0.1045, lr=0.006074, batch_cost=0.9725, reader_cost=0.0001 | ETA 12:25:04
2020-11-06 01:44:10 [INFO] [TRAIN] epoch=92, iter=34040/80000, loss=0.1627, lr=0.006073, batch_cost=0.9772, reader_cost=0.0001 | ETA 12:28:32
2020-11-06 01:44:20 [INFO] [TRAIN] epoch=92, iter=34050/80000, loss=0.1237, lr=0.006071, batch_cost=0.9793, reader_cost=0.0001 | ETA 12:30:00
2020-11-06 01:44:30 [INFO] [TRAIN] epoch=92, iter=34060/80000, loss=0.1012, lr=0.006070, batch_cost=0.9724, reader_cost=0.0001 | ETA 12:24:31
2020-11-06 01:44:40 [INFO] [TRAIN] epoch=92, iter=34070/80000, loss=0.1137, lr=0.006069, batch_cost=0.9719, reader_cost=0.0002 | ETA 12:23:59
2020-11-06 01:44:49 [INFO] [TRAIN] epoch=92, iter=34080/80000, loss=0.1020, lr=0.006068, batch_cost=0.9718, reader_cost=0.0001 | ETA 12:23:44
2020-11-06 01:44:59 [INFO] [TRAIN] epoch=92, iter=34090/80000, loss=0.1104, lr=0.006067, batch_cost=0.9717, reader_cost=0.0001 | ETA 12:23:31
2020-11-06 01:45:09 [INFO] [TRAIN] epoch=92, iter=34100/80000, loss=0.1096, lr=0.006065, batch_cost=0.9810, reader_cost=0.0001 | ETA 12:30:29
2020-11-06 01:45:19 [INFO] [TRAIN] epoch=92, iter=34110/80000, loss=0.1057, lr=0.006064, batch_cost=0.9828, reader_cost=0.0001 | ETA 12:31:41
2020-11-06 01:45:29 [INFO] [TRAIN] epoch=92, iter=34120/80000, loss=0.1604, lr=0.006063, batch_cost=0.9848, reader_cost=0.0001 | ETA 12:33:04
2020-11-06 01:45:38 [INFO] [TRAIN] epoch=92, iter=34130/80000, loss=0.1072, lr=0.006062, batch_cost=0.9845, reader_cost=0.0001 | ETA 12:32:39
2020-11-06 01:45:48 [INFO] [TRAIN] epoch=92, iter=34140/80000, loss=0.1223, lr=0.006061, batch_cost=0.9842, reader_cost=0.0001 | ETA 12:32:14
2020-11-06 01:45:58 [INFO] [TRAIN] epoch=92, iter=34150/80000, loss=0.1190, lr=0.006059, batch_cost=0.9954, reader_cost=0.0001 | ETA 12:40:38
2020-11-06 01:46:08 [INFO] [TRAIN] epoch=92, iter=34160/80000, loss=0.1152, lr=0.006058, batch_cost=0.9867, reader_cost=0.0001 | ETA 12:33:50
2020-11-06 01:46:18 [INFO] [TRAIN] epoch=92, iter=34170/80000, loss=0.0745, lr=0.006057, batch_cost=0.9835, reader_cost=0.0002 | ETA 12:31:12
2020-11-06 01:46:28 [INFO] [TRAIN] epoch=92, iter=34180/80000, loss=0.1024, lr=0.006056, batch_cost=0.9815, reader_cost=0.0001 | ETA 12:29:30
2020-11-06 01:46:38 [INFO] [TRAIN] epoch=92, iter=34190/80000, loss=0.1311, lr=0.006055, batch_cost=0.9878, reader_cost=0.0001 | ETA 12:34:12
2020-11-06 01:46:47 [INFO] [TRAIN] epoch=92, iter=34200/80000, loss=0.0944, lr=0.006053, batch_cost=0.9774, reader_cost=0.0001 | ETA 12:26:06
2020-11-06 01:46:57 [INFO] [TRAIN] epoch=92, iter=34210/80000, loss=0.1470, lr=0.006052, batch_cost=0.9741, reader_cost=0.0001 | ETA 12:23:24
2020-11-06 01:47:07 [INFO] [TRAIN] epoch=92, iter=34220/80000, loss=0.1183, lr=0.006051, batch_cost=0.9717, reader_cost=0.0001 | ETA 12:21:24
2020-11-06 01:47:18 [INFO] [TRAIN] epoch=93, iter=34230/80000, loss=0.1378, lr=0.006050, batch_cost=1.1307, reader_cost=0.1533 | ETA 14:22:34
2020-11-06 01:47:28 [INFO] [TRAIN] epoch=93, iter=34240/80000, loss=0.1321, lr=0.006049, batch_cost=0.9729, reader_cost=0.0004 | ETA 12:22:00
2020-11-06 01:47:38 [INFO] [TRAIN] epoch=93, iter=34250/80000, loss=0.1322, lr=0.006048, batch_cost=0.9730, reader_cost=0.0001 | ETA 12:21:56
2020-11-06 01:47:47 [INFO] [TRAIN] epoch=93, iter=34260/80000, loss=0.1286, lr=0.006046, batch_cost=0.9730, reader_cost=0.0001 | ETA 12:21:44
2020-11-06 01:47:57 [INFO] [TRAIN] epoch=93, iter=34270/80000, loss=0.1284, lr=0.006045, batch_cost=0.9738, reader_cost=0.0001 | ETA 12:22:12
2020-11-06 01:48:07 [INFO] [TRAIN] epoch=93, iter=34280/80000, loss=0.1607, lr=0.006044, batch_cost=0.9739, reader_cost=0.0001 | ETA 12:22:04
2020-11-06 01:48:17 [INFO] [TRAIN] epoch=93, iter=34290/80000, loss=0.0995, lr=0.006043, batch_cost=0.9745, reader_cost=0.0001 | ETA 12:22:26
2020-11-06 01:48:26 [INFO] [TRAIN] epoch=93, iter=34300/80000, loss=0.1242, lr=0.006042, batch_cost=0.9748, reader_cost=0.0001 | ETA 12:22:29
2020-11-06 01:48:36 [INFO] [TRAIN] epoch=93, iter=34310/80000, loss=0.1100, lr=0.006040, batch_cost=0.9738, reader_cost=0.0001 | ETA 12:21:32
2020-11-06 01:48:46 [INFO] [TRAIN] epoch=93, iter=34320/80000, loss=0.1363, lr=0.006039, batch_cost=0.9737, reader_cost=0.0001 | ETA 12:21:18
2020-11-06 01:48:55 [INFO] [TRAIN] epoch=93, iter=34330/80000, loss=0.1471, lr=0.006038, batch_cost=0.9727, reader_cost=0.0001 | ETA 12:20:23
2020-11-06 01:49:05 [INFO] [TRAIN] epoch=93, iter=34340/80000, loss=0.1130, lr=0.006037, batch_cost=0.9734, reader_cost=0.0002 | ETA 12:20:44
2020-11-06 01:49:15 [INFO] [TRAIN] epoch=93, iter=34350/80000, loss=0.0989, lr=0.006036, batch_cost=0.9733, reader_cost=0.0001 | ETA 12:20:29
2020-11-06 01:49:25 [INFO] [TRAIN] epoch=93, iter=34360/80000, loss=0.0998, lr=0.006034, batch_cost=0.9724, reader_cost=0.0001 | ETA 12:19:38
2020-11-06 01:49:34 [INFO] [TRAIN] epoch=93, iter=34370/80000, loss=0.1255, lr=0.006033, batch_cost=0.9735, reader_cost=0.0001 | ETA 12:20:20
2020-11-06 01:49:44 [INFO] [TRAIN] epoch=93, iter=34380/80000, loss=0.0919, lr=0.006032, batch_cost=0.9725, reader_cost=0.0001 | ETA 12:19:27
2020-11-06 01:49:54 [INFO] [TRAIN] epoch=93, iter=34390/80000, loss=0.0814, lr=0.006031, batch_cost=0.9715, reader_cost=0.0001 | ETA 12:18:29
2020-11-06 01:50:04 [INFO] [TRAIN] epoch=93, iter=34400/80000, loss=0.1101, lr=0.006030, batch_cost=0.9730, reader_cost=0.0001 | ETA 12:19:27
2020-11-06 01:50:14 [INFO] [TRAIN] epoch=93, iter=34410/80000, loss=0.0945, lr=0.006029, batch_cost=1.0014, reader_cost=0.0070 | ETA 12:40:54
2020-11-06 01:50:23 [INFO] [TRAIN] epoch=93, iter=34420/80000, loss=0.1204, lr=0.006027, batch_cost=0.9863, reader_cost=0.0001 | ETA 12:29:13
2020-11-06 01:50:33 [INFO] [TRAIN] epoch=93, iter=34430/80000, loss=0.0980, lr=0.006026, batch_cost=0.9924, reader_cost=0.0001 | ETA 12:33:42
2020-11-06 01:50:43 [INFO] [TRAIN] epoch=93, iter=34440/80000, loss=0.1029, lr=0.006025, batch_cost=0.9969, reader_cost=0.0014 | ETA 12:37:00
2020-11-06 01:50:53 [INFO] [TRAIN] epoch=93, iter=34450/80000, loss=0.0926, lr=0.006024, batch_cost=0.9955, reader_cost=0.0002 | ETA 12:35:44
2020-11-06 01:51:03 [INFO] [TRAIN] epoch=93, iter=34460/80000, loss=0.0757, lr=0.006023, batch_cost=1.0056, reader_cost=0.0001 | ETA 12:43:14
2020-11-06 01:51:13 [INFO] [TRAIN] epoch=93, iter=34470/80000, loss=0.1028, lr=0.006021, batch_cost=0.9824, reader_cost=0.0002 | ETA 12:25:28
2020-11-06 01:51:23 [INFO] [TRAIN] epoch=93, iter=34480/80000, loss=0.1067, lr=0.006020, batch_cost=1.0056, reader_cost=0.0002 | ETA 12:42:53
2020-11-06 01:51:33 [INFO] [TRAIN] epoch=93, iter=34490/80000, loss=0.1696, lr=0.006019, batch_cost=1.0076, reader_cost=0.0002 | ETA 12:44:15
2020-11-06 01:51:43 [INFO] [TRAIN] epoch=93, iter=34500/80000, loss=0.1616, lr=0.006018, batch_cost=0.9856, reader_cost=0.0002 | ETA 12:27:24
2020-11-06 01:51:53 [INFO] [TRAIN] epoch=93, iter=34510/80000, loss=0.1066, lr=0.006017, batch_cost=1.0193, reader_cost=0.0002 | ETA 12:52:47
2020-11-06 01:52:04 [INFO] [TRAIN] epoch=93, iter=34520/80000, loss=0.1002, lr=0.006015, batch_cost=1.0392, reader_cost=0.0002 | ETA 13:07:42
2020-11-06 01:52:14 [INFO] [TRAIN] epoch=93, iter=34530/80000, loss=0.1963, lr=0.006014, batch_cost=1.0173, reader_cost=0.0002 | ETA 12:50:56
2020-11-06 01:52:24 [INFO] [TRAIN] epoch=93, iter=34540/80000, loss=0.0852, lr=0.006013, batch_cost=0.9914, reader_cost=0.0002 | ETA 12:31:07
2020-11-06 01:52:34 [INFO] [TRAIN] epoch=93, iter=34550/80000, loss=0.1229, lr=0.006012, batch_cost=0.9921, reader_cost=0.0002 | ETA 12:31:29
2020-11-06 01:52:44 [INFO] [TRAIN] epoch=93, iter=34560/80000, loss=0.1050, lr=0.006011, batch_cost=0.9977, reader_cost=0.0002 | ETA 12:35:35
2020-11-06 01:52:54 [INFO] [TRAIN] epoch=93, iter=34570/80000, loss=0.0969, lr=0.006009, batch_cost=0.9910, reader_cost=0.0001 | ETA 12:30:19
2020-11-06 01:53:04 [INFO] [TRAIN] epoch=93, iter=34580/80000, loss=0.1331, lr=0.006008, batch_cost=0.9950, reader_cost=0.0001 | ETA 12:33:14
2020-11-06 01:53:14 [INFO] [TRAIN] epoch=93, iter=34590/80000, loss=0.1088, lr=0.006007, batch_cost=0.9971, reader_cost=0.0001 | ETA 12:34:38
2020-11-06 01:53:25 [INFO] [TRAIN] epoch=94, iter=34600/80000, loss=0.1140, lr=0.006006, batch_cost=1.1906, reader_cost=0.1733 | ETA 15:00:50
2020-11-06 01:53:35 [INFO] [TRAIN] epoch=94, iter=34610/80000, loss=0.1370, lr=0.006005, batch_cost=0.9938, reader_cost=0.0005 | ETA 12:31:48
2020-11-06 01:53:45 [INFO] [TRAIN] epoch=94, iter=34620/80000, loss=0.2160, lr=0.006004, batch_cost=0.9893, reader_cost=0.0002 | ETA 12:28:16
2020-11-06 01:53:55 [INFO] [TRAIN] epoch=94, iter=34630/80000, loss=0.1146, lr=0.006002, batch_cost=0.9920, reader_cost=0.0002 | ETA 12:30:06
2020-11-06 01:54:05 [INFO] [TRAIN] epoch=94, iter=34640/80000, loss=0.0975, lr=0.006001, batch_cost=1.0011, reader_cost=0.0002 | ETA 12:36:49
2020-11-06 01:54:15 [INFO] [TRAIN] epoch=94, iter=34650/80000, loss=0.2488, lr=0.006000, batch_cost=0.9812, reader_cost=0.0001 | ETA 12:21:38
2020-11-06 01:54:25 [INFO] [TRAIN] epoch=94, iter=34660/80000, loss=0.1242, lr=0.005999, batch_cost=0.9922, reader_cost=0.0001 | ETA 12:29:44
2020-11-06 01:54:35 [INFO] [TRAIN] epoch=94, iter=34670/80000, loss=0.1255, lr=0.005998, batch_cost=1.0275, reader_cost=0.0001 | ETA 12:56:14
2020-11-06 01:54:46 [INFO] [TRAIN] epoch=94, iter=34680/80000, loss=0.2604, lr=0.005996, batch_cost=1.0492, reader_cost=0.0016 | ETA 13:12:28
2020-11-06 01:54:56 [INFO] [TRAIN] epoch=94, iter=34690/80000, loss=0.1085, lr=0.005995, batch_cost=1.0276, reader_cost=0.0001 | ETA 12:56:01
2020-11-06 01:55:06 [INFO] [TRAIN] epoch=94, iter=34700/80000, loss=0.1110, lr=0.005994, batch_cost=1.0035, reader_cost=0.0001 | ETA 12:37:37
2020-11-06 01:55:16 [INFO] [TRAIN] epoch=94, iter=34710/80000, loss=0.1494, lr=0.005993, batch_cost=1.0103, reader_cost=0.0001 | ETA 12:42:37
2020-11-06 01:55:26 [INFO] [TRAIN] epoch=94, iter=34720/80000, loss=0.1042, lr=0.005992, batch_cost=1.0035, reader_cost=0.0001 | ETA 12:37:18
2020-11-06 01:55:36 [INFO] [TRAIN] epoch=94, iter=34730/80000, loss=0.1208, lr=0.005990, batch_cost=0.9837, reader_cost=0.0001 | ETA 12:22:12
2020-11-06 01:55:46 [INFO] [TRAIN] epoch=94, iter=34740/80000, loss=0.1394, lr=0.005989, batch_cost=0.9889, reader_cost=0.0001 | ETA 12:25:55
2020-11-06 01:55:56 [INFO] [TRAIN] epoch=94, iter=34750/80000, loss=0.1108, lr=0.005988, batch_cost=0.9900, reader_cost=0.0002 | ETA 12:26:39
2020-11-06 01:56:06 [INFO] [TRAIN] epoch=94, iter=34760/80000, loss=0.1126, lr=0.005987, batch_cost=0.9904, reader_cost=0.0002 | ETA 12:26:44
2020-11-06 01:56:16 [INFO] [TRAIN] epoch=94, iter=34770/80000, loss=0.1339, lr=0.005986, batch_cost=1.0327, reader_cost=0.0014 | ETA 12:58:31
2020-11-06 01:56:27 [INFO] [TRAIN] epoch=94, iter=34780/80000, loss=0.1319, lr=0.005984, batch_cost=1.1276, reader_cost=0.0010 | ETA 14:09:51
2020-11-06 01:56:37 [INFO] [TRAIN] epoch=94, iter=34790/80000, loss=0.1268, lr=0.005983, batch_cost=0.9986, reader_cost=0.0018 | ETA 12:32:25
2020-11-06 01:56:47 [INFO] [TRAIN] epoch=94, iter=34800/80000, loss=0.1015, lr=0.005982, batch_cost=1.0061, reader_cost=0.0011 | ETA 12:37:54
2020-11-06 01:56:57 [INFO] [TRAIN] epoch=94, iter=34810/80000, loss=0.1319, lr=0.005981, batch_cost=0.9975, reader_cost=0.0020 | ETA 12:31:15
2020-11-06 01:57:07 [INFO] [TRAIN] epoch=94, iter=34820/80000, loss=0.1057, lr=0.005980, batch_cost=1.0002, reader_cost=0.0017 | ETA 12:33:06
2020-11-06 01:57:18 [INFO] [TRAIN] epoch=94, iter=34830/80000, loss=0.0676, lr=0.005979, batch_cost=1.0312, reader_cost=0.0016 | ETA 12:56:17
2020-11-06 01:57:28 [INFO] [TRAIN] epoch=94, iter=34840/80000, loss=0.0913, lr=0.005977, batch_cost=1.0199, reader_cost=0.0019 | ETA 12:47:38
2020-11-06 01:57:38 [INFO] [TRAIN] epoch=94, iter=34850/80000, loss=0.0815, lr=0.005976, batch_cost=0.9875, reader_cost=0.0001 | ETA 12:23:07
2020-11-06 01:57:48 [INFO] [TRAIN] epoch=94, iter=34860/80000, loss=0.1108, lr=0.005975, batch_cost=1.0151, reader_cost=0.0002 | ETA 12:43:43
2020-11-06 01:57:58 [INFO] [TRAIN] epoch=94, iter=34870/80000, loss=0.1100, lr=0.005974, batch_cost=1.0046, reader_cost=0.0002 | ETA 12:35:35
2020-11-06 01:58:08 [INFO] [TRAIN] epoch=94, iter=34880/80000, loss=0.1354, lr=0.005973, batch_cost=1.0012, reader_cost=0.0002 | ETA 12:32:52
2020-11-06 01:58:18 [INFO] [TRAIN] epoch=94, iter=34890/80000, loss=0.1004, lr=0.005971, batch_cost=0.9907, reader_cost=0.0001 | ETA 12:24:50
2020-11-06 01:58:28 [INFO] [TRAIN] epoch=94, iter=34900/80000, loss=0.1029, lr=0.005970, batch_cost=0.9908, reader_cost=0.0001 | ETA 12:24:47
2020-11-06 01:58:41 [INFO] [TRAIN] epoch=94, iter=34910/80000, loss=0.0744, lr=0.005969, batch_cost=1.3342, reader_cost=0.0002 | ETA 16:42:38
2020-11-06 01:58:51 [INFO] [TRAIN] epoch=94, iter=34920/80000, loss=0.1004, lr=0.005968, batch_cost=1.0289, reader_cost=0.0001 | ETA 12:53:01
2020-11-06 01:59:02 [INFO] [TRAIN] epoch=94, iter=34930/80000, loss=0.0919, lr=0.005967, batch_cost=1.0308, reader_cost=0.0001 | ETA 12:54:18
2020-11-06 01:59:12 [INFO] [TRAIN] epoch=94, iter=34940/80000, loss=0.0918, lr=0.005965, batch_cost=1.0291, reader_cost=0.0002 | ETA 12:52:51
2020-11-06 01:59:22 [INFO] [TRAIN] epoch=94, iter=34950/80000, loss=0.1354, lr=0.005964, batch_cost=1.0258, reader_cost=0.0002 | ETA 12:50:13
2020-11-06 01:59:34 [INFO] [TRAIN] epoch=94, iter=34960/80000, loss=0.1673, lr=0.005963, batch_cost=1.1447, reader_cost=0.0001 | ETA 14:19:16
2020-11-06 01:59:46 [INFO] [TRAIN] epoch=95, iter=34970/80000, loss=0.1061, lr=0.005962, batch_cost=1.2162, reader_cost=0.1003 | ETA 15:12:44
2020-11-06 01:59:56 [INFO] [TRAIN] epoch=95, iter=34980/80000, loss=0.1389, lr=0.005961, batch_cost=1.0465, reader_cost=0.0005 | ETA 13:05:12
2020-11-06 02:00:07 [INFO] [TRAIN] epoch=95, iter=34990/80000, loss=0.0951, lr=0.005959, batch_cost=1.0418, reader_cost=0.0001 | ETA 13:01:30
2020-11-06 02:00:17 [INFO] [TRAIN] epoch=95, iter=35000/80000, loss=0.0998, lr=0.005958, batch_cost=1.0256, reader_cost=0.0002 | ETA 12:49:11
2020-11-06 02:00:27 [INFO] [TRAIN] epoch=95, iter=35010/80000, loss=0.1232, lr=0.005957, batch_cost=1.0426, reader_cost=0.0001 | ETA 13:01:44
2020-11-06 02:00:38 [INFO] [TRAIN] epoch=95, iter=35020/80000, loss=0.1605, lr=0.005956, batch_cost=1.0361, reader_cost=0.0002 | ETA 12:56:45
2020-11-06 02:00:48 [INFO] [TRAIN] epoch=95, iter=35030/80000, loss=0.1031, lr=0.005955, batch_cost=1.0123, reader_cost=0.0001 | ETA 12:38:42
2020-11-06 02:00:58 [INFO] [TRAIN] epoch=95, iter=35040/80000, loss=0.1449, lr=0.005953, batch_cost=1.0010, reader_cost=0.0002 | ETA 12:30:06
2020-11-06 02:01:08 [INFO] [TRAIN] epoch=95, iter=35050/80000, loss=0.1312, lr=0.005952, batch_cost=0.9824, reader_cost=0.0001 | ETA 12:15:59
2020-11-06 02:01:18 [INFO] [TRAIN] epoch=95, iter=35060/80000, loss=0.1029, lr=0.005951, batch_cost=0.9845, reader_cost=0.0002 | ETA 12:17:23
2020-11-06 02:01:27 [INFO] [TRAIN] epoch=95, iter=35070/80000, loss=0.0889, lr=0.005950, batch_cost=0.9835, reader_cost=0.0002 | ETA 12:16:27
2020-11-06 02:01:37 [INFO] [TRAIN] epoch=95, iter=35080/80000, loss=0.0898, lr=0.005949, batch_cost=0.9835, reader_cost=0.0001 | ETA 12:16:20
2020-11-06 02:01:47 [INFO] [TRAIN] epoch=95, iter=35090/80000, loss=0.1322, lr=0.005948, batch_cost=0.9890, reader_cost=0.0001 | ETA 12:20:16
2020-11-06 02:01:57 [INFO] [TRAIN] epoch=95, iter=35100/80000, loss=0.1124, lr=0.005946, batch_cost=0.9873, reader_cost=0.0001 | ETA 12:18:50
2020-11-06 02:02:07 [INFO] [TRAIN] epoch=95, iter=35110/80000, loss=0.1533, lr=0.005945, batch_cost=1.0010, reader_cost=0.0001 | ETA 12:28:54
2020-11-06 02:02:17 [INFO] [TRAIN] epoch=95, iter=35120/80000, loss=0.0950, lr=0.005944, batch_cost=0.9865, reader_cost=0.0001 | ETA 12:17:55
2020-11-06 02:02:27 [INFO] [TRAIN] epoch=95, iter=35130/80000, loss=0.0834, lr=0.005943, batch_cost=0.9940, reader_cost=0.0001 | ETA 12:23:22
2020-11-06 02:02:37 [INFO] [TRAIN] epoch=95, iter=35140/80000, loss=0.0945, lr=0.005942, batch_cost=1.0427, reader_cost=0.0001 | ETA 12:59:34
2020-11-06 02:02:47 [INFO] [TRAIN] epoch=95, iter=35150/80000, loss=0.0975, lr=0.005940, batch_cost=0.9898, reader_cost=0.0001 | ETA 12:19:53
2020-11-06 02:02:57 [INFO] [TRAIN] epoch=95, iter=35160/80000, loss=0.1169, lr=0.005939, batch_cost=0.9975, reader_cost=0.0001 | ETA 12:25:28
2020-11-06 02:03:07 [INFO] [TRAIN] epoch=95, iter=35170/80000, loss=0.1060, lr=0.005938, batch_cost=0.9917, reader_cost=0.0001 | ETA 12:20:55
2020-11-06 02:03:18 [INFO] [TRAIN] epoch=95, iter=35180/80000, loss=0.0668, lr=0.005937, batch_cost=1.0416, reader_cost=0.0001 | ETA 12:58:03
2020-11-06 02:03:27 [INFO] [TRAIN] epoch=95, iter=35190/80000, loss=0.1227, lr=0.005936, batch_cost=0.9878, reader_cost=0.0001 | ETA 12:17:45
2020-11-06 02:03:38 [INFO] [TRAIN] epoch=95, iter=35200/80000, loss=0.0846, lr=0.005934, batch_cost=1.0166, reader_cost=0.0001 | ETA 12:39:05
2020-11-06 02:03:49 [INFO] [TRAIN] epoch=95, iter=35210/80000, loss=0.1530, lr=0.005933, batch_cost=1.1126, reader_cost=0.0001 | ETA 13:50:33
2020-11-06 02:04:00 [INFO] [TRAIN] epoch=95, iter=35220/80000, loss=0.0918, lr=0.005932, batch_cost=1.0817, reader_cost=0.0001 | ETA 13:27:19
2020-11-06 02:04:10 [INFO] [TRAIN] epoch=95, iter=35230/80000, loss=0.1310, lr=0.005931, batch_cost=1.0809, reader_cost=0.0001 | ETA 13:26:33
2020-11-06 02:04:21 [INFO] [TRAIN] epoch=95, iter=35240/80000, loss=0.1067, lr=0.005930, batch_cost=1.0539, reader_cost=0.0001 | ETA 13:06:11
2020-11-06 02:04:31 [INFO] [TRAIN] epoch=95, iter=35250/80000, loss=0.1704, lr=0.005928, batch_cost=1.0065, reader_cost=0.0001 | ETA 12:30:42
2020-11-06 02:04:41 [INFO] [TRAIN] epoch=95, iter=35260/80000, loss=0.0987, lr=0.005927, batch_cost=1.0339, reader_cost=0.0002 | ETA 12:50:57
2020-11-06 02:04:52 [INFO] [TRAIN] epoch=95, iter=35270/80000, loss=0.2027, lr=0.005926, batch_cost=1.0380, reader_cost=0.0001 | ETA 12:53:48
2020-11-06 02:05:02 [INFO] [TRAIN] epoch=95, iter=35280/80000, loss=0.0751, lr=0.005925, batch_cost=1.0536, reader_cost=0.0001 | ETA 13:05:19
2020-11-06 02:05:13 [INFO] [TRAIN] epoch=95, iter=35290/80000, loss=0.1197, lr=0.005924, batch_cost=1.0417, reader_cost=0.0001 | ETA 12:56:13
2020-11-06 02:05:23 [INFO] [TRAIN] epoch=95, iter=35300/80000, loss=0.1049, lr=0.005922, batch_cost=1.0337, reader_cost=0.0001 | ETA 12:50:07
2020-11-06 02:05:33 [INFO] [TRAIN] epoch=95, iter=35310/80000, loss=0.1181, lr=0.005921, batch_cost=1.0182, reader_cost=0.0001 | ETA 12:38:22
2020-11-06 02:05:43 [INFO] [TRAIN] epoch=95, iter=35320/80000, loss=0.1149, lr=0.005920, batch_cost=1.0370, reader_cost=0.0001 | ETA 12:52:14
2020-11-06 02:05:54 [INFO] [TRAIN] epoch=95, iter=35330/80000, loss=0.1259, lr=0.005919, batch_cost=1.0253, reader_cost=0.0001 | ETA 12:43:22
2020-11-06 02:06:03 [INFO] [TRAIN] epoch=95, iter=35340/80000, loss=0.1280, lr=0.005918, batch_cost=0.9701, reader_cost=0.0001 | ETA 12:02:02
2020-11-06 02:06:15 [INFO] [TRAIN] epoch=96, iter=35350/80000, loss=0.1482, lr=0.005917, batch_cost=1.1709, reader_cost=0.0943 | ETA 14:31:21
2020-11-06 02:06:25 [INFO] [TRAIN] epoch=96, iter=35360/80000, loss=0.2956, lr=0.005915, batch_cost=0.9772, reader_cost=0.0004 | ETA 12:07:02
2020-11-06 02:06:35 [INFO] [TRAIN] epoch=96, iter=35370/80000, loss=0.1009, lr=0.005914, batch_cost=0.9933, reader_cost=0.0001 | ETA 12:18:50
2020-11-06 02:06:45 [INFO] [TRAIN] epoch=96, iter=35380/80000, loss=0.1521, lr=0.005913, batch_cost=0.9822, reader_cost=0.0001 | ETA 12:10:27
2020-11-06 02:06:55 [INFO] [TRAIN] epoch=96, iter=35390/80000, loss=0.1133, lr=0.005912, batch_cost=0.9849, reader_cost=0.0001 | ETA 12:12:18
2020-11-06 02:07:04 [INFO] [TRAIN] epoch=96, iter=35400/80000, loss=0.1329, lr=0.005911, batch_cost=0.9801, reader_cost=0.0001 | ETA 12:08:33
2020-11-06 02:07:14 [INFO] [TRAIN] epoch=96, iter=35410/80000, loss=0.1510, lr=0.005909, batch_cost=0.9778, reader_cost=0.0001 | ETA 12:06:40
2020-11-06 02:07:24 [INFO] [TRAIN] epoch=96, iter=35420/80000, loss=0.1398, lr=0.005908, batch_cost=0.9788, reader_cost=0.0001 | ETA 12:07:15
2020-11-06 02:07:34 [INFO] [TRAIN] epoch=96, iter=35430/80000, loss=0.1023, lr=0.005907, batch_cost=0.9824, reader_cost=0.0001 | ETA 12:09:45
2020-11-06 02:07:44 [INFO] [TRAIN] epoch=96, iter=35440/80000, loss=0.0956, lr=0.005906, batch_cost=0.9798, reader_cost=0.0001 | ETA 12:07:39
2020-11-06 02:07:53 [INFO] [TRAIN] epoch=96, iter=35450/80000, loss=0.0894, lr=0.005905, batch_cost=0.9812, reader_cost=0.0001 | ETA 12:08:32
2020-11-06 02:08:03 [INFO] [TRAIN] epoch=96, iter=35460/80000, loss=0.1065, lr=0.005903, batch_cost=0.9816, reader_cost=0.0001 | ETA 12:08:39
2020-11-06 02:08:13 [INFO] [TRAIN] epoch=96, iter=35470/80000, loss=0.1166, lr=0.005902, batch_cost=0.9793, reader_cost=0.0001 | ETA 12:06:46
2020-11-06 02:08:23 [INFO] [TRAIN] epoch=96, iter=35480/80000, loss=0.2395, lr=0.005901, batch_cost=0.9790, reader_cost=0.0001 | ETA 12:06:27
2020-11-06 02:08:33 [INFO] [TRAIN] epoch=96, iter=35490/80000, loss=0.0903, lr=0.005900, batch_cost=1.0051, reader_cost=0.0001 | ETA 12:25:35
2020-11-06 02:08:43 [INFO] [TRAIN] epoch=96, iter=35500/80000, loss=0.1020, lr=0.005899, batch_cost=0.9823, reader_cost=0.0001 | ETA 12:08:32
2020-11-06 02:08:52 [INFO] [TRAIN] epoch=96, iter=35510/80000, loss=0.1342, lr=0.005897, batch_cost=0.9862, reader_cost=0.0001 | ETA 12:11:15
2020-11-06 02:09:02 [INFO] [TRAIN] epoch=96, iter=35520/80000, loss=0.0926, lr=0.005896, batch_cost=0.9904, reader_cost=0.0001 | ETA 12:14:14
2020-11-06 02:09:12 [INFO] [TRAIN] epoch=96, iter=35530/80000, loss=0.1160, lr=0.005895, batch_cost=0.9889, reader_cost=0.0001 | ETA 12:12:56
2020-11-06 02:09:22 [INFO] [TRAIN] epoch=96, iter=35540/80000, loss=0.1412, lr=0.005894, batch_cost=0.9889, reader_cost=0.0001 | ETA 12:12:45
2020-11-06 02:09:32 [INFO] [TRAIN] epoch=96, iter=35550/80000, loss=0.0787, lr=0.005893, batch_cost=0.9887, reader_cost=0.0001 | ETA 12:12:26
2020-11-06 02:09:42 [INFO] [TRAIN] epoch=96, iter=35560/80000, loss=0.1211, lr=0.005891, batch_cost=0.9940, reader_cost=0.0001 | ETA 12:16:14
2020-11-06 02:09:52 [INFO] [TRAIN] epoch=96, iter=35570/80000, loss=0.1067, lr=0.005890, batch_cost=1.0295, reader_cost=0.0001 | ETA 12:42:20
2020-11-06 02:10:02 [INFO] [TRAIN] epoch=96, iter=35580/80000, loss=0.1040, lr=0.005889, batch_cost=1.0189, reader_cost=0.0001 | ETA 12:34:19
2020-11-06 02:10:13 [INFO] [TRAIN] epoch=96, iter=35590/80000, loss=0.0910, lr=0.005888, batch_cost=1.0071, reader_cost=0.0001 | ETA 12:25:26
2020-11-06 02:10:22 [INFO] [TRAIN] epoch=96, iter=35600/80000, loss=0.2023, lr=0.005887, batch_cost=0.9844, reader_cost=0.0001 | ETA 12:08:27
2020-11-06 02:10:32 [INFO] [TRAIN] epoch=96, iter=35610/80000, loss=0.1273, lr=0.005886, batch_cost=0.9971, reader_cost=0.0001 | ETA 12:17:40
2020-11-06 02:10:43 [INFO] [TRAIN] epoch=96, iter=35620/80000, loss=0.1447, lr=0.005884, batch_cost=1.0226, reader_cost=0.0001 | ETA 12:36:23
2020-11-06 02:10:53 [INFO] [TRAIN] epoch=96, iter=35630/80000, loss=0.1265, lr=0.005883, batch_cost=1.0394, reader_cost=0.0001 | ETA 12:48:36
2020-11-06 02:11:03 [INFO] [TRAIN] epoch=96, iter=35640/80000, loss=0.1126, lr=0.005882, batch_cost=1.0054, reader_cost=0.0001 | ETA 12:23:20
2020-11-06 02:11:13 [INFO] [TRAIN] epoch=96, iter=35650/80000, loss=0.0969, lr=0.005881, batch_cost=0.9800, reader_cost=0.0002 | ETA 12:04:25
2020-11-06 02:11:23 [INFO] [TRAIN] epoch=96, iter=35660/80000, loss=0.0688, lr=0.005880, batch_cost=1.0056, reader_cost=0.0001 | ETA 12:23:07
2020-11-06 02:11:33 [INFO] [TRAIN] epoch=96, iter=35670/80000, loss=0.1056, lr=0.005878, batch_cost=1.0264, reader_cost=0.0001 | ETA 12:38:22
2020-11-06 02:11:43 [INFO] [TRAIN] epoch=96, iter=35680/80000, loss=0.1363, lr=0.005877, batch_cost=1.0219, reader_cost=0.0001 | ETA 12:34:49
2020-11-06 02:11:54 [INFO] [TRAIN] epoch=96, iter=35690/80000, loss=0.0960, lr=0.005876, batch_cost=1.0444, reader_cost=0.0001 | ETA 12:51:18
2020-11-06 02:12:04 [INFO] [TRAIN] epoch=96, iter=35700/80000, loss=0.1145, lr=0.005875, batch_cost=1.0194, reader_cost=0.0001 | ETA 12:32:38
2020-11-06 02:12:14 [INFO] [TRAIN] epoch=96, iter=35710/80000, loss=0.1233, lr=0.005874, batch_cost=0.9933, reader_cost=0.0001 | ETA 12:13:15
2020-11-06 02:12:26 [INFO] [TRAIN] epoch=97, iter=35720/80000, loss=0.1492, lr=0.005872, batch_cost=1.1730, reader_cost=0.0997 | ETA 14:25:39
2020-11-06 02:12:36 [INFO] [TRAIN] epoch=97, iter=35730/80000, loss=0.1062, lr=0.005871, batch_cost=0.9874, reader_cost=0.0004 | ETA 12:08:30
2020-11-06 02:12:45 [INFO] [TRAIN] epoch=97, iter=35740/80000, loss=0.1044, lr=0.005870, batch_cost=0.9867, reader_cost=0.0001 | ETA 12:07:51
2020-11-06 02:12:56 [INFO] [TRAIN] epoch=97, iter=35750/80000, loss=0.1481, lr=0.005869, batch_cost=1.0104, reader_cost=0.0001 | ETA 12:25:10
2020-11-06 02:13:06 [INFO] [TRAIN] epoch=97, iter=35760/80000, loss=0.1390, lr=0.005868, batch_cost=1.0490, reader_cost=0.0001 | ETA 12:53:27
2020-11-06 02:13:16 [INFO] [TRAIN] epoch=97, iter=35770/80000, loss=0.1793, lr=0.005866, batch_cost=1.0028, reader_cost=0.0001 | ETA 12:19:11
2020-11-06 02:13:26 [INFO] [TRAIN] epoch=97, iter=35780/80000, loss=0.1196, lr=0.005865, batch_cost=0.9907, reader_cost=0.0002 | ETA 12:10:10
2020-11-06 02:13:36 [INFO] [TRAIN] epoch=97, iter=35790/80000, loss=0.1339, lr=0.005864, batch_cost=1.0115, reader_cost=0.0002 | ETA 12:25:18
2020-11-06 02:13:46 [INFO] [TRAIN] epoch=97, iter=35800/80000, loss=0.0802, lr=0.005863, batch_cost=1.0414, reader_cost=0.0001 | ETA 12:47:11
2020-11-06 02:13:57 [INFO] [TRAIN] epoch=97, iter=35810/80000, loss=0.1066, lr=0.005862, batch_cost=1.0206, reader_cost=0.0001 | ETA 12:31:39
2020-11-06 02:14:07 [INFO] [TRAIN] epoch=97, iter=35820/80000, loss=0.1190, lr=0.005860, batch_cost=0.9895, reader_cost=0.0001 | ETA 12:08:36
2020-11-06 02:14:17 [INFO] [TRAIN] epoch=97, iter=35830/80000, loss=0.1016, lr=0.005859, batch_cost=0.9926, reader_cost=0.0001 | ETA 12:10:44
2020-11-06 02:14:26 [INFO] [TRAIN] epoch=97, iter=35840/80000, loss=0.0930, lr=0.005858, batch_cost=0.9938, reader_cost=0.0001 | ETA 12:11:24
2020-11-06 02:14:36 [INFO] [TRAIN] epoch=97, iter=35850/80000, loss=0.1873, lr=0.005857, batch_cost=0.9865, reader_cost=0.0001 | ETA 12:05:52
2020-11-06 02:14:46 [INFO] [TRAIN] epoch=97, iter=35860/80000, loss=0.1097, lr=0.005856, batch_cost=0.9817, reader_cost=0.0001 | ETA 12:02:12
2020-11-06 02:14:56 [INFO] [TRAIN] epoch=97, iter=35870/80000, loss=0.0827, lr=0.005854, batch_cost=0.9790, reader_cost=0.0001 | ETA 12:00:04
2020-11-06 02:15:06 [INFO] [TRAIN] epoch=97, iter=35880/80000, loss=0.0888, lr=0.005853, batch_cost=0.9844, reader_cost=0.0001 | ETA 12:03:50
2020-11-06 02:15:16 [INFO] [TRAIN] epoch=97, iter=35890/80000, loss=0.1038, lr=0.005852, batch_cost=0.9859, reader_cost=0.0001 | ETA 12:04:48
2020-11-06 02:15:26 [INFO] [TRAIN] epoch=97, iter=35900/80000, loss=0.1317, lr=0.005851, batch_cost=0.9887, reader_cost=0.0002 | ETA 12:06:40
2020-11-06 02:15:35 [INFO] [TRAIN] epoch=97, iter=35910/80000, loss=0.1081, lr=0.005850, batch_cost=0.9938, reader_cost=0.0001 | ETA 12:10:18
2020-11-06 02:15:46 [INFO] [TRAIN] epoch=97, iter=35920/80000, loss=0.0591, lr=0.005849, batch_cost=1.0290, reader_cost=0.0001 | ETA 12:35:56
2020-11-06 02:15:56 [INFO] [TRAIN] epoch=97, iter=35930/80000, loss=0.1239, lr=0.005847, batch_cost=0.9849, reader_cost=0.0001 | ETA 12:03:24
2020-11-06 02:16:05 [INFO] [TRAIN] epoch=97, iter=35940/80000, loss=0.0688, lr=0.005846, batch_cost=0.9902, reader_cost=0.0001 | ETA 12:07:06
2020-11-06 02:16:15 [INFO] [TRAIN] epoch=97, iter=35950/80000, loss=0.0764, lr=0.005845, batch_cost=0.9832, reader_cost=0.0001 | ETA 12:01:48
2020-11-06 02:16:25 [INFO] [TRAIN] epoch=97, iter=35960/80000, loss=0.0966, lr=0.005844, batch_cost=0.9841, reader_cost=0.0001 | ETA 12:02:17
2020-11-06 02:16:35 [INFO] [TRAIN] epoch=97, iter=35970/80000, loss=0.0937, lr=0.005843, batch_cost=0.9942, reader_cost=0.0001 | ETA 12:09:35
2020-11-06 02:16:45 [INFO] [TRAIN] epoch=97, iter=35980/80000, loss=0.1307, lr=0.005841, batch_cost=0.9834, reader_cost=0.0001 | ETA 12:01:31
2020-11-06 02:16:55 [INFO] [TRAIN] epoch=97, iter=35990/80000, loss=0.1519, lr=0.005840, batch_cost=0.9949, reader_cost=0.0001 | ETA 12:09:46
2020-11-06 02:17:05 [INFO] [TRAIN] epoch=97, iter=36000/80000, loss=0.0872, lr=0.005839, batch_cost=0.9868, reader_cost=0.0001 | ETA 12:03:39
2020-11-06 02:17:09 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 02:22:19 [INFO] [EVAL] #Images=500 mIoU=0.7916 Acc=0.9629 Kappa=0.9519
2020-11-06 02:22:19 [INFO] [EVAL] Category IoU:
[0.9826 0.8585 0.9283 0.5391 0.6141 0.6719 0.7201 0.8005 0.9274 0.6516
0.951 0.8311 0.6507 0.9555 0.8258 0.8983 0.7689 0.6823 0.7826]
2020-11-06 02:22:19 [INFO] [EVAL] Category Acc:
[0.9928 0.9078 0.9556 0.8492 0.8545 0.8313 0.8315 0.9088 0.9585 0.842
0.9737 0.9047 0.7479 0.9785 0.88 0.95 0.9637 0.8691 0.8513]
2020-11-06 02:22:19 [INFO] [EVAL] The model with the best validation mIoU (0.7917) was saved at iter 26000.
2020-11-06 02:22:28 [INFO] [TRAIN] epoch=97, iter=36010/80000, loss=0.1552, lr=0.005838, batch_cost=0.9702, reader_cost=0.0001 | ETA 11:51:18
2020-11-06 02:22:38 [INFO] [TRAIN] epoch=97, iter=36020/80000, loss=0.1034, lr=0.005837, batch_cost=0.9713, reader_cost=0.0001 | ETA 11:51:59
2020-11-06 02:22:48 [INFO] [TRAIN] epoch=97, iter=36030/80000, loss=0.0766, lr=0.005835, batch_cost=0.9710, reader_cost=0.0001 | ETA 11:51:34
2020-11-06 02:22:58 [INFO] [TRAIN] epoch=97, iter=36040/80000, loss=0.1008, lr=0.005834, batch_cost=0.9704, reader_cost=0.0001 | ETA 11:50:58
2020-11-06 02:23:07 [INFO] [TRAIN] epoch=97, iter=36050/80000, loss=0.1089, lr=0.005833, batch_cost=0.9862, reader_cost=0.0001 | ETA 12:02:22
2020-11-06 02:23:17 [INFO] [TRAIN] epoch=97, iter=36060/80000, loss=0.1054, lr=0.005832, batch_cost=0.9793, reader_cost=0.0002 | ETA 11:57:12
2020-11-06 02:23:27 [INFO] [TRAIN] epoch=97, iter=36070/80000, loss=0.1293, lr=0.005831, batch_cost=0.9817, reader_cost=0.0002 | ETA 11:58:46
2020-11-06 02:23:37 [INFO] [TRAIN] epoch=97, iter=36080/80000, loss=0.1301, lr=0.005829, batch_cost=0.9780, reader_cost=0.0001 | ETA 11:55:55
2020-11-06 02:23:48 [INFO] [TRAIN] epoch=98, iter=36090/80000, loss=0.1036, lr=0.005828, batch_cost=1.1550, reader_cost=0.1705 | ETA 14:05:15
2020-11-06 02:23:58 [INFO] [TRAIN] epoch=98, iter=36100/80000, loss=0.1088, lr=0.005827, batch_cost=0.9848, reader_cost=0.0020 | ETA 12:00:31
2020-11-06 02:24:08 [INFO] [TRAIN] epoch=98, iter=36110/80000, loss=0.1264, lr=0.005826, batch_cost=0.9782, reader_cost=0.0001 | ETA 11:55:34
2020-11-06 02:24:18 [INFO] [TRAIN] epoch=98, iter=36120/80000, loss=0.1138, lr=0.005825, batch_cost=0.9831, reader_cost=0.0001 | ETA 11:58:58
2020-11-06 02:24:28 [INFO] [TRAIN] epoch=98, iter=36130/80000, loss=0.0823, lr=0.005823, batch_cost=0.9866, reader_cost=0.0001 | ETA 12:01:22
2020-11-06 02:24:38 [INFO] [TRAIN] epoch=98, iter=36140/80000, loss=0.1734, lr=0.005822, batch_cost=1.0385, reader_cost=0.0001 | ETA 12:39:06
2020-11-06 02:24:48 [INFO] [TRAIN] epoch=98, iter=36150/80000, loss=0.1039, lr=0.005821, batch_cost=1.0072, reader_cost=0.0001 | ETA 12:16:07
2020-11-06 02:24:58 [INFO] [TRAIN] epoch=98, iter=36160/80000, loss=0.1310, lr=0.005820, batch_cost=0.9843, reader_cost=0.0001 | ETA 11:59:10
2020-11-06 02:25:08 [INFO] [TRAIN] epoch=98, iter=36170/80000, loss=0.1018, lr=0.005819, batch_cost=0.9832, reader_cost=0.0001 | ETA 11:58:12
2020-11-06 02:25:18 [INFO] [TRAIN] epoch=98, iter=36180/80000, loss=0.1334, lr=0.005817, batch_cost=0.9876, reader_cost=0.0002 | ETA 12:01:17
2020-11-06 02:25:28 [INFO] [TRAIN] epoch=98, iter=36190/80000, loss=0.0907, lr=0.005816, batch_cost=0.9842, reader_cost=0.0010 | ETA 11:58:38
2020-11-06 02:25:37 [INFO] [TRAIN] epoch=98, iter=36200/80000, loss=0.1032, lr=0.005815, batch_cost=0.9870, reader_cost=0.0001 | ETA 12:00:30
2020-11-06 02:25:47 [INFO] [TRAIN] epoch=98, iter=36210/80000, loss=0.1049, lr=0.005814, batch_cost=0.9848, reader_cost=0.0001 | ETA 11:58:43
2020-11-06 02:25:57 [INFO] [TRAIN] epoch=98, iter=36220/80000, loss=0.1103, lr=0.005813, batch_cost=0.9828, reader_cost=0.0001 | ETA 11:57:08
2020-11-06 02:26:07 [INFO] [TRAIN] epoch=98, iter=36230/80000, loss=0.1286, lr=0.005811, batch_cost=0.9817, reader_cost=0.0001 | ETA 11:56:07
2020-11-06 02:26:17 [INFO] [TRAIN] epoch=98, iter=36240/80000, loss=0.0901, lr=0.005810, batch_cost=0.9792, reader_cost=0.0011 | ETA 11:54:08
2020-11-06 02:26:27 [INFO] [TRAIN] epoch=98, iter=36250/80000, loss=0.1199, lr=0.005809, batch_cost=0.9783, reader_cost=0.0001 | ETA 11:53:21
2020-11-06 02:26:36 [INFO] [TRAIN] epoch=98, iter=36260/80000, loss=0.0958, lr=0.005808, batch_cost=0.9793, reader_cost=0.0002 | ETA 11:53:55
2020-11-06 02:26:46 [INFO] [TRAIN] epoch=98, iter=36270/80000, loss=0.1334, lr=0.005807, batch_cost=0.9788, reader_cost=0.0001 | ETA 11:53:21
2020-11-06 02:26:56 [INFO] [TRAIN] epoch=98, iter=36280/80000, loss=0.1511, lr=0.005806, batch_cost=0.9842, reader_cost=0.0002 | ETA 11:57:09
2020-11-06 02:27:06 [INFO] [TRAIN] epoch=98, iter=36290/80000, loss=0.0656, lr=0.005804, batch_cost=0.9837, reader_cost=0.0002 | ETA 11:56:35
2020-11-06 02:27:16 [INFO] [TRAIN] epoch=98, iter=36300/80000, loss=0.0936, lr=0.005803, batch_cost=0.9828, reader_cost=0.0002 | ETA 11:55:47
2020-11-06 02:27:25 [INFO] [TRAIN] epoch=98, iter=36310/80000, loss=0.0786, lr=0.005802, batch_cost=0.9801, reader_cost=0.0002 | ETA 11:53:39
2020-11-06 02:27:35 [INFO] [TRAIN] epoch=98, iter=36320/80000, loss=0.0668, lr=0.005801, batch_cost=0.9876, reader_cost=0.0001 | ETA 11:58:59
2020-11-06 02:27:45 [INFO] [TRAIN] epoch=98, iter=36330/80000, loss=0.0973, lr=0.005800, batch_cost=0.9791, reader_cost=0.0001 | ETA 11:52:37
2020-11-06 02:27:55 [INFO] [TRAIN] epoch=98, iter=36340/80000, loss=0.0877, lr=0.005798, batch_cost=0.9783, reader_cost=0.0002 | ETA 11:51:52
2020-11-06 02:28:05 [INFO] [TRAIN] epoch=98, iter=36350/80000, loss=0.1095, lr=0.005797, batch_cost=0.9878, reader_cost=0.0001 | ETA 11:58:36
2020-11-06 02:28:15 [INFO] [TRAIN] epoch=98, iter=36360/80000, loss=0.3188, lr=0.005796, batch_cost=0.9808, reader_cost=0.0001 | ETA 11:53:20
2020-11-06 02:28:24 [INFO] [TRAIN] epoch=98, iter=36370/80000, loss=0.1303, lr=0.005795, batch_cost=0.9828, reader_cost=0.0002 | ETA 11:54:39
2020-11-06 02:28:34 [INFO] [TRAIN] epoch=98, iter=36380/80000, loss=0.0929, lr=0.005794, batch_cost=0.9819, reader_cost=0.0001 | ETA 11:53:48
2020-11-06 02:28:44 [INFO] [TRAIN] epoch=98, iter=36390/80000, loss=0.1160, lr=0.005792, batch_cost=0.9782, reader_cost=0.0002 | ETA 11:51:00
2020-11-06 02:28:54 [INFO] [TRAIN] epoch=98, iter=36400/80000, loss=0.0811, lr=0.005791, batch_cost=0.9809, reader_cost=0.0001 | ETA 11:52:47
2020-11-06 02:29:04 [INFO] [TRAIN] epoch=98, iter=36410/80000, loss=0.0956, lr=0.005790, batch_cost=0.9764, reader_cost=0.0002 | ETA 11:49:23
2020-11-06 02:29:13 [INFO] [TRAIN] epoch=98, iter=36420/80000, loss=0.1191, lr=0.005789, batch_cost=0.9916, reader_cost=0.0001 | ETA 12:00:13
2020-11-06 02:29:23 [INFO] [TRAIN] epoch=98, iter=36430/80000, loss=0.0932, lr=0.005788, batch_cost=0.9825, reader_cost=0.0002 | ETA 11:53:26
2020-11-06 02:29:33 [INFO] [TRAIN] epoch=98, iter=36440/80000, loss=0.1316, lr=0.005786, batch_cost=0.9895, reader_cost=0.0001 | ETA 11:58:23
2020-11-06 02:29:43 [INFO] [TRAIN] epoch=98, iter=36450/80000, loss=0.1563, lr=0.005785, batch_cost=1.0190, reader_cost=0.0001 | ETA 12:19:38
2020-11-06 02:29:55 [INFO] [TRAIN] epoch=99, iter=36460/80000, loss=0.1549, lr=0.005784, batch_cost=1.1671, reader_cost=0.0971 | ETA 14:06:55
2020-11-06 02:30:05 [INFO] [TRAIN] epoch=99, iter=36470/80000, loss=0.1648, lr=0.005783, batch_cost=0.9894, reader_cost=0.0005 | ETA 11:57:50
2020-11-06 02:30:15 [INFO] [TRAIN] epoch=99, iter=36480/80000, loss=0.1514, lr=0.005782, batch_cost=0.9880, reader_cost=0.0002 | ETA 11:56:36
2020-11-06 02:30:25 [INFO] [TRAIN] epoch=99, iter=36490/80000, loss=0.0944, lr=0.005780, batch_cost=0.9843, reader_cost=0.0001 | ETA 11:53:44
2020-11-06 02:30:35 [INFO] [TRAIN] epoch=99, iter=36500/80000, loss=0.1076, lr=0.005779, batch_cost=0.9877, reader_cost=0.0001 | ETA 11:56:03
2020-11-06 02:30:44 [INFO] [TRAIN] epoch=99, iter=36510/80000, loss=0.1522, lr=0.005778, batch_cost=0.9848, reader_cost=0.0001 | ETA 11:53:47
2020-11-06 02:30:54 [INFO] [TRAIN] epoch=99, iter=36520/80000, loss=0.0810, lr=0.005777, batch_cost=0.9892, reader_cost=0.0002 | ETA 11:56:51
2020-11-06 02:31:04 [INFO] [TRAIN] epoch=99, iter=36530/80000, loss=0.1402, lr=0.005776, batch_cost=1.0013, reader_cost=0.0001 | ETA 12:05:27
2020-11-06 02:31:14 [INFO] [TRAIN] epoch=99, iter=36540/80000, loss=0.0923, lr=0.005774, batch_cost=1.0013, reader_cost=0.0002 | ETA 12:05:15
2020-11-06 02:31:24 [INFO] [TRAIN] epoch=99, iter=36550/80000, loss=0.1499, lr=0.005773, batch_cost=1.0043, reader_cost=0.0001 | ETA 12:07:15
2020-11-06 02:31:34 [INFO] [TRAIN] epoch=99, iter=36560/80000, loss=0.0925, lr=0.005772, batch_cost=1.0125, reader_cost=0.0001 | ETA 12:13:01
2020-11-06 02:31:45 [INFO] [TRAIN] epoch=99, iter=36570/80000, loss=0.1196, lr=0.005771, batch_cost=1.0038, reader_cost=0.0001 | ETA 12:06:34
2020-11-06 02:31:55 [INFO] [TRAIN] epoch=99, iter=36580/80000, loss=0.0834, lr=0.005770, batch_cost=1.0085, reader_cost=0.0001 | ETA 12:09:50
2020-11-06 02:32:05 [INFO] [TRAIN] epoch=99, iter=36590/80000, loss=0.0969, lr=0.005768, batch_cost=0.9957, reader_cost=0.0001 | ETA 12:00:24
2020-11-06 02:32:15 [INFO] [TRAIN] epoch=99, iter=36600/80000, loss=0.0923, lr=0.005767, batch_cost=0.9963, reader_cost=0.0001 | ETA 12:00:40
2020-11-06 02:32:24 [INFO] [TRAIN] epoch=99, iter=36610/80000, loss=0.0920, lr=0.005766, batch_cost=0.9895, reader_cost=0.0001 | ETA 11:55:35
2020-11-06 02:32:34 [INFO] [TRAIN] epoch=99, iter=36620/80000, loss=0.1235, lr=0.005765, batch_cost=0.9937, reader_cost=0.0001 | ETA 11:58:28
2020-11-06 02:32:44 [INFO] [TRAIN] epoch=99, iter=36630/80000, loss=0.1006, lr=0.005764, batch_cost=0.9920, reader_cost=0.0001 | ETA 11:57:01
2020-11-06 02:32:54 [INFO] [TRAIN] epoch=99, iter=36640/80000, loss=0.1362, lr=0.005762, batch_cost=0.9980, reader_cost=0.0001 | ETA 12:01:11
2020-11-06 02:33:04 [INFO] [TRAIN] epoch=99, iter=36650/80000, loss=0.0940, lr=0.005761, batch_cost=0.9949, reader_cost=0.0001 | ETA 11:58:50
2020-11-06 02:33:14 [INFO] [TRAIN] epoch=99, iter=36660/80000, loss=0.0926, lr=0.005760, batch_cost=0.9999, reader_cost=0.0001 | ETA 12:02:17
2020-11-06 02:33:24 [INFO] [TRAIN] epoch=99, iter=36670/80000, loss=0.0640, lr=0.005759, batch_cost=0.9987, reader_cost=0.0001 | ETA 12:01:11
2020-11-06 02:33:34 [INFO] [TRAIN] epoch=99, iter=36680/80000, loss=0.1167, lr=0.005758, batch_cost=0.9975, reader_cost=0.0001 | ETA 12:00:09
2020-11-06 02:33:44 [INFO] [TRAIN] epoch=99, iter=36690/80000, loss=0.0778, lr=0.005756, batch_cost=0.9946, reader_cost=0.0001 | ETA 11:57:58
2020-11-06 02:33:54 [INFO] [TRAIN] epoch=99, iter=36700/80000, loss=0.1008, lr=0.005755, batch_cost=0.9912, reader_cost=0.0001 | ETA 11:55:17
2020-11-06 02:34:04 [INFO] [TRAIN] epoch=99, iter=36710/80000, loss=0.0827, lr=0.005754, batch_cost=0.9888, reader_cost=0.0002 | ETA 11:53:25
2020-11-06 02:34:14 [INFO] [TRAIN] epoch=99, iter=36720/80000, loss=0.0894, lr=0.005753, batch_cost=1.0086, reader_cost=0.0001 | ETA 12:07:34
2020-11-06 02:34:24 [INFO] [TRAIN] epoch=99, iter=36730/80000, loss=0.1114, lr=0.005752, batch_cost=0.9867, reader_cost=0.0002 | ETA 11:51:34
2020-11-06 02:34:34 [INFO] [TRAIN] epoch=99, iter=36740/80000, loss=0.1231, lr=0.005751, batch_cost=0.9869, reader_cost=0.0002 | ETA 11:51:34
2020-11-06 02:34:44 [INFO] [TRAIN] epoch=99, iter=36750/80000, loss=0.0939, lr=0.005749, batch_cost=0.9913, reader_cost=0.0001 | ETA 11:54:33
2020-11-06 02:34:55 [INFO] [TRAIN] epoch=99, iter=36760/80000, loss=0.0980, lr=0.005748, batch_cost=1.1032, reader_cost=0.0001 | ETA 13:15:00
2020-11-06 02:35:05 [INFO] [TRAIN] epoch=99, iter=36770/80000, loss=0.0744, lr=0.005747, batch_cost=0.9877, reader_cost=0.0001 | ETA 11:51:39
2020-11-06 02:35:14 [INFO] [TRAIN] epoch=99, iter=36780/80000, loss=0.0973, lr=0.005746, batch_cost=0.9869, reader_cost=0.0001 | ETA 11:50:54
2020-11-06 02:35:24 [INFO] [TRAIN] epoch=99, iter=36790/80000, loss=0.1227, lr=0.005745, batch_cost=0.9899, reader_cost=0.0001 | ETA 11:52:55
2020-11-06 02:35:34 [INFO] [TRAIN] epoch=99, iter=36800/80000, loss=0.1074, lr=0.005743, batch_cost=0.9838, reader_cost=0.0001 | ETA 11:48:19
2020-11-06 02:35:44 [INFO] [TRAIN] epoch=99, iter=36810/80000, loss=0.1228, lr=0.005742, batch_cost=0.9890, reader_cost=0.0001 | ETA 11:51:57
2020-11-06 02:35:54 [INFO] [TRAIN] epoch=99, iter=36820/80000, loss=0.1146, lr=0.005741, batch_cost=0.9873, reader_cost=0.0001 | ETA 11:50:29
2020-11-06 02:36:06 [INFO] [TRAIN] epoch=100, iter=36830/80000, loss=0.1907, lr=0.005740, batch_cost=1.1695, reader_cost=0.0980 | ETA 14:01:28
2020-11-06 02:36:16 [INFO] [TRAIN] epoch=100, iter=36840/80000, loss=0.1098, lr=0.005739, batch_cost=0.9968, reader_cost=0.0005 | ETA 11:57:03
2020-11-06 02:36:25 [INFO] [TRAIN] epoch=100, iter=36850/80000, loss=0.1424, lr=0.005737, batch_cost=0.9862, reader_cost=0.0002 | ETA 11:49:13
2020-11-06 02:36:35 [INFO] [TRAIN] epoch=100, iter=36860/80000, loss=0.0815, lr=0.005736, batch_cost=0.9888, reader_cost=0.0001 | ETA 11:50:55
2020-11-06 02:36:45 [INFO] [TRAIN] epoch=100, iter=36870/80000, loss=0.1227, lr=0.005735, batch_cost=0.9902, reader_cost=0.0001 | ETA 11:51:48
2020-11-06 02:36:55 [INFO] [TRAIN] epoch=100, iter=36880/80000, loss=0.1264, lr=0.005734, batch_cost=0.9926, reader_cost=0.0001 | ETA 11:53:19
2020-11-06 02:37:05 [INFO] [TRAIN] epoch=100, iter=36890/80000, loss=0.1052, lr=0.005733, batch_cost=0.9924, reader_cost=0.0001 | ETA 11:53:03
2020-11-06 02:37:15 [INFO] [TRAIN] epoch=100, iter=36900/80000, loss=0.0930, lr=0.005731, batch_cost=0.9856, reader_cost=0.0001 | ETA 11:48:01
2020-11-06 02:37:25 [INFO] [TRAIN] epoch=100, iter=36910/80000, loss=0.1350, lr=0.005730, batch_cost=0.9753, reader_cost=0.0002 | ETA 11:40:24
2020-11-06 02:37:34 [INFO] [TRAIN] epoch=100, iter=36920/80000, loss=0.0722, lr=0.005729, batch_cost=0.9735, reader_cost=0.0001 | ETA 11:38:57
2020-11-06 02:37:44 [INFO] [TRAIN] epoch=100, iter=36930/80000, loss=0.1374, lr=0.005728, batch_cost=0.9751, reader_cost=0.0001 | ETA 11:39:58
2020-11-06 02:37:54 [INFO] [TRAIN] epoch=100, iter=36940/80000, loss=0.0811, lr=0.005727, batch_cost=1.0031, reader_cost=0.0001 | ETA 11:59:54
2020-11-06 02:38:04 [INFO] [TRAIN] epoch=100, iter=36950/80000, loss=0.1120, lr=0.005725, batch_cost=1.0173, reader_cost=0.0001 | ETA 12:09:56
2020-11-06 02:38:15 [INFO] [TRAIN] epoch=100, iter=36960/80000, loss=0.0808, lr=0.005724, batch_cost=1.0276, reader_cost=0.0002 | ETA 12:17:08
2020-11-06 02:38:25 [INFO] [TRAIN] epoch=100, iter=36970/80000, loss=0.1532, lr=0.005723, batch_cost=0.9894, reader_cost=0.0001 | ETA 11:49:35
2020-11-06 02:38:34 [INFO] [TRAIN] epoch=100, iter=36980/80000, loss=0.0899, lr=0.005722, batch_cost=0.9799, reader_cost=0.0001 | ETA 11:42:35
2020-11-06 02:38:44 [INFO] [TRAIN] epoch=100, iter=36990/80000, loss=0.1038, lr=0.005721, batch_cost=0.9842, reader_cost=0.0001 | ETA 11:45:30
2020-11-06 02:38:54 [INFO] [TRAIN] epoch=100, iter=37000/80000, loss=0.0900, lr=0.005719, batch_cost=0.9849, reader_cost=0.0001 | ETA 11:45:49
2020-11-06 02:39:05 [INFO] [TRAIN] epoch=100, iter=37010/80000, loss=0.1142, lr=0.005718, batch_cost=1.0513, reader_cost=0.0021 | ETA 12:33:15
2020-11-06 02:39:15 [INFO] [TRAIN] epoch=100, iter=37020/80000, loss=0.1305, lr=0.005717, batch_cost=1.0502, reader_cost=0.0001 | ETA 12:32:17
2020-11-06 02:39:26 [INFO] [TRAIN] epoch=100, iter=37030/80000, loss=0.0853, lr=0.005716, batch_cost=1.0527, reader_cost=0.0002 | ETA 12:33:54
2020-11-06 02:39:36 [INFO] [TRAIN] epoch=100, iter=37040/80000, loss=0.1007, lr=0.005715, batch_cost=1.0286, reader_cost=0.0001 | ETA 12:16:29
2020-11-06 02:39:46 [INFO] [TRAIN] epoch=100, iter=37050/80000, loss=0.1012, lr=0.005713, batch_cost=1.0320, reader_cost=0.0001 | ETA 12:18:43
2020-11-06 02:39:56 [INFO] [TRAIN] epoch=100, iter=37060/80000, loss=0.0987, lr=0.005712, batch_cost=1.0260, reader_cost=0.0001 | ETA 12:14:17
2020-11-06 02:40:07 [INFO] [TRAIN] epoch=100, iter=37070/80000, loss=0.0782, lr=0.005711, batch_cost=1.0316, reader_cost=0.0001 | ETA 12:18:05
2020-11-06 02:40:17 [INFO] [TRAIN] epoch=100, iter=37080/80000, loss=0.0863, lr=0.005710, batch_cost=1.0407, reader_cost=0.0001 | ETA 12:24:25
2020-11-06 02:40:27 [INFO] [TRAIN] epoch=100, iter=37090/80000, loss=0.0906, lr=0.005709, batch_cost=1.0120, reader_cost=0.0001 | ETA 12:03:46
2020-11-06 02:40:37 [INFO] [TRAIN] epoch=100, iter=37100/80000, loss=0.1206, lr=0.005707, batch_cost=0.9890, reader_cost=0.0001 | ETA 11:47:09
2020-11-06 02:40:47 [INFO] [TRAIN] epoch=100, iter=37110/80000, loss=0.1137, lr=0.005706, batch_cost=0.9947, reader_cost=0.0001 | ETA 11:51:01
2020-11-06 02:40:58 [INFO] [TRAIN] epoch=100, iter=37120/80000, loss=0.1120, lr=0.005705, batch_cost=1.0486, reader_cost=0.0001 | ETA 12:29:23
2020-11-06 02:41:08 [INFO] [TRAIN] epoch=100, iter=37130/80000, loss=0.1060, lr=0.005704, batch_cost=1.0488, reader_cost=0.0001 | ETA 12:29:22
2020-11-06 02:41:19 [INFO] [TRAIN] epoch=100, iter=37140/80000, loss=0.0667, lr=0.005703, batch_cost=1.1024, reader_cost=0.0013 | ETA 13:07:27
2020-11-06 02:41:30 [INFO] [TRAIN] epoch=100, iter=37150/80000, loss=0.0879, lr=0.005701, batch_cost=1.0651, reader_cost=0.0002 | ETA 12:40:38
2020-11-06 02:41:41 [INFO] [TRAIN] epoch=100, iter=37160/80000, loss=0.1180, lr=0.005700, batch_cost=1.1097, reader_cost=0.0001 | ETA 13:12:19
2020-11-06 02:41:51 [INFO] [TRAIN] epoch=100, iter=37170/80000, loss=0.1045, lr=0.005699, batch_cost=1.0444, reader_cost=0.0013 | ETA 12:25:30
2020-11-06 02:42:01 [INFO] [TRAIN] epoch=100, iter=37180/80000, loss=0.0793, lr=0.005698, batch_cost=0.9916, reader_cost=0.0010 | ETA 11:47:41
2020-11-06 02:42:11 [INFO] [TRAIN] epoch=100, iter=37190/80000, loss=0.1321, lr=0.005697, batch_cost=0.9945, reader_cost=0.0013 | ETA 11:49:36
2020-11-06 02:42:21 [INFO] [TRAIN] epoch=100, iter=37200/80000, loss=0.1012, lr=0.005695, batch_cost=0.9738, reader_cost=0.0001 | ETA 11:34:39
2020-11-06 02:42:33 [INFO] [TRAIN] epoch=101, iter=37210/80000, loss=0.0945, lr=0.005694, batch_cost=1.1669, reader_cost=0.1115 | ETA 13:52:13
2020-11-06 02:42:42 [INFO] [TRAIN] epoch=101, iter=37220/80000, loss=0.0983, lr=0.005693, batch_cost=0.9795, reader_cost=0.0004 | ETA 11:38:21
2020-11-06 02:42:52 [INFO] [TRAIN] epoch=101, iter=37230/80000, loss=0.0997, lr=0.005692, batch_cost=0.9822, reader_cost=0.0001 | ETA 11:40:08
2020-11-06 02:43:02 [INFO] [TRAIN] epoch=101, iter=37240/80000, loss=0.1342, lr=0.005691, batch_cost=0.9841, reader_cost=0.0001 | ETA 11:41:21
2020-11-06 02:43:12 [INFO] [TRAIN] epoch=101, iter=37250/80000, loss=0.0995, lr=0.005689, batch_cost=1.0101, reader_cost=0.0001 | ETA 11:59:41
2020-11-06 02:43:22 [INFO] [TRAIN] epoch=101, iter=37260/80000, loss=0.1212, lr=0.005688, batch_cost=1.0245, reader_cost=0.0001 | ETA 12:09:45
2020-11-06 02:43:32 [INFO] [TRAIN] epoch=101, iter=37270/80000, loss=0.1729, lr=0.005687, batch_cost=0.9807, reader_cost=0.0001 | ETA 11:38:25
2020-11-06 02:43:42 [INFO] [TRAIN] epoch=101, iter=37280/80000, loss=0.2047, lr=0.005686, batch_cost=0.9856, reader_cost=0.0001 | ETA 11:41:42
2020-11-06 02:43:52 [INFO] [TRAIN] epoch=101, iter=37290/80000, loss=0.0946, lr=0.005685, batch_cost=0.9877, reader_cost=0.0001 | ETA 11:43:02
2020-11-06 02:44:02 [INFO] [TRAIN] epoch=101, iter=37300/80000, loss=0.1060, lr=0.005683, batch_cost=0.9881, reader_cost=0.0001 | ETA 11:43:10
2020-11-06 02:44:12 [INFO] [TRAIN] epoch=101, iter=37310/80000, loss=0.1055, lr=0.005682, batch_cost=1.0029, reader_cost=0.0001 | ETA 11:53:31
2020-11-06 02:44:22 [INFO] [TRAIN] epoch=101, iter=37320/80000, loss=0.0922, lr=0.005681, batch_cost=1.0313, reader_cost=0.0001 | ETA 12:13:34
2020-11-06 02:44:33 [INFO] [TRAIN] epoch=101, iter=37330/80000, loss=0.1089, lr=0.005680, batch_cost=1.0872, reader_cost=0.0001 | ETA 12:53:11
2020-11-06 02:44:44 [INFO] [TRAIN] epoch=101, iter=37340/80000, loss=0.1117, lr=0.005679, batch_cost=1.0644, reader_cost=0.0001 | ETA 12:36:48
2020-11-06 02:44:54 [INFO] [TRAIN] epoch=101, iter=37350/80000, loss=0.1076, lr=0.005677, batch_cost=1.0600, reader_cost=0.0018 | ETA 12:33:27
2020-11-06 02:45:09 [INFO] [TRAIN] epoch=101, iter=37360/80000, loss=0.0898, lr=0.005676, batch_cost=1.5124, reader_cost=0.0001 | ETA 17:54:48
2020-11-06 02:45:21 [INFO] [TRAIN] epoch=101, iter=37370/80000, loss=0.0897, lr=0.005675, batch_cost=1.1129, reader_cost=0.0001 | ETA 13:10:41
2020-11-06 02:45:31 [INFO] [TRAIN] epoch=101, iter=37380/80000, loss=0.1004, lr=0.005674, batch_cost=1.0284, reader_cost=0.0001 | ETA 12:10:29
2020-11-06 02:45:41 [INFO] [TRAIN] epoch=101, iter=37390/80000, loss=0.1333, lr=0.005673, batch_cost=1.0498, reader_cost=0.0001 | ETA 12:25:32
2020-11-06 02:45:52 [INFO] [TRAIN] epoch=101, iter=37400/80000, loss=0.1067, lr=0.005671, batch_cost=1.0353, reader_cost=0.0001 | ETA 12:15:02
2020-11-06 02:46:03 [INFO] [TRAIN] epoch=101, iter=37410/80000, loss=0.0762, lr=0.005670, batch_cost=1.0918, reader_cost=0.0001 | ETA 12:55:00
2020-11-06 02:46:14 [INFO] [TRAIN] epoch=101, iter=37420/80000, loss=0.0849, lr=0.005669, batch_cost=1.1467, reader_cost=0.0001 | ETA 13:33:45
2020-11-06 02:46:25 [INFO] [TRAIN] epoch=101, iter=37430/80000, loss=0.0984, lr=0.005668, batch_cost=1.0823, reader_cost=0.0013 | ETA 12:47:51
2020-11-06 02:46:36 [INFO] [TRAIN] epoch=101, iter=37440/80000, loss=0.0979, lr=0.005667, batch_cost=1.0570, reader_cost=0.0014 | ETA 12:29:46
2020-11-06 02:46:46 [INFO] [TRAIN] epoch=101, iter=37450/80000, loss=0.0754, lr=0.005665, batch_cost=1.0442, reader_cost=0.0001 | ETA 12:20:32
2020-11-06 02:46:56 [INFO] [TRAIN] epoch=101, iter=37460/80000, loss=0.1028, lr=0.005664, batch_cost=1.0505, reader_cost=0.0001 | ETA 12:24:49
2020-11-06 02:47:07 [INFO] [TRAIN] epoch=101, iter=37470/80000, loss=0.1065, lr=0.005663, batch_cost=1.0644, reader_cost=0.0001 | ETA 12:34:27
2020-11-06 02:47:17 [INFO] [TRAIN] epoch=101, iter=37480/80000, loss=0.1639, lr=0.005662, batch_cost=1.0189, reader_cost=0.0001 | ETA 12:02:03
2020-11-06 02:47:27 [INFO] [TRAIN] epoch=101, iter=37490/80000, loss=0.0987, lr=0.005661, batch_cost=1.0159, reader_cost=0.0001 | ETA 11:59:45
2020-11-06 02:47:38 [INFO] [TRAIN] epoch=101, iter=37500/80000, loss=0.1289, lr=0.005660, batch_cost=1.0062, reader_cost=0.0001 | ETA 11:52:44
2020-11-06 02:47:48 [INFO] [TRAIN] epoch=101, iter=37510/80000, loss=0.1048, lr=0.005658, batch_cost=1.0057, reader_cost=0.0001 | ETA 11:52:11
2020-11-06 02:47:58 [INFO] [TRAIN] epoch=101, iter=37520/80000, loss=0.1012, lr=0.005657, batch_cost=1.0011, reader_cost=0.0001 | ETA 11:48:47
2020-11-06 02:48:07 [INFO] [TRAIN] epoch=101, iter=37530/80000, loss=0.1259, lr=0.005656, batch_cost=0.9868, reader_cost=0.0001 | ETA 11:38:31
2020-11-06 02:48:18 [INFO] [TRAIN] epoch=101, iter=37540/80000, loss=0.0972, lr=0.005655, batch_cost=1.0471, reader_cost=0.0001 | ETA 12:20:58
2020-11-06 02:48:28 [INFO] [TRAIN] epoch=101, iter=37550/80000, loss=0.1307, lr=0.005654, batch_cost=1.0235, reader_cost=0.0001 | ETA 12:04:08
2020-11-06 02:48:39 [INFO] [TRAIN] epoch=101, iter=37560/80000, loss=0.1502, lr=0.005652, batch_cost=1.0512, reader_cost=0.0001 | ETA 12:23:33
2020-11-06 02:48:49 [INFO] [TRAIN] epoch=101, iter=37570/80000, loss=0.1254, lr=0.005651, batch_cost=0.9948, reader_cost=0.0001 | ETA 11:43:31
2020-11-06 02:49:00 [INFO] [TRAIN] epoch=102, iter=37580/80000, loss=0.1044, lr=0.005650, batch_cost=1.1851, reader_cost=0.1052 | ETA 13:57:51
2020-11-06 02:49:10 [INFO] [TRAIN] epoch=102, iter=37590/80000, loss=0.1109, lr=0.005649, batch_cost=0.9907, reader_cost=0.0004 | ETA 11:40:14
2020-11-06 02:49:21 [INFO] [TRAIN] epoch=102, iter=37600/80000, loss=0.1021, lr=0.005648, batch_cost=1.0877, reader_cost=0.0002 | ETA 12:48:39
2020-11-06 02:49:32 [INFO] [TRAIN] epoch=102, iter=37610/80000, loss=0.0796, lr=0.005646, batch_cost=1.0597, reader_cost=0.0002 | ETA 12:28:40
2020-11-06 02:49:42 [INFO] [TRAIN] epoch=102, iter=37620/80000, loss=0.1209, lr=0.005645, batch_cost=1.0146, reader_cost=0.0001 | ETA 11:56:38
2020-11-06 02:49:52 [INFO] [TRAIN] epoch=102, iter=37630/80000, loss=0.1289, lr=0.005644, batch_cost=0.9895, reader_cost=0.0002 | ETA 11:38:43
2020-11-06 02:50:03 [INFO] [TRAIN] epoch=102, iter=37640/80000, loss=0.1095, lr=0.005643, batch_cost=1.0642, reader_cost=0.0002 | ETA 12:31:21
2020-11-06 02:50:13 [INFO] [TRAIN] epoch=102, iter=37650/80000, loss=0.1034, lr=0.005642, batch_cost=1.0518, reader_cost=0.0001 | ETA 12:22:25
2020-11-06 02:50:23 [INFO] [TRAIN] epoch=102, iter=37660/80000, loss=0.0888, lr=0.005640, batch_cost=0.9873, reader_cost=0.0001 | ETA 11:36:42
2020-11-06 02:50:33 [INFO] [TRAIN] epoch=102, iter=37670/80000, loss=0.1174, lr=0.005639, batch_cost=0.9915, reader_cost=0.0001 | ETA 11:39:30
2020-11-06 02:50:43 [INFO] [TRAIN] epoch=102, iter=37680/80000, loss=0.0865, lr=0.005638, batch_cost=0.9878, reader_cost=0.0002 | ETA 11:36:42
2020-11-06 02:50:53 [INFO] [TRAIN] epoch=102, iter=37690/80000, loss=0.1100, lr=0.005637, batch_cost=0.9981, reader_cost=0.0002 | ETA 11:43:48
2020-11-06 02:51:03 [INFO] [TRAIN] epoch=102, iter=37700/80000, loss=0.0913, lr=0.005636, batch_cost=0.9869, reader_cost=0.0001 | ETA 11:35:44
2020-11-06 02:51:13 [INFO] [TRAIN] epoch=102, iter=37710/80000, loss=0.0893, lr=0.005634, batch_cost=1.0316, reader_cost=0.0001 | ETA 12:07:07
2020-11-06 02:51:23 [INFO] [TRAIN] epoch=102, iter=37720/80000, loss=0.1061, lr=0.005633, batch_cost=0.9930, reader_cost=0.0001 | ETA 11:39:45
2020-11-06 02:51:33 [INFO] [TRAIN] epoch=102, iter=37730/80000, loss=0.0977, lr=0.005632, batch_cost=0.9963, reader_cost=0.0002 | ETA 11:41:54
2020-11-06 02:51:43 [INFO] [TRAIN] epoch=102, iter=37740/80000, loss=0.0956, lr=0.005631, batch_cost=0.9870, reader_cost=0.0002 | ETA 11:35:09
2020-11-06 02:51:53 [INFO] [TRAIN] epoch=102, iter=37750/80000, loss=0.1133, lr=0.005630, batch_cost=1.0118, reader_cost=0.0002 | ETA 11:52:30
2020-11-06 02:52:03 [INFO] [TRAIN] epoch=102, iter=37760/80000, loss=0.0642, lr=0.005628, batch_cost=1.0000, reader_cost=0.0001 | ETA 11:43:59
2020-11-06 02:52:13 [INFO] [TRAIN] epoch=102, iter=37770/80000, loss=0.1303, lr=0.005627, batch_cost=0.9974, reader_cost=0.0001 | ETA 11:41:59
2020-11-06 02:52:23 [INFO] [TRAIN] epoch=102, iter=37780/80000, loss=0.0532, lr=0.005626, batch_cost=0.9867, reader_cost=0.0002 | ETA 11:34:17
2020-11-06 02:52:33 [INFO] [TRAIN] epoch=102, iter=37790/80000, loss=0.1453, lr=0.005625, batch_cost=1.0210, reader_cost=0.0001 | ETA 11:58:17
2020-11-06 02:52:43 [INFO] [TRAIN] epoch=102, iter=37800/80000, loss=0.1045, lr=0.005624, batch_cost=0.9823, reader_cost=0.0001 | ETA 11:30:53
2020-11-06 02:52:53 [INFO] [TRAIN] epoch=102, iter=37810/80000, loss=0.0735, lr=0.005622, batch_cost=0.9854, reader_cost=0.0001 | ETA 11:32:53
2020-11-06 02:53:02 [INFO] [TRAIN] epoch=102, iter=37820/80000, loss=0.0876, lr=0.005621, batch_cost=0.9796, reader_cost=0.0001 | ETA 11:28:40
2020-11-06 02:53:12 [INFO] [TRAIN] epoch=102, iter=37830/80000, loss=0.0900, lr=0.005620, batch_cost=1.0153, reader_cost=0.0001 | ETA 11:53:34
2020-11-06 02:53:22 [INFO] [TRAIN] epoch=102, iter=37840/80000, loss=0.1491, lr=0.005619, batch_cost=0.9869, reader_cost=0.0002 | ETA 11:33:28
2020-11-06 02:53:32 [INFO] [TRAIN] epoch=102, iter=37850/80000, loss=0.1047, lr=0.005618, batch_cost=0.9848, reader_cost=0.0002 | ETA 11:31:47
2020-11-06 02:53:42 [INFO] [TRAIN] epoch=102, iter=37860/80000, loss=0.0959, lr=0.005616, batch_cost=0.9878, reader_cost=0.0002 | ETA 11:33:47
2020-11-06 02:53:52 [INFO] [TRAIN] epoch=102, iter=37870/80000, loss=0.0798, lr=0.005615, batch_cost=0.9884, reader_cost=0.0002 | ETA 11:34:00
2020-11-06 02:54:02 [INFO] [TRAIN] epoch=102, iter=37880/80000, loss=0.0818, lr=0.005614, batch_cost=0.9892, reader_cost=0.0002 | ETA 11:34:26
2020-11-06 02:54:12 [INFO] [TRAIN] epoch=102, iter=37890/80000, loss=0.0707, lr=0.005613, batch_cost=0.9866, reader_cost=0.0002 | ETA 11:32:27
2020-11-06 02:54:22 [INFO] [TRAIN] epoch=102, iter=37900/80000, loss=0.0826, lr=0.005612, batch_cost=0.9881, reader_cost=0.0002 | ETA 11:33:17
2020-11-06 02:54:32 [INFO] [TRAIN] epoch=102, iter=37910/80000, loss=0.1138, lr=0.005610, batch_cost=0.9925, reader_cost=0.0001 | ETA 11:36:14
2020-11-06 02:54:41 [INFO] [TRAIN] epoch=102, iter=37920/80000, loss=0.0806, lr=0.005609, batch_cost=0.9845, reader_cost=0.0001 | ETA 11:30:26
2020-11-06 02:54:51 [INFO] [TRAIN] epoch=102, iter=37930/80000, loss=0.1097, lr=0.005608, batch_cost=0.9879, reader_cost=0.0001 | ETA 11:32:39
2020-11-06 02:55:01 [INFO] [TRAIN] epoch=102, iter=37940/80000, loss=0.1568, lr=0.005607, batch_cost=1.0219, reader_cost=0.0001 | ETA 11:56:22
2020-11-06 02:55:13 [INFO] [TRAIN] epoch=103, iter=37950/80000, loss=0.1539, lr=0.005606, batch_cost=1.1584, reader_cost=0.1513 | ETA 13:31:51
2020-11-06 02:55:23 [INFO] [TRAIN] epoch=103, iter=37960/80000, loss=0.1044, lr=0.005604, batch_cost=0.9886, reader_cost=0.0005 | ETA 11:32:41
2020-11-06 02:55:33 [INFO] [TRAIN] epoch=103, iter=37970/80000, loss=0.1150, lr=0.005603, batch_cost=0.9890, reader_cost=0.0003 | ETA 11:32:49
2020-11-06 02:55:43 [INFO] [TRAIN] epoch=103, iter=37980/80000, loss=0.1230, lr=0.005602, batch_cost=0.9847, reader_cost=0.0001 | ETA 11:29:37
2020-11-06 02:55:53 [INFO] [TRAIN] epoch=103, iter=37990/80000, loss=0.1073, lr=0.005601, batch_cost=0.9934, reader_cost=0.0001 | ETA 11:35:33
2020-11-06 02:56:02 [INFO] [TRAIN] epoch=103, iter=38000/80000, loss=0.1748, lr=0.005600, batch_cost=0.9881, reader_cost=0.0001 | ETA 11:31:41
2020-11-06 02:56:07 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 03:01:16 [INFO] [EVAL] #Images=500 mIoU=0.7930 Acc=0.9623 Kappa=0.9510
2020-11-06 03:01:16 [INFO] [EVAL] Category IoU:
[0.9816 0.8475 0.931 0.5431 0.6343 0.6584 0.7278 0.802 0.9248 0.6211
0.9507 0.8372 0.6582 0.9538 0.7924 0.8982 0.8444 0.6752 0.7849]
2020-11-06 03:01:16 [INFO] [EVAL] Category Acc:
[0.9925 0.9042 0.9619 0.8637 0.7705 0.8627 0.8444 0.9004 0.9524 0.813
0.9685 0.9024 0.7964 0.9736 0.893 0.9678 0.9601 0.8676 0.8604]
2020-11-06 03:01:18 [INFO] [EVAL] The model with the best validation mIoU (0.7930) was saved at iter 38000.
2020-11-06 03:01:28 [INFO] [TRAIN] epoch=103, iter=38010/80000, loss=0.1125, lr=0.005598, batch_cost=0.9841, reader_cost=0.0001 | ETA 11:28:44
2020-11-06 03:01:38 [INFO] [TRAIN] epoch=103, iter=38020/80000, loss=0.1556, lr=0.005597, batch_cost=0.9693, reader_cost=0.0001 | ETA 11:18:12
2020-11-06 03:01:48 [INFO] [TRAIN] epoch=103, iter=38030/80000, loss=0.0766, lr=0.005596, batch_cost=0.9686, reader_cost=0.0001 | ETA 11:17:34
2020-11-06 03:01:57 [INFO] [TRAIN] epoch=103, iter=38040/80000, loss=0.1166, lr=0.005595, batch_cost=0.9683, reader_cost=0.0001 | ETA 11:17:10
2020-11-06 03:02:07 [INFO] [TRAIN] epoch=103, iter=38050/80000, loss=0.0801, lr=0.005594, batch_cost=0.9705, reader_cost=0.0001 | ETA 11:18:30
2020-11-06 03:02:17 [INFO] [TRAIN] epoch=103, iter=38060/80000, loss=0.1083, lr=0.005592, batch_cost=0.9712, reader_cost=0.0001 | ETA 11:18:51
2020-11-06 03:02:26 [INFO] [TRAIN] epoch=103, iter=38070/80000, loss=0.1098, lr=0.005591, batch_cost=0.9820, reader_cost=0.0002 | ETA 11:26:15
2020-11-06 03:02:36 [INFO] [TRAIN] epoch=103, iter=38080/80000, loss=0.0966, lr=0.005590, batch_cost=0.9771, reader_cost=0.0001 | ETA 11:22:41
2020-11-06 03:02:46 [INFO] [TRAIN] epoch=103, iter=38090/80000, loss=0.1044, lr=0.005589, batch_cost=0.9829, reader_cost=0.0001 | ETA 11:26:33
2020-11-06 03:02:56 [INFO] [TRAIN] epoch=103, iter=38100/80000, loss=0.0762, lr=0.005588, batch_cost=0.9855, reader_cost=0.0001 | ETA 11:28:10
2020-11-06 03:03:06 [INFO] [TRAIN] epoch=103, iter=38110/80000, loss=0.1115, lr=0.005586, batch_cost=0.9856, reader_cost=0.0001 | ETA 11:28:06
2020-11-06 03:03:16 [INFO] [TRAIN] epoch=103, iter=38120/80000, loss=0.1186, lr=0.005585, batch_cost=0.9848, reader_cost=0.0001 | ETA 11:27:25
2020-11-06 03:03:25 [INFO] [TRAIN] epoch=103, iter=38130/80000, loss=0.1078, lr=0.005584, batch_cost=0.9867, reader_cost=0.0002 | ETA 11:28:32
2020-11-06 03:03:35 [INFO] [TRAIN] epoch=103, iter=38140/80000, loss=0.1183, lr=0.005583, batch_cost=1.0016, reader_cost=0.0001 | ETA 11:38:48
2020-11-06 03:03:46 [INFO] [TRAIN] epoch=103, iter=38150/80000, loss=0.0989, lr=0.005582, batch_cost=1.0249, reader_cost=0.0001 | ETA 11:54:50
2020-11-06 03:03:56 [INFO] [TRAIN] epoch=103, iter=38160/80000, loss=0.1629, lr=0.005580, batch_cost=0.9792, reader_cost=0.0001 | ETA 11:22:50
2020-11-06 03:04:05 [INFO] [TRAIN] epoch=103, iter=38170/80000, loss=0.0771, lr=0.005579, batch_cost=0.9714, reader_cost=0.0001 | ETA 11:17:13
2020-11-06 03:04:15 [INFO] [TRAIN] epoch=103, iter=38180/80000, loss=0.1063, lr=0.005578, batch_cost=0.9708, reader_cost=0.0001 | ETA 11:16:37
2020-11-06 03:04:25 [INFO] [TRAIN] epoch=103, iter=38190/80000, loss=0.1102, lr=0.005577, batch_cost=0.9709, reader_cost=0.0002 | ETA 11:16:32
2020-11-06 03:04:34 [INFO] [TRAIN] epoch=103, iter=38200/80000, loss=0.0890, lr=0.005576, batch_cost=0.9712, reader_cost=0.0001 | ETA 11:16:36
2020-11-06 03:04:44 [INFO] [TRAIN] epoch=103, iter=38210/80000, loss=0.1134, lr=0.005574, batch_cost=0.9704, reader_cost=0.0001 | ETA 11:15:52
2020-11-06 03:04:54 [INFO] [TRAIN] epoch=103, iter=38220/80000, loss=0.1172, lr=0.005573, batch_cost=0.9714, reader_cost=0.0001 | ETA 11:16:25
2020-11-06 03:05:04 [INFO] [TRAIN] epoch=103, iter=38230/80000, loss=0.1205, lr=0.005572, batch_cost=0.9728, reader_cost=0.0002 | ETA 11:17:15
2020-11-06 03:05:13 [INFO] [TRAIN] epoch=103, iter=38240/80000, loss=0.0893, lr=0.005571, batch_cost=0.9731, reader_cost=0.0001 | ETA 11:17:16
2020-11-06 03:05:23 [INFO] [TRAIN] epoch=103, iter=38250/80000, loss=0.1199, lr=0.005570, batch_cost=0.9727, reader_cost=0.0002 | ETA 11:16:51
2020-11-06 03:05:33 [INFO] [TRAIN] epoch=103, iter=38260/80000, loss=0.0861, lr=0.005568, batch_cost=0.9718, reader_cost=0.0001 | ETA 11:16:01
2020-11-06 03:05:42 [INFO] [TRAIN] epoch=103, iter=38270/80000, loss=0.1023, lr=0.005567, batch_cost=0.9704, reader_cost=0.0001 | ETA 11:14:55
2020-11-06 03:05:52 [INFO] [TRAIN] epoch=103, iter=38280/80000, loss=0.1141, lr=0.005566, batch_cost=0.9710, reader_cost=0.0001 | ETA 11:15:11
2020-11-06 03:06:02 [INFO] [TRAIN] epoch=103, iter=38290/80000, loss=0.1198, lr=0.005565, batch_cost=0.9693, reader_cost=0.0002 | ETA 11:13:49
2020-11-06 03:06:12 [INFO] [TRAIN] epoch=103, iter=38300/80000, loss=0.0840, lr=0.005564, batch_cost=0.9697, reader_cost=0.0001 | ETA 11:13:57
2020-11-06 03:06:21 [INFO] [TRAIN] epoch=103, iter=38310/80000, loss=0.1138, lr=0.005562, batch_cost=0.9702, reader_cost=0.0001 | ETA 11:14:05
2020-11-06 03:06:33 [INFO] [TRAIN] epoch=104, iter=38320/80000, loss=0.1381, lr=0.005561, batch_cost=1.1494, reader_cost=0.1020 | ETA 13:18:25
2020-11-06 03:06:43 [INFO] [TRAIN] epoch=104, iter=38330/80000, loss=0.1241, lr=0.005560, batch_cost=0.9878, reader_cost=0.0004 | ETA 11:26:00
2020-11-06 03:06:52 [INFO] [TRAIN] epoch=104, iter=38340/80000, loss=0.1256, lr=0.005559, batch_cost=0.9852, reader_cost=0.0002 | ETA 11:24:04
2020-11-06 03:07:02 [INFO] [TRAIN] epoch=104, iter=38350/80000, loss=0.1033, lr=0.005558, batch_cost=0.9854, reader_cost=0.0001 | ETA 11:24:00
2020-11-06 03:07:12 [INFO] [TRAIN] epoch=104, iter=38360/80000, loss=0.1064, lr=0.005556, batch_cost=0.9892, reader_cost=0.0002 | ETA 11:26:30
2020-11-06 03:07:22 [INFO] [TRAIN] epoch=104, iter=38370/80000, loss=0.1409, lr=0.005555, batch_cost=1.0200, reader_cost=0.0002 | ETA 11:47:40
2020-11-06 03:07:33 [INFO] [TRAIN] epoch=104, iter=38380/80000, loss=0.0871, lr=0.005554, batch_cost=1.0300, reader_cost=0.0001 | ETA 11:54:26
2020-11-06 03:07:43 [INFO] [TRAIN] epoch=104, iter=38390/80000, loss=0.1506, lr=0.005553, batch_cost=1.0276, reader_cost=0.0001 | ETA 11:52:38
2020-11-06 03:07:53 [INFO] [TRAIN] epoch=104, iter=38400/80000, loss=0.1060, lr=0.005552, batch_cost=1.0026, reader_cost=0.0001 | ETA 11:35:09
2020-11-06 03:08:03 [INFO] [TRAIN] epoch=104, iter=38410/80000, loss=0.0960, lr=0.005550, batch_cost=0.9853, reader_cost=0.0001 | ETA 11:23:00
2020-11-06 03:08:13 [INFO] [TRAIN] epoch=104, iter=38420/80000, loss=0.0987, lr=0.005549, batch_cost=0.9861, reader_cost=0.0001 | ETA 11:23:22
2020-11-06 03:08:23 [INFO] [TRAIN] epoch=104, iter=38430/80000, loss=0.0885, lr=0.005548, batch_cost=0.9871, reader_cost=0.0002 | ETA 11:23:53
2020-11-06 03:08:32 [INFO] [TRAIN] epoch=104, iter=38440/80000, loss=0.0985, lr=0.005547, batch_cost=0.9905, reader_cost=0.0001 | ETA 11:26:06
2020-11-06 03:08:42 [INFO] [TRAIN] epoch=104, iter=38450/80000, loss=0.0805, lr=0.005546, batch_cost=0.9989, reader_cost=0.0001 | ETA 11:31:42
2020-11-06 03:08:52 [INFO] [TRAIN] epoch=104, iter=38460/80000, loss=0.1234, lr=0.005544, batch_cost=0.9875, reader_cost=0.0001 | ETA 11:23:40
2020-11-06 03:09:02 [INFO] [TRAIN] epoch=104, iter=38470/80000, loss=0.0888, lr=0.005543, batch_cost=0.9834, reader_cost=0.0001 | ETA 11:20:39
2020-11-06 03:09:12 [INFO] [TRAIN] epoch=104, iter=38480/80000, loss=0.1102, lr=0.005542, batch_cost=0.9996, reader_cost=0.0001 | ETA 11:31:41
2020-11-06 03:09:22 [INFO] [TRAIN] epoch=104, iter=38490/80000, loss=0.1024, lr=0.005541, batch_cost=0.9814, reader_cost=0.0002 | ETA 11:18:56
2020-11-06 03:09:32 [INFO] [TRAIN] epoch=104, iter=38500/80000, loss=0.0997, lr=0.005540, batch_cost=0.9851, reader_cost=0.0001 | ETA 11:21:22
2020-11-06 03:09:42 [INFO] [TRAIN] epoch=104, iter=38510/80000, loss=0.0944, lr=0.005538, batch_cost=0.9867, reader_cost=0.0002 | ETA 11:22:19
2020-11-06 03:09:52 [INFO] [TRAIN] epoch=104, iter=38520/80000, loss=0.0715, lr=0.005537, batch_cost=0.9877, reader_cost=0.0001 | ETA 11:22:50
2020-11-06 03:10:02 [INFO] [TRAIN] epoch=104, iter=38530/80000, loss=0.1491, lr=0.005536, batch_cost=0.9954, reader_cost=0.0001 | ETA 11:27:59
2020-11-06 03:10:11 [INFO] [TRAIN] epoch=104, iter=38540/80000, loss=0.1024, lr=0.005535, batch_cost=0.9937, reader_cost=0.0001 | ETA 11:26:39
2020-11-06 03:10:22 [INFO] [TRAIN] epoch=104, iter=38550/80000, loss=0.0767, lr=0.005534, batch_cost=1.0715, reader_cost=0.0001 | ETA 12:20:15
2020-11-06 03:10:33 [INFO] [TRAIN] epoch=104, iter=38560/80000, loss=0.0814, lr=0.005532, batch_cost=1.0386, reader_cost=0.0001 | ETA 11:57:20
2020-11-06 03:10:42 [INFO] [TRAIN] epoch=104, iter=38570/80000, loss=0.1002, lr=0.005531, batch_cost=0.9913, reader_cost=0.0001 | ETA 11:24:31
2020-11-06 03:10:52 [INFO] [TRAIN] epoch=104, iter=38580/80000, loss=0.1165, lr=0.005530, batch_cost=0.9954, reader_cost=0.0002 | ETA 11:27:07
2020-11-06 03:11:03 [INFO] [TRAIN] epoch=104, iter=38590/80000, loss=0.3620, lr=0.005529, batch_cost=1.0565, reader_cost=0.0002 | ETA 12:09:09
2020-11-06 03:11:13 [INFO] [TRAIN] epoch=104, iter=38600/80000, loss=0.1746, lr=0.005528, batch_cost=1.0461, reader_cost=0.0002 | ETA 12:01:48
2020-11-06 03:11:25 [INFO] [TRAIN] epoch=104, iter=38610/80000, loss=0.1495, lr=0.005526, batch_cost=1.1190, reader_cost=0.0002 | ETA 12:51:53
2020-11-06 03:11:35 [INFO] [TRAIN] epoch=104, iter=38620/80000, loss=0.1121, lr=0.005525, batch_cost=1.0663, reader_cost=0.0002 | ETA 12:15:25
2020-11-06 03:11:46 [INFO] [TRAIN] epoch=104, iter=38630/80000, loss=0.1042, lr=0.005524, batch_cost=1.0675, reader_cost=0.0002 | ETA 12:16:01
2020-11-06 03:11:56 [INFO] [TRAIN] epoch=104, iter=38640/80000, loss=0.0801, lr=0.005523, batch_cost=1.0277, reader_cost=0.0002 | ETA 11:48:24
2020-11-06 03:12:07 [INFO] [TRAIN] epoch=104, iter=38650/80000, loss=0.1083, lr=0.005521, batch_cost=1.0407, reader_cost=0.0002 | ETA 11:57:14
2020-11-06 03:12:17 [INFO] [TRAIN] epoch=104, iter=38660/80000, loss=0.1181, lr=0.005520, batch_cost=0.9988, reader_cost=0.0002 | ETA 11:28:09
2020-11-06 03:12:27 [INFO] [TRAIN] epoch=104, iter=38670/80000, loss=0.1147, lr=0.005519, batch_cost=0.9892, reader_cost=0.0002 | ETA 11:21:22
2020-11-06 03:12:37 [INFO] [TRAIN] epoch=104, iter=38680/80000, loss=0.1464, lr=0.005518, batch_cost=1.0048, reader_cost=0.0002 | ETA 11:31:56
2020-11-06 03:12:48 [INFO] [TRAIN] epoch=105, iter=38690/80000, loss=0.1220, lr=0.005517, batch_cost=1.1596, reader_cost=0.1303 | ETA 13:18:22
2020-11-06 03:12:58 [INFO] [TRAIN] epoch=105, iter=38700/80000, loss=0.1012, lr=0.005515, batch_cost=1.0020, reader_cost=0.0004 | ETA 11:29:41
2020-11-06 03:13:08 [INFO] [TRAIN] epoch=105, iter=38710/80000, loss=0.2635, lr=0.005514, batch_cost=0.9789, reader_cost=0.0001 | ETA 11:13:39
2020-11-06 03:13:18 [INFO] [TRAIN] epoch=105, iter=38720/80000, loss=0.1274, lr=0.005513, batch_cost=0.9809, reader_cost=0.0001 | ETA 11:14:53
2020-11-06 03:13:28 [INFO] [TRAIN] epoch=105, iter=38730/80000, loss=0.1339, lr=0.005512, batch_cost=1.0166, reader_cost=0.0001 | ETA 11:39:13
2020-11-06 03:13:38 [INFO] [TRAIN] epoch=105, iter=38740/80000, loss=0.1744, lr=0.005511, batch_cost=1.0307, reader_cost=0.0002 | ETA 11:48:45
2020-11-06 03:13:48 [INFO] [TRAIN] epoch=105, iter=38750/80000, loss=0.1148, lr=0.005509, batch_cost=0.9866, reader_cost=0.0001 | ETA 11:18:16
2020-11-06 03:13:58 [INFO] [TRAIN] epoch=105, iter=38760/80000, loss=0.0854, lr=0.005508, batch_cost=0.9824, reader_cost=0.0001 | ETA 11:15:12
2020-11-06 03:14:08 [INFO] [TRAIN] epoch=105, iter=38770/80000, loss=0.0959, lr=0.005507, batch_cost=1.0003, reader_cost=0.0002 | ETA 11:27:20
2020-11-06 03:14:18 [INFO] [TRAIN] epoch=105, iter=38780/80000, loss=0.1103, lr=0.005506, batch_cost=1.0177, reader_cost=0.0002 | ETA 11:39:09
2020-11-06 03:14:28 [INFO] [TRAIN] epoch=105, iter=38790/80000, loss=0.1013, lr=0.005505, batch_cost=0.9909, reader_cost=0.0002 | ETA 11:20:34
2020-11-06 03:14:39 [INFO] [TRAIN] epoch=105, iter=38800/80000, loss=0.1083, lr=0.005503, batch_cost=1.0425, reader_cost=0.0002 | ETA 11:55:49
2020-11-06 03:14:49 [INFO] [TRAIN] epoch=105, iter=38810/80000, loss=0.0981, lr=0.005502, batch_cost=1.0539, reader_cost=0.0002 | ETA 12:03:28
2020-11-06 03:15:00 [INFO] [TRAIN] epoch=105, iter=38820/80000, loss=0.1439, lr=0.005501, batch_cost=1.0743, reader_cost=0.0002 | ETA 12:17:18
2020-11-06 03:15:11 [INFO] [TRAIN] epoch=105, iter=38830/80000, loss=0.1029, lr=0.005500, batch_cost=1.0914, reader_cost=0.0007 | ETA 12:28:51
2020-11-06 03:15:21 [INFO] [TRAIN] epoch=105, iter=38840/80000, loss=0.0730, lr=0.005499, batch_cost=1.0149, reader_cost=0.0003 | ETA 11:36:13
2020-11-06 03:15:31 [INFO] [TRAIN] epoch=105, iter=38850/80000, loss=0.1088, lr=0.005497, batch_cost=0.9938, reader_cost=0.0001 | ETA 11:21:34
2020-11-06 03:15:41 [INFO] [TRAIN] epoch=105, iter=38860/80000, loss=0.1257, lr=0.005496, batch_cost=0.9861, reader_cost=0.0002 | ETA 11:16:06
2020-11-06 03:15:51 [INFO] [TRAIN] epoch=105, iter=38870/80000, loss=0.1325, lr=0.005495, batch_cost=0.9839, reader_cost=0.0002 | ETA 11:14:28
2020-11-06 03:16:00 [INFO] [TRAIN] epoch=105, iter=38880/80000, loss=0.1206, lr=0.005494, batch_cost=0.9899, reader_cost=0.0001 | ETA 11:18:22
2020-11-06 03:16:11 [INFO] [TRAIN] epoch=105, iter=38890/80000, loss=0.0822, lr=0.005493, batch_cost=1.0172, reader_cost=0.0001 | ETA 11:36:57
2020-11-06 03:16:21 [INFO] [TRAIN] epoch=105, iter=38900/80000, loss=0.0812, lr=0.005491, batch_cost=1.0451, reader_cost=0.0001 | ETA 11:55:54
2020-11-06 03:16:32 [INFO] [TRAIN] epoch=105, iter=38910/80000, loss=0.0945, lr=0.005490, batch_cost=1.0613, reader_cost=0.0002 | ETA 12:06:47
2020-11-06 03:16:42 [INFO] [TRAIN] epoch=105, iter=38920/80000, loss=0.0613, lr=0.005489, batch_cost=1.0486, reader_cost=0.0002 | ETA 11:57:56
2020-11-06 03:16:52 [INFO] [TRAIN] epoch=105, iter=38930/80000, loss=0.1006, lr=0.005488, batch_cost=1.0226, reader_cost=0.0002 | ETA 11:40:00
2020-11-06 03:17:03 [INFO] [TRAIN] epoch=105, iter=38940/80000, loss=0.0733, lr=0.005487, batch_cost=1.0470, reader_cost=0.0001 | ETA 11:56:31
2020-11-06 03:17:13 [INFO] [TRAIN] epoch=105, iter=38950/80000, loss=0.1012, lr=0.005485, batch_cost=1.0229, reader_cost=0.0001 | ETA 11:39:49
2020-11-06 03:17:23 [INFO] [TRAIN] epoch=105, iter=38960/80000, loss=0.2235, lr=0.005484, batch_cost=1.0093, reader_cost=0.0001 | ETA 11:30:22
2020-11-06 03:17:33 [INFO] [TRAIN] epoch=105, iter=38970/80000, loss=0.1260, lr=0.005483, batch_cost=0.9948, reader_cost=0.0002 | ETA 11:20:16
2020-11-06 03:17:43 [INFO] [TRAIN] epoch=105, iter=38980/80000, loss=0.0800, lr=0.005482, batch_cost=0.9971, reader_cost=0.0001 | ETA 11:21:42
2020-11-06 03:17:53 [INFO] [TRAIN] epoch=105, iter=38990/80000, loss=0.1213, lr=0.005481, batch_cost=0.9878, reader_cost=0.0001 | ETA 11:15:07
2020-11-06 03:18:03 [INFO] [TRAIN] epoch=105, iter=39000/80000, loss=0.0663, lr=0.005479, batch_cost=1.0002, reader_cost=0.0001 | ETA 11:23:28
2020-11-06 03:18:13 [INFO] [TRAIN] epoch=105, iter=39010/80000, loss=0.0997, lr=0.005478, batch_cost=0.9973, reader_cost=0.0001 | ETA 11:21:17
2020-11-06 03:18:23 [INFO] [TRAIN] epoch=105, iter=39020/80000, loss=0.1120, lr=0.005477, batch_cost=0.9952, reader_cost=0.0001 | ETA 11:19:43
2020-11-06 03:18:33 [INFO] [TRAIN] epoch=105, iter=39030/80000, loss=0.1013, lr=0.005476, batch_cost=0.9906, reader_cost=0.0001 | ETA 11:16:26
2020-11-06 03:18:43 [INFO] [TRAIN] epoch=105, iter=39040/80000, loss=0.0710, lr=0.005475, batch_cost=0.9932, reader_cost=0.0001 | ETA 11:18:02
2020-11-06 03:18:53 [INFO] [TRAIN] epoch=105, iter=39050/80000, loss=0.0878, lr=0.005473, batch_cost=1.0248, reader_cost=0.0001 | ETA 11:39:24
2020-11-06 03:19:03 [INFO] [TRAIN] epoch=105, iter=39060/80000, loss=0.1260, lr=0.005472, batch_cost=0.9926, reader_cost=0.0001 | ETA 11:17:17
2020-11-06 03:19:15 [INFO] [TRAIN] epoch=106, iter=39070/80000, loss=0.1014, lr=0.005471, batch_cost=1.1884, reader_cost=0.1642 | ETA 13:30:42
2020-11-06 03:19:25 [INFO] [TRAIN] epoch=106, iter=39080/80000, loss=0.1235, lr=0.005470, batch_cost=0.9940, reader_cost=0.0004 | ETA 11:17:55
2020-11-06 03:19:35 [INFO] [TRAIN] epoch=106, iter=39090/80000, loss=0.0984, lr=0.005469, batch_cost=0.9950, reader_cost=0.0001 | ETA 11:18:26
2020-11-06 03:19:45 [INFO] [TRAIN] epoch=106, iter=39100/80000, loss=0.0842, lr=0.005467, batch_cost=1.0063, reader_cost=0.0001 | ETA 11:25:58
2020-11-06 03:19:55 [INFO] [TRAIN] epoch=106, iter=39110/80000, loss=0.1006, lr=0.005466, batch_cost=1.0069, reader_cost=0.0001 | ETA 11:26:13
2020-11-06 03:20:05 [INFO] [TRAIN] epoch=106, iter=39120/80000, loss=0.1647, lr=0.005465, batch_cost=1.0106, reader_cost=0.0001 | ETA 11:28:32
2020-11-06 03:20:15 [INFO] [TRAIN] epoch=106, iter=39130/80000, loss=0.1648, lr=0.005464, batch_cost=1.0445, reader_cost=0.0001 | ETA 11:51:27
2020-11-06 03:20:25 [INFO] [TRAIN] epoch=106, iter=39140/80000, loss=0.1443, lr=0.005463, batch_cost=1.0091, reader_cost=0.0001 | ETA 11:27:10
2020-11-06 03:20:36 [INFO] [TRAIN] epoch=106, iter=39150/80000, loss=0.1031, lr=0.005461, batch_cost=1.0108, reader_cost=0.0001 | ETA 11:28:11
2020-11-06 03:20:46 [INFO] [TRAIN] epoch=106, iter=39160/80000, loss=0.0992, lr=0.005460, batch_cost=1.0068, reader_cost=0.0001 | ETA 11:25:16
2020-11-06 03:20:56 [INFO] [TRAIN] epoch=106, iter=39170/80000, loss=0.0641, lr=0.005459, batch_cost=1.0035, reader_cost=0.0001 | ETA 11:22:51
2020-11-06 03:21:06 [INFO] [TRAIN] epoch=106, iter=39180/80000, loss=0.1049, lr=0.005458, batch_cost=1.0036, reader_cost=0.0001 | ETA 11:22:46
2020-11-06 03:21:16 [INFO] [TRAIN] epoch=106, iter=39190/80000, loss=0.0945, lr=0.005457, batch_cost=1.0017, reader_cost=0.0001 | ETA 11:21:20
2020-11-06 03:21:26 [INFO] [TRAIN] epoch=106, iter=39200/80000, loss=0.1701, lr=0.005455, batch_cost=0.9995, reader_cost=0.0001 | ETA 11:19:38
2020-11-06 03:21:36 [INFO] [TRAIN] epoch=106, iter=39210/80000, loss=0.1507, lr=0.005454, batch_cost=0.9960, reader_cost=0.0001 | ETA 11:17:07
2020-11-06 03:21:46 [INFO] [TRAIN] epoch=106, iter=39220/80000, loss=0.1029, lr=0.005453, batch_cost=0.9878, reader_cost=0.0001 | ETA 11:11:21
2020-11-06 03:21:55 [INFO] [TRAIN] epoch=106, iter=39230/80000, loss=0.1238, lr=0.005452, batch_cost=0.9898, reader_cost=0.0001 | ETA 11:12:33
2020-11-06 03:22:05 [INFO] [TRAIN] epoch=106, iter=39240/80000, loss=0.1044, lr=0.005451, batch_cost=0.9841, reader_cost=0.0001 | ETA 11:08:32
2020-11-06 03:22:15 [INFO] [TRAIN] epoch=106, iter=39250/80000, loss=0.0864, lr=0.005449, batch_cost=0.9968, reader_cost=0.0001 | ETA 11:16:58
2020-11-06 03:22:25 [INFO] [TRAIN] epoch=106, iter=39260/80000, loss=0.1088, lr=0.005448, batch_cost=0.9905, reader_cost=0.0001 | ETA 11:12:34
2020-11-06 03:22:35 [INFO] [TRAIN] epoch=106, iter=39270/80000, loss=0.0683, lr=0.005447, batch_cost=0.9922, reader_cost=0.0013 | ETA 11:13:30
2020-11-06 03:22:45 [INFO] [TRAIN] epoch=106, iter=39280/80000, loss=0.0922, lr=0.005446, batch_cost=0.9896, reader_cost=0.0021 | ETA 11:11:35
2020-11-06 03:22:55 [INFO] [TRAIN] epoch=106, iter=39290/80000, loss=0.0869, lr=0.005445, batch_cost=1.0075, reader_cost=0.0001 | ETA 11:23:35
2020-11-06 03:23:06 [INFO] [TRAIN] epoch=106, iter=39300/80000, loss=0.1014, lr=0.005443, batch_cost=1.0442, reader_cost=0.0002 | ETA 11:48:20
2020-11-06 03:23:16 [INFO] [TRAIN] epoch=106, iter=39310/80000, loss=0.0826, lr=0.005442, batch_cost=1.0358, reader_cost=0.0017 | ETA 11:42:28
2020-11-06 03:23:26 [INFO] [TRAIN] epoch=106, iter=39320/80000, loss=0.0813, lr=0.005441, batch_cost=1.0283, reader_cost=0.0002 | ETA 11:37:12
2020-11-06 03:23:36 [INFO] [TRAIN] epoch=106, iter=39330/80000, loss=0.1335, lr=0.005440, batch_cost=0.9983, reader_cost=0.0002 | ETA 11:16:39
2020-11-06 03:23:46 [INFO] [TRAIN] epoch=106, iter=39340/80000, loss=0.1440, lr=0.005439, batch_cost=0.9855, reader_cost=0.0001 | ETA 11:07:50
2020-11-06 03:23:56 [INFO] [TRAIN] epoch=106, iter=39350/80000, loss=0.1146, lr=0.005437, batch_cost=0.9877, reader_cost=0.0001 | ETA 11:09:11
2020-11-06 03:24:06 [INFO] [TRAIN] epoch=106, iter=39360/80000, loss=0.1877, lr=0.005436, batch_cost=0.9997, reader_cost=0.0001 | ETA 11:17:07
2020-11-06 03:24:16 [INFO] [TRAIN] epoch=106, iter=39370/80000, loss=0.0962, lr=0.005435, batch_cost=0.9942, reader_cost=0.0001 | ETA 11:13:14
2020-11-06 03:24:26 [INFO] [TRAIN] epoch=106, iter=39380/80000, loss=0.0986, lr=0.005434, batch_cost=0.9825, reader_cost=0.0001 | ETA 11:05:08
2020-11-06 03:24:35 [INFO] [TRAIN] epoch=106, iter=39390/80000, loss=0.0972, lr=0.005432, batch_cost=0.9833, reader_cost=0.0001 | ETA 11:05:31
2020-11-06 03:24:45 [INFO] [TRAIN] epoch=106, iter=39400/80000, loss=0.0916, lr=0.005431, batch_cost=0.9886, reader_cost=0.0001 | ETA 11:08:57
2020-11-06 03:24:55 [INFO] [TRAIN] epoch=106, iter=39410/80000, loss=0.0881, lr=0.005430, batch_cost=0.9830, reader_cost=0.0001 | ETA 11:05:01
2020-11-06 03:25:05 [INFO] [TRAIN] epoch=106, iter=39420/80000, loss=0.1566, lr=0.005429, batch_cost=0.9853, reader_cost=0.0001 | ETA 11:06:22
2020-11-06 03:25:15 [INFO] [TRAIN] epoch=106, iter=39430/80000, loss=0.1637, lr=0.005428, batch_cost=0.9781, reader_cost=0.0001 | ETA 11:01:20
2020-11-06 03:25:27 [INFO] [TRAIN] epoch=107, iter=39440/80000, loss=0.1122, lr=0.005426, batch_cost=1.1837, reader_cost=0.1009 | ETA 13:20:11
2020-11-06 03:25:37 [INFO] [TRAIN] epoch=107, iter=39450/80000, loss=0.1122, lr=0.005425, batch_cost=0.9902, reader_cost=0.0004 | ETA 11:09:12
2020-11-06 03:25:47 [INFO] [TRAIN] epoch=107, iter=39460/80000, loss=0.0996, lr=0.005424, batch_cost=1.0223, reader_cost=0.0001 | ETA 11:30:45
2020-11-06 03:25:57 [INFO] [TRAIN] epoch=107, iter=39470/80000, loss=0.1088, lr=0.005423, batch_cost=1.0012, reader_cost=0.0001 | ETA 11:16:19
2020-11-06 03:26:07 [INFO] [TRAIN] epoch=107, iter=39480/80000, loss=0.0972, lr=0.005422, batch_cost=1.0065, reader_cost=0.0001 | ETA 11:19:42
2020-11-06 03:26:17 [INFO] [TRAIN] epoch=107, iter=39490/80000, loss=0.1818, lr=0.005420, batch_cost=0.9912, reader_cost=0.0002 | ETA 11:09:14
2020-11-06 03:26:27 [INFO] [TRAIN] epoch=107, iter=39500/80000, loss=0.1295, lr=0.005419, batch_cost=1.0012, reader_cost=0.0001 | ETA 11:15:47
2020-11-06 03:26:37 [INFO] [TRAIN] epoch=107, iter=39510/80000, loss=0.1127, lr=0.005418, batch_cost=0.9866, reader_cost=0.0002 | ETA 11:05:48
2020-11-06 03:26:47 [INFO] [TRAIN] epoch=107, iter=39520/80000, loss=0.0835, lr=0.005417, batch_cost=1.0007, reader_cost=0.0001 | ETA 11:15:06
2020-11-06 03:26:56 [INFO] [TRAIN] epoch=107, iter=39530/80000, loss=0.1538, lr=0.005416, batch_cost=0.9818, reader_cost=0.0002 | ETA 11:02:12
2020-11-06 03:27:06 [INFO] [TRAIN] epoch=107, iter=39540/80000, loss=0.1420, lr=0.005414, batch_cost=0.9764, reader_cost=0.0001 | ETA 10:58:24
2020-11-06 03:27:16 [INFO] [TRAIN] epoch=107, iter=39550/80000, loss=0.0968, lr=0.005413, batch_cost=0.9785, reader_cost=0.0001 | ETA 10:59:40
2020-11-06 03:27:26 [INFO] [TRAIN] epoch=107, iter=39560/80000, loss=0.1286, lr=0.005412, batch_cost=0.9790, reader_cost=0.0001 | ETA 10:59:50
2020-11-06 03:27:36 [INFO] [TRAIN] epoch=107, iter=39570/80000, loss=0.1022, lr=0.005411, batch_cost=0.9764, reader_cost=0.0001 | ETA 10:57:57
2020-11-06 03:27:45 [INFO] [TRAIN] epoch=107, iter=39580/80000, loss=0.0882, lr=0.005410, batch_cost=0.9793, reader_cost=0.0001 | ETA 10:59:44
2020-11-06 03:27:55 [INFO] [TRAIN] epoch=107, iter=39590/80000, loss=0.1008, lr=0.005408, batch_cost=0.9771, reader_cost=0.0001 | ETA 10:58:03
2020-11-06 03:28:05 [INFO] [TRAIN] epoch=107, iter=39600/80000, loss=0.0925, lr=0.005407, batch_cost=0.9836, reader_cost=0.0001 | ETA 11:02:19
2020-11-06 03:28:15 [INFO] [TRAIN] epoch=107, iter=39610/80000, loss=0.1137, lr=0.005406, batch_cost=0.9848, reader_cost=0.0001 | ETA 11:02:57
2020-11-06 03:28:25 [INFO] [TRAIN] epoch=107, iter=39620/80000, loss=0.1342, lr=0.005405, batch_cost=0.9844, reader_cost=0.0001 | ETA 11:02:30
2020-11-06 03:28:34 [INFO] [TRAIN] epoch=107, iter=39630/80000, loss=0.0889, lr=0.005404, batch_cost=0.9822, reader_cost=0.0001 | ETA 11:00:51
2020-11-06 03:28:44 [INFO] [TRAIN] epoch=107, iter=39640/80000, loss=0.0541, lr=0.005402, batch_cost=0.9704, reader_cost=0.0001 | ETA 10:52:45
2020-11-06 03:28:54 [INFO] [TRAIN] epoch=107, iter=39650/80000, loss=0.1544, lr=0.005401, batch_cost=0.9711, reader_cost=0.0001 | ETA 10:53:02
2020-11-06 03:29:04 [INFO] [TRAIN] epoch=107, iter=39660/80000, loss=0.0735, lr=0.005400, batch_cost=0.9970, reader_cost=0.0001 | ETA 11:10:19
2020-11-06 03:29:14 [INFO] [TRAIN] epoch=107, iter=39670/80000, loss=0.0776, lr=0.005399, batch_cost=1.0247, reader_cost=0.0018 | ETA 11:28:48
2020-11-06 03:29:25 [INFO] [TRAIN] epoch=107, iter=39680/80000, loss=0.0722, lr=0.005398, batch_cost=1.0565, reader_cost=0.0014 | ETA 11:49:56
2020-11-06 03:29:35 [INFO] [TRAIN] epoch=107, iter=39690/80000, loss=0.0939, lr=0.005396, batch_cost=1.0253, reader_cost=0.0002 | ETA 11:28:50
2020-11-06 03:29:45 [INFO] [TRAIN] epoch=107, iter=39700/80000, loss=0.1401, lr=0.005395, batch_cost=0.9923, reader_cost=0.0002 | ETA 11:06:30
2020-11-06 03:29:55 [INFO] [TRAIN] epoch=107, iter=39710/80000, loss=0.1143, lr=0.005394, batch_cost=0.9917, reader_cost=0.0003 | ETA 11:05:55
2020-11-06 03:30:05 [INFO] [TRAIN] epoch=107, iter=39720/80000, loss=0.1228, lr=0.005393, batch_cost=0.9904, reader_cost=0.0002 | ETA 11:04:53
2020-11-06 03:30:15 [INFO] [TRAIN] epoch=107, iter=39730/80000, loss=0.1044, lr=0.005392, batch_cost=0.9933, reader_cost=0.0001 | ETA 11:06:39
2020-11-06 03:30:25 [INFO] [TRAIN] epoch=107, iter=39740/80000, loss=0.0929, lr=0.005390, batch_cost=0.9925, reader_cost=0.0001 | ETA 11:05:59
2020-11-06 03:30:34 [INFO] [TRAIN] epoch=107, iter=39750/80000, loss=0.0833, lr=0.005389, batch_cost=0.9887, reader_cost=0.0001 | ETA 11:03:13
2020-11-06 03:30:44 [INFO] [TRAIN] epoch=107, iter=39760/80000, loss=0.0727, lr=0.005388, batch_cost=0.9881, reader_cost=0.0002 | ETA 11:02:39
2020-11-06 03:30:54 [INFO] [TRAIN] epoch=107, iter=39770/80000, loss=0.1021, lr=0.005387, batch_cost=0.9839, reader_cost=0.0001 | ETA 10:59:42
2020-11-06 03:31:04 [INFO] [TRAIN] epoch=107, iter=39780/80000, loss=0.0880, lr=0.005386, batch_cost=0.9793, reader_cost=0.0001 | ETA 10:56:26
2020-11-06 03:31:14 [INFO] [TRAIN] epoch=107, iter=39790/80000, loss=0.1153, lr=0.005384, batch_cost=0.9863, reader_cost=0.0002 | ETA 11:00:58
2020-11-06 03:31:24 [INFO] [TRAIN] epoch=107, iter=39800/80000, loss=0.1114, lr=0.005383, batch_cost=0.9763, reader_cost=0.0001 | ETA 10:54:06
2020-11-06 03:31:36 [INFO] [TRAIN] epoch=108, iter=39810/80000, loss=0.1191, lr=0.005382, batch_cost=1.2024, reader_cost=0.1431 | ETA 13:25:25
2020-11-06 03:31:46 [INFO] [TRAIN] epoch=108, iter=39820/80000, loss=0.1209, lr=0.005381, batch_cost=1.0196, reader_cost=0.0004 | ETA 11:22:45
2020-11-06 03:31:56 [INFO] [TRAIN] epoch=108, iter=39830/80000, loss=0.1023, lr=0.005379, batch_cost=1.0378, reader_cost=0.0001 | ETA 11:34:46
2020-11-06 03:32:06 [INFO] [TRAIN] epoch=108, iter=39840/80000, loss=0.1397, lr=0.005378, batch_cost=1.0019, reader_cost=0.0002 | ETA 11:10:37
2020-11-06 03:32:16 [INFO] [TRAIN] epoch=108, iter=39850/80000, loss=0.0983, lr=0.005377, batch_cost=0.9886, reader_cost=0.0002 | ETA 11:01:32
2020-11-06 03:32:26 [INFO] [TRAIN] epoch=108, iter=39860/80000, loss=0.1117, lr=0.005376, batch_cost=0.9799, reader_cost=0.0001 | ETA 10:55:31
2020-11-06 03:32:36 [INFO] [TRAIN] epoch=108, iter=39870/80000, loss=0.0946, lr=0.005375, batch_cost=1.0484, reader_cost=0.0001 | ETA 11:41:11
2020-11-06 03:32:47 [INFO] [TRAIN] epoch=108, iter=39880/80000, loss=0.1113, lr=0.005373, batch_cost=1.0257, reader_cost=0.0001 | ETA 11:25:49
2020-11-06 03:32:57 [INFO] [TRAIN] epoch=108, iter=39890/80000, loss=0.1110, lr=0.005372, batch_cost=1.0014, reader_cost=0.0002 | ETA 11:09:25
2020-11-06 03:33:07 [INFO] [TRAIN] epoch=108, iter=39900/80000, loss=0.1345, lr=0.005371, batch_cost=1.0385, reader_cost=0.0002 | ETA 11:34:03
2020-11-06 03:33:17 [INFO] [TRAIN] epoch=108, iter=39910/80000, loss=0.0986, lr=0.005370, batch_cost=1.0350, reader_cost=0.0002 | ETA 11:31:32
2020-11-06 03:33:28 [INFO] [TRAIN] epoch=108, iter=39920/80000, loss=0.1047, lr=0.005369, batch_cost=1.0251, reader_cost=0.0002 | ETA 11:24:46
2020-11-06 03:33:38 [INFO] [TRAIN] epoch=108, iter=39930/80000, loss=0.1299, lr=0.005367, batch_cost=1.0297, reader_cost=0.0001 | ETA 11:27:39
2020-11-06 03:33:48 [INFO] [TRAIN] epoch=108, iter=39940/80000, loss=0.0950, lr=0.005366, batch_cost=1.0416, reader_cost=0.0002 | ETA 11:35:26
2020-11-06 03:33:59 [INFO] [TRAIN] epoch=108, iter=39950/80000, loss=0.1071, lr=0.005365, batch_cost=1.0651, reader_cost=0.0002 | ETA 11:50:57
2020-11-06 03:34:10 [INFO] [TRAIN] epoch=108, iter=39960/80000, loss=0.0909, lr=0.005364, batch_cost=1.0837, reader_cost=0.0001 | ETA 12:03:13
2020-11-06 03:34:21 [INFO] [TRAIN] epoch=108, iter=39970/80000, loss=0.1071, lr=0.005363, batch_cost=1.0662, reader_cost=0.0002 | ETA 11:51:18
2020-11-06 03:34:31 [INFO] [TRAIN] epoch=108, iter=39980/80000, loss=0.0959, lr=0.005361, batch_cost=1.0787, reader_cost=0.0001 | ETA 11:59:30
2020-11-06 03:34:42 [INFO] [TRAIN] epoch=108, iter=39990/80000, loss=0.0961, lr=0.005360, batch_cost=1.0633, reader_cost=0.0002 | ETA 11:49:00
2020-11-06 03:34:53 [INFO] [TRAIN] epoch=108, iter=40000/80000, loss=0.1058, lr=0.005359, batch_cost=1.0884, reader_cost=0.0001 | ETA 12:05:35
2020-11-06 03:34:58 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 03:40:13 [INFO] [EVAL] #Images=500 mIoU=0.7976 Acc=0.9630 Kappa=0.9521
2020-11-06 03:40:13 [INFO] [EVAL] Category IoU:
[0.9799 0.8418 0.9329 0.5898 0.6385 0.6756 0.7259 0.8064 0.9284 0.667
0.9516 0.8358 0.652 0.9556 0.7704 0.9119 0.8253 0.6765 0.7884]
2020-11-06 03:40:13 [INFO] [EVAL] Category Acc:
[0.9909 0.9027 0.9631 0.8333 0.8343 0.8413 0.8529 0.9094 0.9555 0.8701
0.9674 0.9118 0.8101 0.9775 0.82 0.9566 0.9113 0.8246 0.8679]
2020-11-06 03:40:16 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 03:40:26 [INFO] [TRAIN] epoch=108, iter=40010/80000, loss=0.0781, lr=0.005358, batch_cost=0.9908, reader_cost=0.0001 | ETA 11:00:23
2020-11-06 03:40:36 [INFO] [TRAIN] epoch=108, iter=40020/80000, loss=0.1327, lr=0.005357, batch_cost=0.9838, reader_cost=0.0002 | ETA 10:55:33
2020-11-06 03:40:46 [INFO] [TRAIN] epoch=108, iter=40030/80000, loss=0.1026, lr=0.005355, batch_cost=0.9930, reader_cost=0.0001 | ETA 11:01:30
2020-11-06 03:40:55 [INFO] [TRAIN] epoch=108, iter=40040/80000, loss=0.0856, lr=0.005354, batch_cost=0.9882, reader_cost=0.0001 | ETA 10:58:08
2020-11-06 03:41:05 [INFO] [TRAIN] epoch=108, iter=40050/80000, loss=0.0934, lr=0.005353, batch_cost=0.9891, reader_cost=0.0001 | ETA 10:58:33
2020-11-06 03:41:16 [INFO] [TRAIN] epoch=108, iter=40060/80000, loss=0.0904, lr=0.005352, batch_cost=1.0417, reader_cost=0.0002 | ETA 11:33:24
2020-11-06 03:41:26 [INFO] [TRAIN] epoch=108, iter=40070/80000, loss=0.0902, lr=0.005351, batch_cost=1.0247, reader_cost=0.0002 | ETA 11:21:55
2020-11-06 03:41:36 [INFO] [TRAIN] epoch=108, iter=40080/80000, loss=0.0946, lr=0.005349, batch_cost=1.0235, reader_cost=0.0001 | ETA 11:20:57
2020-11-06 03:41:46 [INFO] [TRAIN] epoch=108, iter=40090/80000, loss=0.0836, lr=0.005348, batch_cost=1.0241, reader_cost=0.0001 | ETA 11:21:12
2020-11-06 03:41:57 [INFO] [TRAIN] epoch=108, iter=40100/80000, loss=0.1064, lr=0.005347, batch_cost=1.0023, reader_cost=0.0001 | ETA 11:06:31
2020-11-06 03:42:06 [INFO] [TRAIN] epoch=108, iter=40110/80000, loss=0.1035, lr=0.005346, batch_cost=0.9953, reader_cost=0.0001 | ETA 11:01:41
2020-11-06 03:42:17 [INFO] [TRAIN] epoch=108, iter=40120/80000, loss=0.1009, lr=0.005345, batch_cost=1.0076, reader_cost=0.0002 | ETA 11:09:42
2020-11-06 03:42:27 [INFO] [TRAIN] epoch=108, iter=40130/80000, loss=0.0870, lr=0.005343, batch_cost=1.0022, reader_cost=0.0002 | ETA 11:05:57
2020-11-06 03:42:37 [INFO] [TRAIN] epoch=108, iter=40140/80000, loss=0.2118, lr=0.005342, batch_cost=1.0054, reader_cost=0.0001 | ETA 11:07:57
2020-11-06 03:42:47 [INFO] [TRAIN] epoch=108, iter=40150/80000, loss=0.1649, lr=0.005341, batch_cost=1.0062, reader_cost=0.0001 | ETA 11:08:18
2020-11-06 03:42:57 [INFO] [TRAIN] epoch=108, iter=40160/80000, loss=0.1589, lr=0.005340, batch_cost=1.0080, reader_cost=0.0002 | ETA 11:09:17
2020-11-06 03:43:07 [INFO] [TRAIN] epoch=108, iter=40170/80000, loss=0.1022, lr=0.005338, batch_cost=1.0075, reader_cost=0.0001 | ETA 11:08:46
2020-11-06 03:43:19 [INFO] [TRAIN] epoch=109, iter=40180/80000, loss=0.0988, lr=0.005337, batch_cost=1.2103, reader_cost=0.1693 | ETA 13:23:12
2020-11-06 03:43:29 [INFO] [TRAIN] epoch=109, iter=40190/80000, loss=0.1135, lr=0.005336, batch_cost=0.9803, reader_cost=0.0004 | ETA 10:50:27
2020-11-06 03:43:39 [INFO] [TRAIN] epoch=109, iter=40200/80000, loss=0.1407, lr=0.005335, batch_cost=0.9811, reader_cost=0.0001 | ETA 10:50:49
2020-11-06 03:43:49 [INFO] [TRAIN] epoch=109, iter=40210/80000, loss=0.1208, lr=0.005334, batch_cost=1.0443, reader_cost=0.0014 | ETA 11:32:33
2020-11-06 03:43:59 [INFO] [TRAIN] epoch=109, iter=40220/80000, loss=0.0778, lr=0.005332, batch_cost=0.9873, reader_cost=0.0001 | ETA 10:54:35
2020-11-06 03:44:09 [INFO] [TRAIN] epoch=109, iter=40230/80000, loss=0.0968, lr=0.005331, batch_cost=0.9799, reader_cost=0.0001 | ETA 10:49:31
2020-11-06 03:44:19 [INFO] [TRAIN] epoch=109, iter=40240/80000, loss=0.0805, lr=0.005330, batch_cost=1.0036, reader_cost=0.0001 | ETA 11:05:05
2020-11-06 03:44:29 [INFO] [TRAIN] epoch=109, iter=40250/80000, loss=0.1661, lr=0.005329, batch_cost=1.0183, reader_cost=0.0001 | ETA 11:14:36
2020-11-06 03:44:39 [INFO] [TRAIN] epoch=109, iter=40260/80000, loss=0.0932, lr=0.005328, batch_cost=1.0398, reader_cost=0.0001 | ETA 11:28:39
2020-11-06 03:44:50 [INFO] [TRAIN] epoch=109, iter=40270/80000, loss=0.1288, lr=0.005326, batch_cost=1.0208, reader_cost=0.0001 | ETA 11:15:57
2020-11-06 03:45:00 [INFO] [TRAIN] epoch=109, iter=40280/80000, loss=0.1036, lr=0.005325, batch_cost=1.0454, reader_cost=0.0001 | ETA 11:32:04
2020-11-06 03:45:10 [INFO] [TRAIN] epoch=109, iter=40290/80000, loss=0.0832, lr=0.005324, batch_cost=1.0092, reader_cost=0.0001 | ETA 11:07:56
2020-11-06 03:45:20 [INFO] [TRAIN] epoch=109, iter=40300/80000, loss=0.1066, lr=0.005323, batch_cost=0.9945, reader_cost=0.0001 | ETA 10:58:01
2020-11-06 03:45:30 [INFO] [TRAIN] epoch=109, iter=40310/80000, loss=0.1029, lr=0.005322, batch_cost=0.9858, reader_cost=0.0001 | ETA 10:52:08
2020-11-06 03:45:40 [INFO] [TRAIN] epoch=109, iter=40320/80000, loss=0.0977, lr=0.005320, batch_cost=0.9748, reader_cost=0.0001 | ETA 10:44:39
2020-11-06 03:45:49 [INFO] [TRAIN] epoch=109, iter=40330/80000, loss=0.0958, lr=0.005319, batch_cost=0.9729, reader_cost=0.0002 | ETA 10:43:15
2020-11-06 03:45:59 [INFO] [TRAIN] epoch=109, iter=40340/80000, loss=0.0926, lr=0.005318, batch_cost=0.9732, reader_cost=0.0001 | ETA 10:43:18
2020-11-06 03:46:09 [INFO] [TRAIN] epoch=109, iter=40350/80000, loss=0.1070, lr=0.005317, batch_cost=0.9758, reader_cost=0.0002 | ETA 10:44:50
2020-11-06 03:46:19 [INFO] [TRAIN] epoch=109, iter=40360/80000, loss=0.0999, lr=0.005316, batch_cost=0.9756, reader_cost=0.0002 | ETA 10:44:33
2020-11-06 03:46:28 [INFO] [TRAIN] epoch=109, iter=40370/80000, loss=0.0892, lr=0.005314, batch_cost=0.9761, reader_cost=0.0002 | ETA 10:44:41
2020-11-06 03:46:38 [INFO] [TRAIN] epoch=109, iter=40380/80000, loss=0.0942, lr=0.005313, batch_cost=0.9735, reader_cost=0.0002 | ETA 10:42:48
2020-11-06 03:46:48 [INFO] [TRAIN] epoch=109, iter=40390/80000, loss=0.0984, lr=0.005312, batch_cost=0.9743, reader_cost=0.0002 | ETA 10:43:13
2020-11-06 03:46:58 [INFO] [TRAIN] epoch=109, iter=40400/80000, loss=0.0933, lr=0.005311, batch_cost=0.9746, reader_cost=0.0002 | ETA 10:43:13
2020-11-06 03:47:07 [INFO] [TRAIN] epoch=109, iter=40410/80000, loss=0.0966, lr=0.005310, batch_cost=0.9764, reader_cost=0.0002 | ETA 10:44:17
2020-11-06 03:47:17 [INFO] [TRAIN] epoch=109, iter=40420/80000, loss=0.0978, lr=0.005308, batch_cost=0.9745, reader_cost=0.0002 | ETA 10:42:50
2020-11-06 03:47:27 [INFO] [TRAIN] epoch=109, iter=40430/80000, loss=0.0747, lr=0.005307, batch_cost=0.9765, reader_cost=0.0002 | ETA 10:44:01
2020-11-06 03:47:37 [INFO] [TRAIN] epoch=109, iter=40440/80000, loss=0.0998, lr=0.005306, batch_cost=0.9738, reader_cost=0.0001 | ETA 10:42:05
2020-11-06 03:47:46 [INFO] [TRAIN] epoch=109, iter=40450/80000, loss=0.1068, lr=0.005305, batch_cost=0.9735, reader_cost=0.0002 | ETA 10:41:43
2020-11-06 03:47:56 [INFO] [TRAIN] epoch=109, iter=40460/80000, loss=0.1386, lr=0.005303, batch_cost=0.9731, reader_cost=0.0002 | ETA 10:41:15
2020-11-06 03:48:06 [INFO] [TRAIN] epoch=109, iter=40470/80000, loss=0.1173, lr=0.005302, batch_cost=0.9791, reader_cost=0.0002 | ETA 10:45:04
2020-11-06 03:48:16 [INFO] [TRAIN] epoch=109, iter=40480/80000, loss=0.1112, lr=0.005301, batch_cost=0.9862, reader_cost=0.0002 | ETA 10:49:35
2020-11-06 03:48:26 [INFO] [TRAIN] epoch=109, iter=40490/80000, loss=0.0686, lr=0.005300, batch_cost=0.9817, reader_cost=0.0002 | ETA 10:46:27
2020-11-06 03:48:35 [INFO] [TRAIN] epoch=109, iter=40500/80000, loss=0.1158, lr=0.005299, batch_cost=0.9813, reader_cost=0.0001 | ETA 10:46:02
2020-11-06 03:48:45 [INFO] [TRAIN] epoch=109, iter=40510/80000, loss=0.1452, lr=0.005297, batch_cost=0.9878, reader_cost=0.0001 | ETA 10:50:06
2020-11-06 03:48:55 [INFO] [TRAIN] epoch=109, iter=40520/80000, loss=0.0922, lr=0.005296, batch_cost=0.9862, reader_cost=0.0002 | ETA 10:48:55
2020-11-06 03:49:05 [INFO] [TRAIN] epoch=109, iter=40530/80000, loss=0.1203, lr=0.005295, batch_cost=1.0243, reader_cost=0.0001 | ETA 11:13:47
2020-11-06 03:49:16 [INFO] [TRAIN] epoch=109, iter=40540/80000, loss=0.1238, lr=0.005294, batch_cost=1.0445, reader_cost=0.0001 | ETA 11:26:55
2020-11-06 03:49:27 [INFO] [TRAIN] epoch=110, iter=40550/80000, loss=0.0994, lr=0.005293, batch_cost=1.1649, reader_cost=0.0983 | ETA 12:45:56
2020-11-06 03:49:37 [INFO] [TRAIN] epoch=110, iter=40560/80000, loss=0.1200, lr=0.005291, batch_cost=0.9967, reader_cost=0.0001 | ETA 10:55:10
2020-11-06 03:49:47 [INFO] [TRAIN] epoch=110, iter=40570/80000, loss=0.1031, lr=0.005290, batch_cost=0.9975, reader_cost=0.0001 | ETA 10:55:29
2020-11-06 03:49:57 [INFO] [TRAIN] epoch=110, iter=40580/80000, loss=0.0894, lr=0.005289, batch_cost=0.9941, reader_cost=0.0001 | ETA 10:53:08
2020-11-06 03:50:07 [INFO] [TRAIN] epoch=110, iter=40590/80000, loss=0.1062, lr=0.005288, batch_cost=0.9992, reader_cost=0.0001 | ETA 10:56:20
2020-11-06 03:50:17 [INFO] [TRAIN] epoch=110, iter=40600/80000, loss=0.1255, lr=0.005287, batch_cost=0.9944, reader_cost=0.0001 | ETA 10:52:59
2020-11-06 03:50:27 [INFO] [TRAIN] epoch=110, iter=40610/80000, loss=0.1185, lr=0.005285, batch_cost=0.9963, reader_cost=0.0001 | ETA 10:54:04
2020-11-06 03:50:37 [INFO] [TRAIN] epoch=110, iter=40620/80000, loss=0.1149, lr=0.005284, batch_cost=0.9855, reader_cost=0.0001 | ETA 10:46:47
2020-11-06 03:50:47 [INFO] [TRAIN] epoch=110, iter=40630/80000, loss=0.1407, lr=0.005283, batch_cost=0.9801, reader_cost=0.0001 | ETA 10:43:05
2020-11-06 03:50:57 [INFO] [TRAIN] epoch=110, iter=40640/80000, loss=0.1136, lr=0.005282, batch_cost=0.9870, reader_cost=0.0001 | ETA 10:47:27
2020-11-06 03:51:07 [INFO] [TRAIN] epoch=110, iter=40650/80000, loss=0.0729, lr=0.005281, batch_cost=0.9941, reader_cost=0.0001 | ETA 10:51:56
2020-11-06 03:51:17 [INFO] [TRAIN] epoch=110, iter=40660/80000, loss=0.1008, lr=0.005279, batch_cost=0.9931, reader_cost=0.0001 | ETA 10:51:08
2020-11-06 03:51:27 [INFO] [TRAIN] epoch=110, iter=40670/80000, loss=0.1071, lr=0.005278, batch_cost=0.9999, reader_cost=0.0002 | ETA 10:55:26
2020-11-06 03:51:37 [INFO] [TRAIN] epoch=110, iter=40680/80000, loss=0.1013, lr=0.005277, batch_cost=0.9935, reader_cost=0.0001 | ETA 10:51:05
2020-11-06 03:51:47 [INFO] [TRAIN] epoch=110, iter=40690/80000, loss=0.1288, lr=0.005276, batch_cost=1.0319, reader_cost=0.0001 | ETA 11:16:03
2020-11-06 03:51:57 [INFO] [TRAIN] epoch=110, iter=40700/80000, loss=0.0919, lr=0.005275, batch_cost=1.0219, reader_cost=0.0001 | ETA 11:09:21
2020-11-06 03:52:07 [INFO] [TRAIN] epoch=110, iter=40710/80000, loss=0.0970, lr=0.005273, batch_cost=1.0250, reader_cost=0.0001 | ETA 11:11:13
2020-11-06 03:52:17 [INFO] [TRAIN] epoch=110, iter=40720/80000, loss=0.0920, lr=0.005272, batch_cost=0.9827, reader_cost=0.0001 | ETA 10:43:22
2020-11-06 03:52:27 [INFO] [TRAIN] epoch=110, iter=40730/80000, loss=0.1057, lr=0.005271, batch_cost=0.9840, reader_cost=0.0001 | ETA 10:43:59
2020-11-06 03:52:37 [INFO] [TRAIN] epoch=110, iter=40740/80000, loss=0.1237, lr=0.005270, batch_cost=1.0132, reader_cost=0.0001 | ETA 11:03:00
2020-11-06 03:52:47 [INFO] [TRAIN] epoch=110, iter=40750/80000, loss=0.1081, lr=0.005268, batch_cost=1.0226, reader_cost=0.0001 | ETA 11:08:56
2020-11-06 03:52:58 [INFO] [TRAIN] epoch=110, iter=40760/80000, loss=0.0573, lr=0.005267, batch_cost=1.0424, reader_cost=0.0001 | ETA 11:21:42
2020-11-06 03:53:08 [INFO] [TRAIN] epoch=110, iter=40770/80000, loss=0.1262, lr=0.005266, batch_cost=1.0150, reader_cost=0.0001 | ETA 11:03:38
2020-11-06 03:53:18 [INFO] [TRAIN] epoch=110, iter=40780/80000, loss=0.0691, lr=0.005265, batch_cost=1.0073, reader_cost=0.0001 | ETA 10:58:24
2020-11-06 03:53:28 [INFO] [TRAIN] epoch=110, iter=40790/80000, loss=0.0850, lr=0.005264, batch_cost=0.9837, reader_cost=0.0001 | ETA 10:42:49
2020-11-06 03:53:38 [INFO] [TRAIN] epoch=110, iter=40800/80000, loss=0.0668, lr=0.005262, batch_cost=0.9804, reader_cost=0.0001 | ETA 10:40:32
2020-11-06 03:53:48 [INFO] [TRAIN] epoch=110, iter=40810/80000, loss=0.0824, lr=0.005261, batch_cost=0.9881, reader_cost=0.0001 | ETA 10:45:23
2020-11-06 03:53:57 [INFO] [TRAIN] epoch=110, iter=40820/80000, loss=0.1666, lr=0.005260, batch_cost=0.9847, reader_cost=0.0001 | ETA 10:43:00
2020-11-06 03:54:07 [INFO] [TRAIN] epoch=110, iter=40830/80000, loss=0.1254, lr=0.005259, batch_cost=0.9853, reader_cost=0.0001 | ETA 10:43:14
2020-11-06 03:54:17 [INFO] [TRAIN] epoch=110, iter=40840/80000, loss=0.1098, lr=0.005258, batch_cost=1.0018, reader_cost=0.0001 | ETA 10:53:50
2020-11-06 03:54:27 [INFO] [TRAIN] epoch=110, iter=40850/80000, loss=0.1051, lr=0.005256, batch_cost=1.0224, reader_cost=0.0002 | ETA 11:07:05
2020-11-06 03:54:37 [INFO] [TRAIN] epoch=110, iter=40860/80000, loss=0.0913, lr=0.005255, batch_cost=0.9941, reader_cost=0.0002 | ETA 10:48:29
2020-11-06 03:54:47 [INFO] [TRAIN] epoch=110, iter=40870/80000, loss=0.1005, lr=0.005254, batch_cost=0.9928, reader_cost=0.0002 | ETA 10:47:28
2020-11-06 03:54:57 [INFO] [TRAIN] epoch=110, iter=40880/80000, loss=0.1212, lr=0.005253, batch_cost=0.9891, reader_cost=0.0002 | ETA 10:44:54
2020-11-06 03:55:07 [INFO] [TRAIN] epoch=110, iter=40890/80000, loss=0.0855, lr=0.005252, batch_cost=1.0003, reader_cost=0.0002 | ETA 10:52:00
2020-11-06 03:55:17 [INFO] [TRAIN] epoch=110, iter=40900/80000, loss=0.0778, lr=0.005250, batch_cost=0.9895, reader_cost=0.0001 | ETA 10:44:49
2020-11-06 03:55:27 [INFO] [TRAIN] epoch=110, iter=40910/80000, loss=0.0935, lr=0.005249, batch_cost=0.9952, reader_cost=0.0002 | ETA 10:48:20
2020-11-06 03:55:37 [INFO] [TRAIN] epoch=110, iter=40920/80000, loss=0.1218, lr=0.005248, batch_cost=0.9903, reader_cost=0.0001 | ETA 10:44:59
2020-11-06 03:55:49 [INFO] [TRAIN] epoch=111, iter=40930/80000, loss=0.1066, lr=0.005247, batch_cost=1.1735, reader_cost=0.0866 | ETA 12:44:06
2020-11-06 03:55:59 [INFO] [TRAIN] epoch=111, iter=40940/80000, loss=0.1087, lr=0.005246, batch_cost=0.9802, reader_cost=0.0005 | ETA 10:38:08
2020-11-06 03:56:08 [INFO] [TRAIN] epoch=111, iter=40950/80000, loss=0.1208, lr=0.005244, batch_cost=0.9840, reader_cost=0.0001 | ETA 10:40:23
2020-11-06 03:56:18 [INFO] [TRAIN] epoch=111, iter=40960/80000, loss=0.0954, lr=0.005243, batch_cost=0.9950, reader_cost=0.0001 | ETA 10:47:23
2020-11-06 03:56:28 [INFO] [TRAIN] epoch=111, iter=40970/80000, loss=0.1166, lr=0.005242, batch_cost=0.9972, reader_cost=0.0001 | ETA 10:48:39
2020-11-06 03:56:38 [INFO] [TRAIN] epoch=111, iter=40980/80000, loss=0.1459, lr=0.005241, batch_cost=0.9967, reader_cost=0.0001 | ETA 10:48:11
2020-11-06 03:56:48 [INFO] [TRAIN] epoch=111, iter=40990/80000, loss=0.1695, lr=0.005239, batch_cost=1.0023, reader_cost=0.0001 | ETA 10:51:37
2020-11-06 03:56:58 [INFO] [TRAIN] epoch=111, iter=41000/80000, loss=0.1139, lr=0.005238, batch_cost=0.9972, reader_cost=0.0001 | ETA 10:48:12
2020-11-06 03:57:08 [INFO] [TRAIN] epoch=111, iter=41010/80000, loss=0.0821, lr=0.005237, batch_cost=0.9999, reader_cost=0.0001 | ETA 10:49:44
2020-11-06 03:57:18 [INFO] [TRAIN] epoch=111, iter=41020/80000, loss=0.1087, lr=0.005236, batch_cost=0.9968, reader_cost=0.0001 | ETA 10:47:33
2020-11-06 03:57:28 [INFO] [TRAIN] epoch=111, iter=41030/80000, loss=0.0900, lr=0.005235, batch_cost=0.9973, reader_cost=0.0001 | ETA 10:47:45
2020-11-06 03:57:38 [INFO] [TRAIN] epoch=111, iter=41040/80000, loss=0.1000, lr=0.005233, batch_cost=1.0005, reader_cost=0.0001 | ETA 10:49:41
2020-11-06 03:57:48 [INFO] [TRAIN] epoch=111, iter=41050/80000, loss=0.1134, lr=0.005232, batch_cost=0.9982, reader_cost=0.0001 | ETA 10:47:59
2020-11-06 03:57:58 [INFO] [TRAIN] epoch=111, iter=41060/80000, loss=0.0894, lr=0.005231, batch_cost=0.9997, reader_cost=0.0001 | ETA 10:48:46
2020-11-06 03:58:08 [INFO] [TRAIN] epoch=111, iter=41070/80000, loss=0.0948, lr=0.005230, batch_cost=1.0015, reader_cost=0.0001 | ETA 10:49:49
2020-11-06 03:58:18 [INFO] [TRAIN] epoch=111, iter=41080/80000, loss=0.0875, lr=0.005229, batch_cost=0.9992, reader_cost=0.0001 | ETA 10:48:08
2020-11-06 03:58:28 [INFO] [TRAIN] epoch=111, iter=41090/80000, loss=0.1034, lr=0.005227, batch_cost=0.9922, reader_cost=0.0001 | ETA 10:43:25
2020-11-06 03:58:38 [INFO] [TRAIN] epoch=111, iter=41100/80000, loss=0.1293, lr=0.005226, batch_cost=0.9838, reader_cost=0.0001 | ETA 10:37:49
2020-11-06 03:58:48 [INFO] [TRAIN] epoch=111, iter=41110/80000, loss=0.0877, lr=0.005225, batch_cost=0.9909, reader_cost=0.0001 | ETA 10:42:15
2020-11-06 03:58:58 [INFO] [TRAIN] epoch=111, iter=41120/80000, loss=0.0935, lr=0.005224, batch_cost=0.9848, reader_cost=0.0001 | ETA 10:38:08
2020-11-06 03:59:08 [INFO] [TRAIN] epoch=111, iter=41130/80000, loss=0.0663, lr=0.005223, batch_cost=0.9794, reader_cost=0.0002 | ETA 10:34:30
2020-11-06 03:59:18 [INFO] [TRAIN] epoch=111, iter=41140/80000, loss=0.1017, lr=0.005221, batch_cost=1.0030, reader_cost=0.0001 | ETA 10:49:37
2020-11-06 03:59:28 [INFO] [TRAIN] epoch=111, iter=41150/80000, loss=0.0572, lr=0.005220, batch_cost=1.0265, reader_cost=0.0001 | ETA 11:04:38
2020-11-06 03:59:38 [INFO] [TRAIN] epoch=111, iter=41160/80000, loss=0.1159, lr=0.005219, batch_cost=1.0215, reader_cost=0.0001 | ETA 11:01:16
2020-11-06 03:59:48 [INFO] [TRAIN] epoch=111, iter=41170/80000, loss=0.0722, lr=0.005218, batch_cost=1.0369, reader_cost=0.0001 | ETA 11:11:03
2020-11-06 03:59:59 [INFO] [TRAIN] epoch=111, iter=41180/80000, loss=0.0942, lr=0.005216, batch_cost=1.0230, reader_cost=0.0001 | ETA 11:01:53
2020-11-06 04:00:08 [INFO] [TRAIN] epoch=111, iter=41190/80000, loss=0.2156, lr=0.005215, batch_cost=0.9831, reader_cost=0.0001 | ETA 10:35:55
2020-11-06 04:00:18 [INFO] [TRAIN] epoch=111, iter=41200/80000, loss=0.1055, lr=0.005214, batch_cost=0.9860, reader_cost=0.0001 | ETA 10:37:37
2020-11-06 04:00:28 [INFO] [TRAIN] epoch=111, iter=41210/80000, loss=0.1099, lr=0.005213, batch_cost=0.9902, reader_cost=0.0001 | ETA 10:40:08
2020-11-06 04:00:38 [INFO] [TRAIN] epoch=111, iter=41220/80000, loss=0.1220, lr=0.005212, batch_cost=0.9853, reader_cost=0.0001 | ETA 10:36:49
2020-11-06 04:00:48 [INFO] [TRAIN] epoch=111, iter=41230/80000, loss=0.1043, lr=0.005210, batch_cost=0.9825, reader_cost=0.0001 | ETA 10:34:53
2020-11-06 04:00:58 [INFO] [TRAIN] epoch=111, iter=41240/80000, loss=0.0831, lr=0.005209, batch_cost=0.9797, reader_cost=0.0001 | ETA 10:32:53
2020-11-06 04:01:08 [INFO] [TRAIN] epoch=111, iter=41250/80000, loss=0.0836, lr=0.005208, batch_cost=0.9841, reader_cost=0.0001 | ETA 10:35:33
2020-11-06 04:01:18 [INFO] [TRAIN] epoch=111, iter=41260/80000, loss=0.1099, lr=0.005207, batch_cost=1.0276, reader_cost=0.0001 | ETA 11:03:29
2020-11-06 04:01:28 [INFO] [TRAIN] epoch=111, iter=41270/80000, loss=0.0837, lr=0.005206, batch_cost=1.0216, reader_cost=0.0001 | ETA 10:59:25
2020-11-06 04:01:39 [INFO] [TRAIN] epoch=111, iter=41280/80000, loss=0.1230, lr=0.005204, batch_cost=1.0584, reader_cost=0.0001 | ETA 11:23:02
2020-11-06 04:01:48 [INFO] [TRAIN] epoch=111, iter=41290/80000, loss=0.1208, lr=0.005203, batch_cost=0.9773, reader_cost=0.0001 | ETA 10:30:30
2020-11-06 04:02:00 [INFO] [TRAIN] epoch=112, iter=41300/80000, loss=0.1230, lr=0.005202, batch_cost=1.1495, reader_cost=0.1021 | ETA 12:21:25
2020-11-06 04:02:10 [INFO] [TRAIN] epoch=112, iter=41310/80000, loss=0.0960, lr=0.005201, batch_cost=0.9814, reader_cost=0.0002 | ETA 10:32:48
2020-11-06 04:02:19 [INFO] [TRAIN] epoch=112, iter=41320/80000, loss=0.1421, lr=0.005200, batch_cost=0.9765, reader_cost=0.0001 | ETA 10:29:32
2020-11-06 04:02:29 [INFO] [TRAIN] epoch=112, iter=41330/80000, loss=0.0924, lr=0.005198, batch_cost=0.9870, reader_cost=0.0001 | ETA 10:36:08
2020-11-06 04:02:39 [INFO] [TRAIN] epoch=112, iter=41340/80000, loss=0.1076, lr=0.005197, batch_cost=0.9946, reader_cost=0.0001 | ETA 10:40:52
2020-11-06 04:02:49 [INFO] [TRAIN] epoch=112, iter=41350/80000, loss=0.0966, lr=0.005196, batch_cost=0.9808, reader_cost=0.0001 | ETA 10:31:49
2020-11-06 04:02:59 [INFO] [TRAIN] epoch=112, iter=41360/80000, loss=0.1004, lr=0.005195, batch_cost=1.0192, reader_cost=0.0002 | ETA 10:56:19
2020-11-06 04:03:10 [INFO] [TRAIN] epoch=112, iter=41370/80000, loss=0.1091, lr=0.005194, batch_cost=1.0636, reader_cost=0.0010 | ETA 11:24:45
2020-11-06 04:03:20 [INFO] [TRAIN] epoch=112, iter=41380/80000, loss=0.1629, lr=0.005192, batch_cost=0.9994, reader_cost=0.0001 | ETA 10:43:16
2020-11-06 04:03:30 [INFO] [TRAIN] epoch=112, iter=41390/80000, loss=0.1123, lr=0.005191, batch_cost=0.9910, reader_cost=0.0002 | ETA 10:37:41
2020-11-06 04:03:40 [INFO] [TRAIN] epoch=112, iter=41400/80000, loss=0.1048, lr=0.005190, batch_cost=0.9949, reader_cost=0.0002 | ETA 10:40:02
2020-11-06 04:03:50 [INFO] [TRAIN] epoch=112, iter=41410/80000, loss=0.1097, lr=0.005189, batch_cost=0.9899, reader_cost=0.0001 | ETA 10:36:39
2020-11-06 04:04:00 [INFO] [TRAIN] epoch=112, iter=41420/80000, loss=0.1099, lr=0.005187, batch_cost=0.9910, reader_cost=0.0002 | ETA 10:37:14
2020-11-06 04:04:10 [INFO] [TRAIN] epoch=112, iter=41430/80000, loss=0.1042, lr=0.005186, batch_cost=1.0277, reader_cost=0.0002 | ETA 11:00:38
2020-11-06 04:04:20 [INFO] [TRAIN] epoch=112, iter=41440/80000, loss=0.0973, lr=0.005185, batch_cost=1.0315, reader_cost=0.0002 | ETA 11:02:55
2020-11-06 04:04:30 [INFO] [TRAIN] epoch=112, iter=41450/80000, loss=0.1160, lr=0.005184, batch_cost=1.0255, reader_cost=0.0002 | ETA 10:58:51
2020-11-06 04:04:41 [INFO] [TRAIN] epoch=112, iter=41460/80000, loss=0.0933, lr=0.005183, batch_cost=1.0290, reader_cost=0.0002 | ETA 11:00:55
2020-11-06 04:04:51 [INFO] [TRAIN] epoch=112, iter=41470/80000, loss=0.0880, lr=0.005181, batch_cost=1.0259, reader_cost=0.0002 | ETA 10:58:49
2020-11-06 04:05:01 [INFO] [TRAIN] epoch=112, iter=41480/80000, loss=0.1007, lr=0.005180, batch_cost=1.0314, reader_cost=0.0002 | ETA 11:02:07
2020-11-06 04:05:12 [INFO] [TRAIN] epoch=112, iter=41490/80000, loss=0.1282, lr=0.005179, batch_cost=1.0369, reader_cost=0.0002 | ETA 11:05:31
2020-11-06 04:05:22 [INFO] [TRAIN] epoch=112, iter=41500/80000, loss=0.0789, lr=0.005178, batch_cost=1.0295, reader_cost=0.0002 | ETA 11:00:34
2020-11-06 04:05:32 [INFO] [TRAIN] epoch=112, iter=41510/80000, loss=0.0735, lr=0.005177, batch_cost=1.0296, reader_cost=0.0002 | ETA 11:00:28
2020-11-06 04:05:43 [INFO] [TRAIN] epoch=112, iter=41520/80000, loss=0.0665, lr=0.005175, batch_cost=1.0836, reader_cost=0.0002 | ETA 11:34:56
2020-11-06 04:05:54 [INFO] [TRAIN] epoch=112, iter=41530/80000, loss=0.0790, lr=0.005174, batch_cost=1.0635, reader_cost=0.0002 | ETA 11:21:52
2020-11-06 04:06:05 [INFO] [TRAIN] epoch=112, iter=41540/80000, loss=0.0855, lr=0.005173, batch_cost=1.0879, reader_cost=0.0002 | ETA 11:37:19
2020-11-06 04:06:15 [INFO] [TRAIN] epoch=112, iter=41550/80000, loss=0.0821, lr=0.005172, batch_cost=1.0677, reader_cost=0.0002 | ETA 11:24:11
2020-11-06 04:06:26 [INFO] [TRAIN] epoch=112, iter=41560/80000, loss=0.1020, lr=0.005171, batch_cost=1.0641, reader_cost=0.0002 | ETA 11:21:43
2020-11-06 04:06:36 [INFO] [TRAIN] epoch=112, iter=41570/80000, loss=0.0889, lr=0.005169, batch_cost=1.0255, reader_cost=0.0002 | ETA 10:56:48
2020-11-06 04:06:46 [INFO] [TRAIN] epoch=112, iter=41580/80000, loss=0.0929, lr=0.005168, batch_cost=1.0295, reader_cost=0.0002 | ETA 10:59:12
2020-11-06 04:06:57 [INFO] [TRAIN] epoch=112, iter=41590/80000, loss=0.0984, lr=0.005167, batch_cost=1.0266, reader_cost=0.0002 | ETA 10:57:11
2020-11-06 04:07:07 [INFO] [TRAIN] epoch=112, iter=41600/80000, loss=0.1109, lr=0.005166, batch_cost=1.0299, reader_cost=0.0002 | ETA 10:59:07
2020-11-06 04:07:17 [INFO] [TRAIN] epoch=112, iter=41610/80000, loss=0.0752, lr=0.005164, batch_cost=1.0273, reader_cost=0.0002 | ETA 10:57:16
2020-11-06 04:07:28 [INFO] [TRAIN] epoch=112, iter=41620/80000, loss=0.1065, lr=0.005163, batch_cost=1.0273, reader_cost=0.0002 | ETA 10:57:08
2020-11-06 04:07:38 [INFO] [TRAIN] epoch=112, iter=41630/80000, loss=0.1293, lr=0.005162, batch_cost=1.0154, reader_cost=0.0002 | ETA 10:49:22
2020-11-06 04:07:48 [INFO] [TRAIN] epoch=112, iter=41640/80000, loss=0.0950, lr=0.005161, batch_cost=0.9965, reader_cost=0.0002 | ETA 10:37:04
2020-11-06 04:07:58 [INFO] [TRAIN] epoch=112, iter=41650/80000, loss=0.1403, lr=0.005160, batch_cost=0.9956, reader_cost=0.0001 | ETA 10:36:20
2020-11-06 04:08:08 [INFO] [TRAIN] epoch=112, iter=41660/80000, loss=0.1234, lr=0.005158, batch_cost=0.9899, reader_cost=0.0001 | ETA 10:32:33
2020-11-06 04:08:20 [INFO] [TRAIN] epoch=113, iter=41670/80000, loss=0.1364, lr=0.005157, batch_cost=1.2052, reader_cost=0.0992 | ETA 12:49:54
2020-11-06 04:08:29 [INFO] [TRAIN] epoch=113, iter=41680/80000, loss=0.0955, lr=0.005156, batch_cost=0.9843, reader_cost=0.0005 | ETA 10:28:40
2020-11-06 04:08:39 [INFO] [TRAIN] epoch=113, iter=41690/80000, loss=0.1025, lr=0.005155, batch_cost=0.9817, reader_cost=0.0002 | ETA 10:26:49
2020-11-06 04:08:49 [INFO] [TRAIN] epoch=113, iter=41700/80000, loss=0.1243, lr=0.005154, batch_cost=0.9858, reader_cost=0.0002 | ETA 10:29:17
2020-11-06 04:08:59 [INFO] [TRAIN] epoch=113, iter=41710/80000, loss=0.0816, lr=0.005152, batch_cost=0.9851, reader_cost=0.0002 | ETA 10:28:37
2020-11-06 04:09:09 [INFO] [TRAIN] epoch=113, iter=41720/80000, loss=0.1321, lr=0.005151, batch_cost=0.9842, reader_cost=0.0002 | ETA 10:27:56
2020-11-06 04:09:19 [INFO] [TRAIN] epoch=113, iter=41730/80000, loss=0.0782, lr=0.005150, batch_cost=0.9913, reader_cost=0.0002 | ETA 10:32:17
2020-11-06 04:09:29 [INFO] [TRAIN] epoch=113, iter=41740/80000, loss=0.1211, lr=0.005149, batch_cost=1.0113, reader_cost=0.0002 | ETA 10:44:53
2020-11-06 04:09:39 [INFO] [TRAIN] epoch=113, iter=41750/80000, loss=0.0665, lr=0.005148, batch_cost=0.9939, reader_cost=0.0002 | ETA 10:33:35
2020-11-06 04:09:49 [INFO] [TRAIN] epoch=113, iter=41760/80000, loss=0.1052, lr=0.005146, batch_cost=0.9893, reader_cost=0.0002 | ETA 10:30:29
2020-11-06 04:09:59 [INFO] [TRAIN] epoch=113, iter=41770/80000, loss=0.0724, lr=0.005145, batch_cost=0.9848, reader_cost=0.0002 | ETA 10:27:30
2020-11-06 04:10:08 [INFO] [TRAIN] epoch=113, iter=41780/80000, loss=0.1291, lr=0.005144, batch_cost=0.9875, reader_cost=0.0002 | ETA 10:29:01
2020-11-06 04:10:18 [INFO] [TRAIN] epoch=113, iter=41790/80000, loss=0.0821, lr=0.005143, batch_cost=0.9886, reader_cost=0.0002 | ETA 10:29:34
2020-11-06 04:10:28 [INFO] [TRAIN] epoch=113, iter=41800/80000, loss=0.0906, lr=0.005141, batch_cost=0.9813, reader_cost=0.0002 | ETA 10:24:46
2020-11-06 04:10:38 [INFO] [TRAIN] epoch=113, iter=41810/80000, loss=0.0936, lr=0.005140, batch_cost=0.9793, reader_cost=0.0002 | ETA 10:23:18
2020-11-06 04:10:48 [INFO] [TRAIN] epoch=113, iter=41820/80000, loss=0.0923, lr=0.005139, batch_cost=0.9780, reader_cost=0.0002 | ETA 10:22:18
2020-11-06 04:10:57 [INFO] [TRAIN] epoch=113, iter=41830/80000, loss=0.0675, lr=0.005138, batch_cost=0.9781, reader_cost=0.0002 | ETA 10:22:14
2020-11-06 04:11:08 [INFO] [TRAIN] epoch=113, iter=41840/80000, loss=0.1025, lr=0.005137, batch_cost=1.0609, reader_cost=0.0002 | ETA 11:14:45
2020-11-06 04:11:19 [INFO] [TRAIN] epoch=113, iter=41850/80000, loss=0.0949, lr=0.005135, batch_cost=1.0509, reader_cost=0.0002 | ETA 11:08:12
2020-11-06 04:11:29 [INFO] [TRAIN] epoch=113, iter=41860/80000, loss=0.0761, lr=0.005134, batch_cost=0.9977, reader_cost=0.0002 | ETA 10:34:13
2020-11-06 04:11:39 [INFO] [TRAIN] epoch=113, iter=41870/80000, loss=0.0855, lr=0.005133, batch_cost=0.9995, reader_cost=0.0002 | ETA 10:35:09
2020-11-06 04:11:49 [INFO] [TRAIN] epoch=113, iter=41880/80000, loss=0.1169, lr=0.005132, batch_cost=1.0040, reader_cost=0.0002 | ETA 10:37:50
2020-11-06 04:11:59 [INFO] [TRAIN] epoch=113, iter=41890/80000, loss=0.0819, lr=0.005131, batch_cost=0.9957, reader_cost=0.0002 | ETA 10:32:26
2020-11-06 04:12:08 [INFO] [TRAIN] epoch=113, iter=41900/80000, loss=0.1090, lr=0.005129, batch_cost=0.9928, reader_cost=0.0002 | ETA 10:30:26
2020-11-06 04:12:18 [INFO] [TRAIN] epoch=113, iter=41910/80000, loss=0.0787, lr=0.005128, batch_cost=0.9955, reader_cost=0.0002 | ETA 10:31:58
2020-11-06 04:12:28 [INFO] [TRAIN] epoch=113, iter=41920/80000, loss=0.1123, lr=0.005127, batch_cost=0.9886, reader_cost=0.0002 | ETA 10:27:24
2020-11-06 04:12:38 [INFO] [TRAIN] epoch=113, iter=41930/80000, loss=0.0853, lr=0.005126, batch_cost=0.9892, reader_cost=0.0002 | ETA 10:27:39
2020-11-06 04:12:48 [INFO] [TRAIN] epoch=113, iter=41940/80000, loss=0.0963, lr=0.005124, batch_cost=0.9912, reader_cost=0.0002 | ETA 10:28:43
2020-11-06 04:12:58 [INFO] [TRAIN] epoch=113, iter=41950/80000, loss=0.0993, lr=0.005123, batch_cost=0.9888, reader_cost=0.0002 | ETA 10:27:03
2020-11-06 04:13:08 [INFO] [TRAIN] epoch=113, iter=41960/80000, loss=0.1268, lr=0.005122, batch_cost=0.9986, reader_cost=0.0002 | ETA 10:33:08
2020-11-06 04:13:18 [INFO] [TRAIN] epoch=113, iter=41970/80000, loss=0.0946, lr=0.005121, batch_cost=0.9983, reader_cost=0.0002 | ETA 10:32:44
2020-11-06 04:13:28 [INFO] [TRAIN] epoch=113, iter=41980/80000, loss=0.0917, lr=0.005120, batch_cost=0.9926, reader_cost=0.0002 | ETA 10:28:56
2020-11-06 04:13:38 [INFO] [TRAIN] epoch=113, iter=41990/80000, loss=0.0807, lr=0.005118, batch_cost=0.9866, reader_cost=0.0002 | ETA 10:25:02
2020-11-06 04:13:48 [INFO] [TRAIN] epoch=113, iter=42000/80000, loss=0.0890, lr=0.005117, batch_cost=0.9909, reader_cost=0.0002 | ETA 10:27:32
2020-11-06 04:13:53 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 04:19:01 [INFO] [EVAL] #Images=500 mIoU=0.7847 Acc=0.9625 Kappa=0.9514
2020-11-06 04:19:01 [INFO] [EVAL] Category IoU:
[0.9825 0.8612 0.9305 0.5271 0.5807 0.6673 0.7236 0.8032 0.9233 0.6496
0.9518 0.8356 0.6645 0.9552 0.8325 0.8715 0.686 0.6768 0.7864]
2020-11-06 04:19:01 [INFO] [EVAL] Category Acc:
[0.9929 0.9196 0.9599 0.8269 0.8037 0.8226 0.8133 0.8897 0.9521 0.8752
0.9695 0.8934 0.7836 0.9768 0.8948 0.9089 0.933 0.8379 0.8625]
2020-11-06 04:19:01 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 04:19:12 [INFO] [TRAIN] epoch=113, iter=42010/80000, loss=0.1094, lr=0.005116, batch_cost=1.0348, reader_cost=0.0001 | ETA 10:55:11
2020-11-06 04:19:22 [INFO] [TRAIN] epoch=113, iter=42020/80000, loss=0.1268, lr=0.005115, batch_cost=1.0106, reader_cost=0.0001 | ETA 10:39:43
2020-11-06 04:19:32 [INFO] [TRAIN] epoch=113, iter=42030/80000, loss=0.1041, lr=0.005114, batch_cost=0.9788, reader_cost=0.0001 | ETA 10:19:24
2020-11-06 04:19:43 [INFO] [TRAIN] epoch=114, iter=42040/80000, loss=0.1460, lr=0.005112, batch_cost=1.1600, reader_cost=0.1223 | ETA 12:13:52
2020-11-06 04:19:53 [INFO] [TRAIN] epoch=114, iter=42050/80000, loss=0.1315, lr=0.005111, batch_cost=0.9833, reader_cost=0.0005 | ETA 10:21:54
2020-11-06 04:20:03 [INFO] [TRAIN] epoch=114, iter=42060/80000, loss=0.1068, lr=0.005110, batch_cost=0.9846, reader_cost=0.0002 | ETA 10:22:35
2020-11-06 04:20:13 [INFO] [TRAIN] epoch=114, iter=42070/80000, loss=0.1177, lr=0.005109, batch_cost=0.9916, reader_cost=0.0002 | ETA 10:26:53
2020-11-06 04:20:23 [INFO] [TRAIN] epoch=114, iter=42080/80000, loss=0.1334, lr=0.005108, batch_cost=0.9926, reader_cost=0.0002 | ETA 10:27:20
2020-11-06 04:20:33 [INFO] [TRAIN] epoch=114, iter=42090/80000, loss=0.1073, lr=0.005106, batch_cost=1.0043, reader_cost=0.0002 | ETA 10:34:31
2020-11-06 04:20:43 [INFO] [TRAIN] epoch=114, iter=42100/80000, loss=0.0879, lr=0.005105, batch_cost=1.0455, reader_cost=0.0002 | ETA 11:00:25
2020-11-06 04:20:54 [INFO] [TRAIN] epoch=114, iter=42110/80000, loss=0.1130, lr=0.005104, batch_cost=1.0277, reader_cost=0.0002 | ETA 10:49:01
2020-11-06 04:21:04 [INFO] [TRAIN] epoch=114, iter=42120/80000, loss=0.1030, lr=0.005103, batch_cost=1.0487, reader_cost=0.0002 | ETA 11:02:05
2020-11-06 04:21:14 [INFO] [TRAIN] epoch=114, iter=42130/80000, loss=0.0774, lr=0.005101, batch_cost=1.0351, reader_cost=0.0002 | ETA 10:53:20
2020-11-06 04:21:25 [INFO] [TRAIN] epoch=114, iter=42140/80000, loss=0.0741, lr=0.005100, batch_cost=1.0328, reader_cost=0.0002 | ETA 10:51:42
2020-11-06 04:21:35 [INFO] [TRAIN] epoch=114, iter=42150/80000, loss=0.0915, lr=0.005099, batch_cost=0.9870, reader_cost=0.0001 | ETA 10:22:36
2020-11-06 04:21:44 [INFO] [TRAIN] epoch=114, iter=42160/80000, loss=0.0849, lr=0.005098, batch_cost=0.9921, reader_cost=0.0002 | ETA 10:25:39
2020-11-06 04:21:54 [INFO] [TRAIN] epoch=114, iter=42170/80000, loss=0.0876, lr=0.005097, batch_cost=0.9789, reader_cost=0.0001 | ETA 10:17:13
2020-11-06 04:22:04 [INFO] [TRAIN] epoch=114, iter=42180/80000, loss=0.1477, lr=0.005095, batch_cost=0.9852, reader_cost=0.0001 | ETA 10:20:59
2020-11-06 04:22:14 [INFO] [TRAIN] epoch=114, iter=42190/80000, loss=0.1125, lr=0.005094, batch_cost=0.9857, reader_cost=0.0001 | ETA 10:21:07
2020-11-06 04:22:24 [INFO] [TRAIN] epoch=114, iter=42200/80000, loss=0.0795, lr=0.005093, batch_cost=0.9902, reader_cost=0.0001 | ETA 10:23:50
2020-11-06 04:22:34 [INFO] [TRAIN] epoch=114, iter=42210/80000, loss=0.0937, lr=0.005092, batch_cost=0.9888, reader_cost=0.0001 | ETA 10:22:48
2020-11-06 04:22:44 [INFO] [TRAIN] epoch=114, iter=42220/80000, loss=0.1086, lr=0.005091, batch_cost=0.9843, reader_cost=0.0001 | ETA 10:19:48
2020-11-06 04:22:54 [INFO] [TRAIN] epoch=114, iter=42230/80000, loss=0.0927, lr=0.005089, batch_cost=0.9905, reader_cost=0.0001 | ETA 10:23:30
2020-11-06 04:23:03 [INFO] [TRAIN] epoch=114, iter=42240/80000, loss=0.0884, lr=0.005088, batch_cost=0.9872, reader_cost=0.0001 | ETA 10:21:17
2020-11-06 04:23:13 [INFO] [TRAIN] epoch=114, iter=42250/80000, loss=0.0734, lr=0.005087, batch_cost=0.9837, reader_cost=0.0001 | ETA 10:18:55
2020-11-06 04:23:23 [INFO] [TRAIN] epoch=114, iter=42260/80000, loss=0.0977, lr=0.005086, batch_cost=0.9817, reader_cost=0.0002 | ETA 10:17:29
2020-11-06 04:23:33 [INFO] [TRAIN] epoch=114, iter=42270/80000, loss=0.0776, lr=0.005084, batch_cost=0.9843, reader_cost=0.0001 | ETA 10:18:59
2020-11-06 04:23:43 [INFO] [TRAIN] epoch=114, iter=42280/80000, loss=0.1038, lr=0.005083, batch_cost=0.9874, reader_cost=0.0001 | ETA 10:20:44
2020-11-06 04:23:53 [INFO] [TRAIN] epoch=114, iter=42290/80000, loss=0.1056, lr=0.005082, batch_cost=0.9941, reader_cost=0.0001 | ETA 10:24:48
2020-11-06 04:24:03 [INFO] [TRAIN] epoch=114, iter=42300/80000, loss=0.1270, lr=0.005081, batch_cost=1.0423, reader_cost=0.0001 | ETA 10:54:53
2020-11-06 04:24:14 [INFO] [TRAIN] epoch=114, iter=42310/80000, loss=0.1412, lr=0.005080, batch_cost=1.0443, reader_cost=0.0001 | ETA 10:55:58
2020-11-06 04:24:24 [INFO] [TRAIN] epoch=114, iter=42320/80000, loss=0.0976, lr=0.005078, batch_cost=1.0147, reader_cost=0.0001 | ETA 10:37:13
2020-11-06 04:24:34 [INFO] [TRAIN] epoch=114, iter=42330/80000, loss=0.0947, lr=0.005077, batch_cost=0.9926, reader_cost=0.0001 | ETA 10:23:11
2020-11-06 04:24:44 [INFO] [TRAIN] epoch=114, iter=42340/80000, loss=0.1022, lr=0.005076, batch_cost=0.9918, reader_cost=0.0001 | ETA 10:22:30
2020-11-06 04:24:53 [INFO] [TRAIN] epoch=114, iter=42350/80000, loss=0.0618, lr=0.005075, batch_cost=0.9890, reader_cost=0.0001 | ETA 10:20:34
2020-11-06 04:25:04 [INFO] [TRAIN] epoch=114, iter=42360/80000, loss=0.0707, lr=0.005074, batch_cost=1.0284, reader_cost=0.0002 | ETA 10:45:08
2020-11-06 04:25:14 [INFO] [TRAIN] epoch=114, iter=42370/80000, loss=0.0924, lr=0.005072, batch_cost=1.0122, reader_cost=0.0001 | ETA 10:34:49
2020-11-06 04:25:24 [INFO] [TRAIN] epoch=114, iter=42380/80000, loss=0.0747, lr=0.005071, batch_cost=0.9921, reader_cost=0.0002 | ETA 10:22:03
2020-11-06 04:25:34 [INFO] [TRAIN] epoch=114, iter=42390/80000, loss=0.0765, lr=0.005070, batch_cost=1.0038, reader_cost=0.0002 | ETA 10:29:12
2020-11-06 04:25:44 [INFO] [TRAIN] epoch=114, iter=42400/80000, loss=0.1062, lr=0.005069, batch_cost=0.9918, reader_cost=0.0001 | ETA 10:21:31
2020-11-06 04:25:55 [INFO] [TRAIN] epoch=115, iter=42410/80000, loss=0.1933, lr=0.005068, batch_cost=1.1669, reader_cost=0.1000 | ETA 12:11:05
2020-11-06 04:26:05 [INFO] [TRAIN] epoch=115, iter=42420/80000, loss=0.1115, lr=0.005066, batch_cost=0.9918, reader_cost=0.0005 | ETA 10:21:13
2020-11-06 04:26:15 [INFO] [TRAIN] epoch=115, iter=42430/80000, loss=0.1300, lr=0.005065, batch_cost=0.9868, reader_cost=0.0002 | ETA 10:17:53
2020-11-06 04:26:25 [INFO] [TRAIN] epoch=115, iter=42440/80000, loss=0.0961, lr=0.005064, batch_cost=0.9873, reader_cost=0.0002 | ETA 10:18:01
2020-11-06 04:26:35 [INFO] [TRAIN] epoch=115, iter=42450/80000, loss=0.1103, lr=0.005063, batch_cost=0.9953, reader_cost=0.0002 | ETA 10:22:54
2020-11-06 04:26:45 [INFO] [TRAIN] epoch=115, iter=42460/80000, loss=0.1082, lr=0.005061, batch_cost=1.0452, reader_cost=0.0001 | ETA 10:53:58
2020-11-06 04:26:56 [INFO] [TRAIN] epoch=115, iter=42470/80000, loss=0.0938, lr=0.005060, batch_cost=1.0586, reader_cost=0.0002 | ETA 11:02:09
2020-11-06 04:27:06 [INFO] [TRAIN] epoch=115, iter=42480/80000, loss=0.1651, lr=0.005059, batch_cost=1.0322, reader_cost=0.0002 | ETA 10:45:29
2020-11-06 04:27:17 [INFO] [TRAIN] epoch=115, iter=42490/80000, loss=0.0877, lr=0.005058, batch_cost=1.0505, reader_cost=0.0002 | ETA 10:56:44
2020-11-06 04:27:27 [INFO] [TRAIN] epoch=115, iter=42500/80000, loss=0.0908, lr=0.005057, batch_cost=1.0341, reader_cost=0.0001 | ETA 10:46:18
2020-11-06 04:27:38 [INFO] [TRAIN] epoch=115, iter=42510/80000, loss=0.0860, lr=0.005055, batch_cost=1.0280, reader_cost=0.0001 | ETA 10:42:19
2020-11-06 04:27:47 [INFO] [TRAIN] epoch=115, iter=42520/80000, loss=0.0757, lr=0.005054, batch_cost=0.9932, reader_cost=0.0001 | ETA 10:20:26
2020-11-06 04:27:58 [INFO] [TRAIN] epoch=115, iter=42530/80000, loss=0.0965, lr=0.005053, batch_cost=1.0179, reader_cost=0.0001 | ETA 10:35:39
2020-11-06 04:28:08 [INFO] [TRAIN] epoch=115, iter=42540/80000, loss=0.0803, lr=0.005052, batch_cost=1.0243, reader_cost=0.0001 | ETA 10:39:31
2020-11-06 04:28:18 [INFO] [TRAIN] epoch=115, iter=42550/80000, loss=0.1183, lr=0.005051, batch_cost=1.0462, reader_cost=0.0034 | ETA 10:53:01
2020-11-06 04:28:28 [INFO] [TRAIN] epoch=115, iter=42560/80000, loss=0.0785, lr=0.005049, batch_cost=0.9997, reader_cost=0.0001 | ETA 10:23:50
2020-11-06 04:28:39 [INFO] [TRAIN] epoch=115, iter=42570/80000, loss=0.1222, lr=0.005048, batch_cost=1.0170, reader_cost=0.0001 | ETA 10:34:26
2020-11-06 04:28:48 [INFO] [TRAIN] epoch=115, iter=42580/80000, loss=0.1216, lr=0.005047, batch_cost=0.9938, reader_cost=0.0001 | ETA 10:19:48
2020-11-06 04:28:58 [INFO] [TRAIN] epoch=115, iter=42590/80000, loss=0.0937, lr=0.005046, batch_cost=0.9910, reader_cost=0.0001 | ETA 10:17:52
2020-11-06 04:29:08 [INFO] [TRAIN] epoch=115, iter=42600/80000, loss=0.1871, lr=0.005044, batch_cost=1.0067, reader_cost=0.0001 | ETA 10:27:32
2020-11-06 04:29:18 [INFO] [TRAIN] epoch=115, iter=42610/80000, loss=0.0934, lr=0.005043, batch_cost=0.9967, reader_cost=0.0001 | ETA 10:21:05
2020-11-06 04:29:28 [INFO] [TRAIN] epoch=115, iter=42620/80000, loss=0.0635, lr=0.005042, batch_cost=1.0008, reader_cost=0.0001 | ETA 10:23:31
2020-11-06 04:29:38 [INFO] [TRAIN] epoch=115, iter=42630/80000, loss=0.0837, lr=0.005041, batch_cost=0.9872, reader_cost=0.0001 | ETA 10:14:50
2020-11-06 04:29:48 [INFO] [TRAIN] epoch=115, iter=42640/80000, loss=0.0729, lr=0.005040, batch_cost=1.0133, reader_cost=0.0002 | ETA 10:30:55
2020-11-06 04:29:59 [INFO] [TRAIN] epoch=115, iter=42650/80000, loss=0.0884, lr=0.005038, batch_cost=1.0405, reader_cost=0.0001 | ETA 10:47:43
2020-11-06 04:30:09 [INFO] [TRAIN] epoch=115, iter=42660/80000, loss=0.0968, lr=0.005037, batch_cost=1.0535, reader_cost=0.0001 | ETA 10:55:36
2020-11-06 04:30:20 [INFO] [TRAIN] epoch=115, iter=42670/80000, loss=0.1047, lr=0.005036, batch_cost=1.0440, reader_cost=0.0001 | ETA 10:49:31
2020-11-06 04:30:30 [INFO] [TRAIN] epoch=115, iter=42680/80000, loss=0.1075, lr=0.005035, batch_cost=1.0533, reader_cost=0.0001 | ETA 10:55:08
2020-11-06 04:30:41 [INFO] [TRAIN] epoch=115, iter=42690/80000, loss=0.1089, lr=0.005034, batch_cost=1.0750, reader_cost=0.0001 | ETA 11:08:27
2020-11-06 04:30:52 [INFO] [TRAIN] epoch=115, iter=42700/80000, loss=0.0687, lr=0.005032, batch_cost=1.1201, reader_cost=0.0001 | ETA 11:36:18
2020-11-06 04:31:03 [INFO] [TRAIN] epoch=115, iter=42710/80000, loss=0.1350, lr=0.005031, batch_cost=1.0791, reader_cost=0.0002 | ETA 11:10:37
2020-11-06 04:31:14 [INFO] [TRAIN] epoch=115, iter=42720/80000, loss=0.0757, lr=0.005030, batch_cost=1.0772, reader_cost=0.0002 | ETA 11:09:18
2020-11-06 04:31:24 [INFO] [TRAIN] epoch=115, iter=42730/80000, loss=0.0818, lr=0.005029, batch_cost=1.0545, reader_cost=0.0002 | ETA 10:55:00
2020-11-06 04:31:35 [INFO] [TRAIN] epoch=115, iter=42740/80000, loss=0.1012, lr=0.005027, batch_cost=1.0369, reader_cost=0.0002 | ETA 10:43:56
2020-11-06 04:31:46 [INFO] [TRAIN] epoch=115, iter=42750/80000, loss=0.0852, lr=0.005026, batch_cost=1.0750, reader_cost=0.0002 | ETA 11:07:22
2020-11-06 04:31:56 [INFO] [TRAIN] epoch=115, iter=42760/80000, loss=0.0859, lr=0.005025, batch_cost=1.0906, reader_cost=0.0002 | ETA 11:16:53
2020-11-06 04:32:07 [INFO] [TRAIN] epoch=115, iter=42770/80000, loss=0.1188, lr=0.005024, batch_cost=1.0411, reader_cost=0.0001 | ETA 10:46:01
2020-11-06 04:32:17 [INFO] [TRAIN] epoch=115, iter=42780/80000, loss=0.1326, lr=0.005023, batch_cost=0.9786, reader_cost=0.0001 | ETA 10:07:03
2020-11-06 04:32:28 [INFO] [TRAIN] epoch=116, iter=42790/80000, loss=0.1071, lr=0.005021, batch_cost=1.1710, reader_cost=0.1268 | ETA 12:06:13
2020-11-06 04:32:38 [INFO] [TRAIN] epoch=116, iter=42800/80000, loss=0.1905, lr=0.005020, batch_cost=1.0139, reader_cost=0.0004 | ETA 10:28:38
2020-11-06 04:32:48 [INFO] [TRAIN] epoch=116, iter=42810/80000, loss=0.2040, lr=0.005019, batch_cost=0.9971, reader_cost=0.0002 | ETA 10:18:03
2020-11-06 04:32:58 [INFO] [TRAIN] epoch=116, iter=42820/80000, loss=0.0937, lr=0.005018, batch_cost=0.9904, reader_cost=0.0001 | ETA 10:13:41
2020-11-06 04:33:09 [INFO] [TRAIN] epoch=116, iter=42830/80000, loss=0.0945, lr=0.005017, batch_cost=1.0296, reader_cost=0.0002 | ETA 10:37:50
2020-11-06 04:33:19 [INFO] [TRAIN] epoch=116, iter=42840/80000, loss=0.1327, lr=0.005015, batch_cost=1.0364, reader_cost=0.0023 | ETA 10:41:51
2020-11-06 04:33:29 [INFO] [TRAIN] epoch=116, iter=42850/80000, loss=0.1245, lr=0.005014, batch_cost=0.9866, reader_cost=0.0002 | ETA 10:10:50
2020-11-06 04:33:39 [INFO] [TRAIN] epoch=116, iter=42860/80000, loss=0.0847, lr=0.005013, batch_cost=1.0071, reader_cost=0.0002 | ETA 10:23:23
2020-11-06 04:33:49 [INFO] [TRAIN] epoch=116, iter=42870/80000, loss=0.0869, lr=0.005012, batch_cost=1.0324, reader_cost=0.0002 | ETA 10:38:51
2020-11-06 04:33:59 [INFO] [TRAIN] epoch=116, iter=42880/80000, loss=0.1533, lr=0.005010, batch_cost=0.9955, reader_cost=0.0002 | ETA 10:15:54
2020-11-06 04:34:10 [INFO] [TRAIN] epoch=116, iter=42890/80000, loss=0.0852, lr=0.005009, batch_cost=1.0552, reader_cost=0.0002 | ETA 10:52:39
2020-11-06 04:34:20 [INFO] [TRAIN] epoch=116, iter=42900/80000, loss=0.1036, lr=0.005008, batch_cost=1.0371, reader_cost=0.0017 | ETA 10:41:17
2020-11-06 04:34:31 [INFO] [TRAIN] epoch=116, iter=42910/80000, loss=0.0963, lr=0.005007, batch_cost=1.0542, reader_cost=0.0002 | ETA 10:51:40
2020-11-06 04:34:41 [INFO] [TRAIN] epoch=116, iter=42920/80000, loss=0.0981, lr=0.005006, batch_cost=1.0552, reader_cost=0.0002 | ETA 10:52:08
2020-11-06 04:34:52 [INFO] [TRAIN] epoch=116, iter=42930/80000, loss=0.0956, lr=0.005004, batch_cost=1.0865, reader_cost=0.0002 | ETA 11:11:18
2020-11-06 04:35:02 [INFO] [TRAIN] epoch=116, iter=42940/80000, loss=0.0910, lr=0.005003, batch_cost=1.0270, reader_cost=0.0002 | ETA 10:34:20
2020-11-06 04:35:13 [INFO] [TRAIN] epoch=116, iter=42950/80000, loss=0.1296, lr=0.005002, batch_cost=1.0300, reader_cost=0.0002 | ETA 10:36:00
2020-11-06 04:35:23 [INFO] [TRAIN] epoch=116, iter=42960/80000, loss=0.1405, lr=0.005001, batch_cost=1.0102, reader_cost=0.0001 | ETA 10:23:36
2020-11-06 04:35:33 [INFO] [TRAIN] epoch=116, iter=42970/80000, loss=0.1332, lr=0.005000, batch_cost=0.9921, reader_cost=0.0002 | ETA 10:12:19
2020-11-06 04:35:43 [INFO] [TRAIN] epoch=116, iter=42980/80000, loss=0.1210, lr=0.004998, batch_cost=1.0423, reader_cost=0.0002 | ETA 10:43:05
2020-11-06 04:35:54 [INFO] [TRAIN] epoch=116, iter=42990/80000, loss=0.0646, lr=0.004997, batch_cost=1.0638, reader_cost=0.0001 | ETA 10:56:11
2020-11-06 04:36:04 [INFO] [TRAIN] epoch=116, iter=43000/80000, loss=0.1296, lr=0.004996, batch_cost=1.0419, reader_cost=0.0002 | ETA 10:42:29
2020-11-06 04:36:14 [INFO] [TRAIN] epoch=116, iter=43010/80000, loss=0.0689, lr=0.004995, batch_cost=1.0154, reader_cost=0.0020 | ETA 10:25:58
2020-11-06 04:36:24 [INFO] [TRAIN] epoch=116, iter=43020/80000, loss=0.1022, lr=0.004993, batch_cost=0.9896, reader_cost=0.0002 | ETA 10:09:53
2020-11-06 04:36:34 [INFO] [TRAIN] epoch=116, iter=43030/80000, loss=0.0868, lr=0.004992, batch_cost=0.9939, reader_cost=0.0002 | ETA 10:12:24
2020-11-06 04:36:44 [INFO] [TRAIN] epoch=116, iter=43040/80000, loss=0.1155, lr=0.004991, batch_cost=1.0036, reader_cost=0.0002 | ETA 10:18:12
2020-11-06 04:36:54 [INFO] [TRAIN] epoch=116, iter=43050/80000, loss=0.1893, lr=0.004990, batch_cost=1.0054, reader_cost=0.0002 | ETA 10:19:07
2020-11-06 04:37:05 [INFO] [TRAIN] epoch=116, iter=43060/80000, loss=0.1458, lr=0.004989, batch_cost=1.0211, reader_cost=0.0002 | ETA 10:28:37
2020-11-06 04:37:14 [INFO] [TRAIN] epoch=116, iter=43070/80000, loss=0.0901, lr=0.004987, batch_cost=0.9870, reader_cost=0.0002 | ETA 10:07:29
2020-11-06 04:37:25 [INFO] [TRAIN] epoch=116, iter=43080/80000, loss=0.0882, lr=0.004986, batch_cost=1.0209, reader_cost=0.0002 | ETA 10:28:12
2020-11-06 04:37:35 [INFO] [TRAIN] epoch=116, iter=43090/80000, loss=0.0718, lr=0.004985, batch_cost=1.0095, reader_cost=0.0002 | ETA 10:21:00
2020-11-06 04:37:45 [INFO] [TRAIN] epoch=116, iter=43100/80000, loss=0.0673, lr=0.004984, batch_cost=0.9921, reader_cost=0.0002 | ETA 10:10:08
2020-11-06 04:37:55 [INFO] [TRAIN] epoch=116, iter=43110/80000, loss=0.1004, lr=0.004983, batch_cost=0.9957, reader_cost=0.0030 | ETA 10:12:10
2020-11-06 04:38:05 [INFO] [TRAIN] epoch=116, iter=43120/80000, loss=0.1052, lr=0.004981, batch_cost=1.0248, reader_cost=0.0002 | ETA 10:29:54
2020-11-06 04:38:15 [INFO] [TRAIN] epoch=116, iter=43130/80000, loss=0.0860, lr=0.004980, batch_cost=1.0277, reader_cost=0.0002 | ETA 10:31:30
2020-11-06 04:38:25 [INFO] [TRAIN] epoch=116, iter=43140/80000, loss=0.1448, lr=0.004979, batch_cost=1.0141, reader_cost=0.0002 | ETA 10:23:00
2020-11-06 04:38:35 [INFO] [TRAIN] epoch=116, iter=43150/80000, loss=0.1287, lr=0.004978, batch_cost=0.9793, reader_cost=0.0001 | ETA 10:01:29
2020-11-06 04:38:48 [INFO] [TRAIN] epoch=117, iter=43160/80000, loss=0.0971, lr=0.004976, batch_cost=1.2475, reader_cost=0.1326 | ETA 12:45:58
2020-11-06 04:38:58 [INFO] [TRAIN] epoch=117, iter=43170/80000, loss=0.1104, lr=0.004975, batch_cost=1.0620, reader_cost=0.0005 | ETA 10:51:52
2020-11-06 04:39:09 [INFO] [TRAIN] epoch=117, iter=43180/80000, loss=0.0865, lr=0.004974, batch_cost=1.0829, reader_cost=0.0001 | ETA 11:04:31
2020-11-06 04:39:19 [INFO] [TRAIN] epoch=117, iter=43190/80000, loss=0.1013, lr=0.004973, batch_cost=1.0275, reader_cost=0.0002 | ETA 10:30:23
2020-11-06 04:39:29 [INFO] [TRAIN] epoch=117, iter=43200/80000, loss=0.1083, lr=0.004972, batch_cost=1.0166, reader_cost=0.0014 | ETA 10:23:30
2020-11-06 04:39:39 [INFO] [TRAIN] epoch=117, iter=43210/80000, loss=0.1916, lr=0.004970, batch_cost=0.9898, reader_cost=0.0001 | ETA 10:06:53
2020-11-06 04:39:49 [INFO] [TRAIN] epoch=117, iter=43220/80000, loss=0.1068, lr=0.004969, batch_cost=0.9862, reader_cost=0.0001 | ETA 10:04:30
2020-11-06 04:39:59 [INFO] [TRAIN] epoch=117, iter=43230/80000, loss=0.1329, lr=0.004968, batch_cost=1.0026, reader_cost=0.0001 | ETA 10:14:25
2020-11-06 04:40:09 [INFO] [TRAIN] epoch=117, iter=43240/80000, loss=0.0878, lr=0.004967, batch_cost=0.9880, reader_cost=0.0001 | ETA 10:05:17
2020-11-06 04:40:19 [INFO] [TRAIN] epoch=117, iter=43250/80000, loss=0.1027, lr=0.004965, batch_cost=0.9903, reader_cost=0.0002 | ETA 10:06:32
2020-11-06 04:40:29 [INFO] [TRAIN] epoch=117, iter=43260/80000, loss=0.0596, lr=0.004964, batch_cost=0.9919, reader_cost=0.0001 | ETA 10:07:24
2020-11-06 04:40:39 [INFO] [TRAIN] epoch=117, iter=43270/80000, loss=0.1282, lr=0.004963, batch_cost=1.0196, reader_cost=0.0048 | ETA 10:24:11
2020-11-06 04:40:49 [INFO] [TRAIN] epoch=117, iter=43280/80000, loss=0.0967, lr=0.004962, batch_cost=1.0002, reader_cost=0.0028 | ETA 10:12:07
2020-11-06 04:40:59 [INFO] [TRAIN] epoch=117, iter=43290/80000, loss=0.0960, lr=0.004961, batch_cost=0.9989, reader_cost=0.0042 | ETA 10:11:11
2020-11-06 04:41:09 [INFO] [TRAIN] epoch=117, iter=43300/80000, loss=0.0815, lr=0.004959, batch_cost=0.9888, reader_cost=0.0002 | ETA 10:04:47
2020-11-06 04:41:19 [INFO] [TRAIN] epoch=117, iter=43310/80000, loss=0.0934, lr=0.004958, batch_cost=1.0423, reader_cost=0.0019 | ETA 10:37:22
2020-11-06 04:41:30 [INFO] [TRAIN] epoch=117, iter=43320/80000, loss=0.1119, lr=0.004957, batch_cost=1.0339, reader_cost=0.0017 | ETA 10:32:02
2020-11-06 04:41:40 [INFO] [TRAIN] epoch=117, iter=43330/80000, loss=0.0885, lr=0.004956, batch_cost=1.0053, reader_cost=0.0002 | ETA 10:14:25
2020-11-06 04:41:50 [INFO] [TRAIN] epoch=117, iter=43340/80000, loss=0.1258, lr=0.004955, batch_cost=1.0289, reader_cost=0.0002 | ETA 10:28:39
2020-11-06 04:42:00 [INFO] [TRAIN] epoch=117, iter=43350/80000, loss=0.1205, lr=0.004953, batch_cost=1.0160, reader_cost=0.0002 | ETA 10:20:35
2020-11-06 04:42:10 [INFO] [TRAIN] epoch=117, iter=43360/80000, loss=0.0792, lr=0.004952, batch_cost=0.9802, reader_cost=0.0001 | ETA 09:58:34
2020-11-06 04:42:20 [INFO] [TRAIN] epoch=117, iter=43370/80000, loss=0.1105, lr=0.004951, batch_cost=0.9792, reader_cost=0.0001 | ETA 09:57:49
2020-11-06 04:42:30 [INFO] [TRAIN] epoch=117, iter=43380/80000, loss=0.0937, lr=0.004950, batch_cost=0.9840, reader_cost=0.0001 | ETA 10:00:35
2020-11-06 04:42:39 [INFO] [TRAIN] epoch=117, iter=43390/80000, loss=0.0964, lr=0.004948, batch_cost=0.9792, reader_cost=0.0001 | ETA 09:57:29
2020-11-06 04:42:49 [INFO] [TRAIN] epoch=117, iter=43400/80000, loss=0.0889, lr=0.004947, batch_cost=0.9824, reader_cost=0.0001 | ETA 09:59:16
2020-11-06 04:42:59 [INFO] [TRAIN] epoch=117, iter=43410/80000, loss=0.1036, lr=0.004946, batch_cost=0.9857, reader_cost=0.0002 | ETA 10:01:06
2020-11-06 04:43:09 [INFO] [TRAIN] epoch=117, iter=43420/80000, loss=0.1370, lr=0.004945, batch_cost=0.9878, reader_cost=0.0002 | ETA 10:02:15
2020-11-06 04:43:19 [INFO] [TRAIN] epoch=117, iter=43430/80000, loss=0.1207, lr=0.004944, batch_cost=1.0359, reader_cost=0.0001 | ETA 10:31:24
2020-11-06 04:43:29 [INFO] [TRAIN] epoch=117, iter=43440/80000, loss=0.0935, lr=0.004942, batch_cost=0.9865, reader_cost=0.0001 | ETA 10:01:04
2020-11-06 04:43:39 [INFO] [TRAIN] epoch=117, iter=43450/80000, loss=0.0903, lr=0.004941, batch_cost=0.9766, reader_cost=0.0001 | ETA 09:54:53
2020-11-06 04:43:49 [INFO] [TRAIN] epoch=117, iter=43460/80000, loss=0.1061, lr=0.004940, batch_cost=0.9766, reader_cost=0.0001 | ETA 09:54:43
2020-11-06 04:43:59 [INFO] [TRAIN] epoch=117, iter=43470/80000, loss=0.0764, lr=0.004939, batch_cost=0.9740, reader_cost=0.0001 | ETA 09:52:58
2020-11-06 04:44:08 [INFO] [TRAIN] epoch=117, iter=43480/80000, loss=0.0924, lr=0.004938, batch_cost=0.9749, reader_cost=0.0001 | ETA 09:53:23
2020-11-06 04:44:18 [INFO] [TRAIN] epoch=117, iter=43490/80000, loss=0.1090, lr=0.004936, batch_cost=0.9772, reader_cost=0.0002 | ETA 09:54:38
2020-11-06 04:44:28 [INFO] [TRAIN] epoch=117, iter=43500/80000, loss=0.0819, lr=0.004935, batch_cost=0.9734, reader_cost=0.0001 | ETA 09:52:08
2020-11-06 04:44:38 [INFO] [TRAIN] epoch=117, iter=43510/80000, loss=0.1250, lr=0.004934, batch_cost=1.0005, reader_cost=0.0001 | ETA 10:08:29
2020-11-06 04:44:48 [INFO] [TRAIN] epoch=117, iter=43520/80000, loss=0.1307, lr=0.004933, batch_cost=0.9735, reader_cost=0.0001 | ETA 09:51:51
2020-11-06 04:44:59 [INFO] [TRAIN] epoch=118, iter=43530/80000, loss=0.1136, lr=0.004931, batch_cost=1.1664, reader_cost=0.1090 | ETA 11:48:58
2020-11-06 04:45:09 [INFO] [TRAIN] epoch=118, iter=43540/80000, loss=0.1406, lr=0.004930, batch_cost=0.9766, reader_cost=0.0004 | ETA 09:53:27
2020-11-06 04:45:19 [INFO] [TRAIN] epoch=118, iter=43550/80000, loss=0.0824, lr=0.004929, batch_cost=0.9797, reader_cost=0.0002 | ETA 09:55:09
2020-11-06 04:45:29 [INFO] [TRAIN] epoch=118, iter=43560/80000, loss=0.1115, lr=0.004928, batch_cost=0.9796, reader_cost=0.0001 | ETA 09:54:57
2020-11-06 04:45:38 [INFO] [TRAIN] epoch=118, iter=43570/80000, loss=0.1246, lr=0.004927, batch_cost=0.9823, reader_cost=0.0001 | ETA 09:56:26
2020-11-06 04:45:48 [INFO] [TRAIN] epoch=118, iter=43580/80000, loss=0.1301, lr=0.004925, batch_cost=0.9739, reader_cost=0.0001 | ETA 09:51:08
2020-11-06 04:45:58 [INFO] [TRAIN] epoch=118, iter=43590/80000, loss=0.0748, lr=0.004924, batch_cost=0.9769, reader_cost=0.0001 | ETA 09:52:47
2020-11-06 04:46:08 [INFO] [TRAIN] epoch=118, iter=43600/80000, loss=0.1067, lr=0.004923, batch_cost=0.9766, reader_cost=0.0001 | ETA 09:52:27
2020-11-06 04:46:18 [INFO] [TRAIN] epoch=118, iter=43610/80000, loss=0.0740, lr=0.004922, batch_cost=1.0199, reader_cost=0.0002 | ETA 10:18:33
2020-11-06 04:46:28 [INFO] [TRAIN] epoch=118, iter=43620/80000, loss=0.1230, lr=0.004920, batch_cost=1.0550, reader_cost=0.0001 | ETA 10:39:39
2020-11-06 04:46:39 [INFO] [TRAIN] epoch=118, iter=43630/80000, loss=0.0679, lr=0.004919, batch_cost=1.0743, reader_cost=0.0001 | ETA 10:51:10
2020-11-06 04:46:50 [INFO] [TRAIN] epoch=118, iter=43640/80000, loss=0.0810, lr=0.004918, batch_cost=1.0488, reader_cost=0.0001 | ETA 10:35:34
2020-11-06 04:47:00 [INFO] [TRAIN] epoch=118, iter=43650/80000, loss=0.0883, lr=0.004917, batch_cost=1.0608, reader_cost=0.0001 | ETA 10:42:39
2020-11-06 04:47:11 [INFO] [TRAIN] epoch=118, iter=43660/80000, loss=0.0744, lr=0.004916, batch_cost=1.0338, reader_cost=0.0001 | ETA 10:26:09
2020-11-06 04:47:21 [INFO] [TRAIN] epoch=118, iter=43670/80000, loss=0.1074, lr=0.004914, batch_cost=1.0182, reader_cost=0.0002 | ETA 10:16:30
2020-11-06 04:47:31 [INFO] [TRAIN] epoch=118, iter=43680/80000, loss=0.1171, lr=0.004913, batch_cost=1.0470, reader_cost=0.0001 | ETA 10:33:48
2020-11-06 04:47:42 [INFO] [TRAIN] epoch=118, iter=43690/80000, loss=0.1058, lr=0.004912, batch_cost=1.0349, reader_cost=0.0001 | ETA 10:26:17
2020-11-06 04:47:51 [INFO] [TRAIN] epoch=118, iter=43700/80000, loss=0.0946, lr=0.004911, batch_cost=0.9877, reader_cost=0.0001 | ETA 09:57:34
2020-11-06 04:48:01 [INFO] [TRAIN] epoch=118, iter=43710/80000, loss=0.0945, lr=0.004910, batch_cost=0.9886, reader_cost=0.0001 | ETA 09:57:55
2020-11-06 04:48:11 [INFO] [TRAIN] epoch=118, iter=43720/80000, loss=0.1075, lr=0.004908, batch_cost=0.9892, reader_cost=0.0001 | ETA 09:58:09
2020-11-06 04:48:21 [INFO] [TRAIN] epoch=118, iter=43730/80000, loss=0.0544, lr=0.004907, batch_cost=0.9809, reader_cost=0.0001 | ETA 09:52:57
2020-11-06 04:48:31 [INFO] [TRAIN] epoch=118, iter=43740/80000, loss=0.1002, lr=0.004906, batch_cost=0.9770, reader_cost=0.0001 | ETA 09:50:25
2020-11-06 04:48:41 [INFO] [TRAIN] epoch=118, iter=43750/80000, loss=0.0818, lr=0.004905, batch_cost=0.9772, reader_cost=0.0001 | ETA 09:50:25
2020-11-06 04:48:50 [INFO] [TRAIN] epoch=118, iter=43760/80000, loss=0.0611, lr=0.004903, batch_cost=0.9784, reader_cost=0.0001 | ETA 09:50:58
2020-11-06 04:49:00 [INFO] [TRAIN] epoch=118, iter=43770/80000, loss=0.0846, lr=0.004902, batch_cost=0.9810, reader_cost=0.0001 | ETA 09:52:23
2020-11-06 04:49:10 [INFO] [TRAIN] epoch=118, iter=43780/80000, loss=0.0843, lr=0.004901, batch_cost=0.9844, reader_cost=0.0001 | ETA 09:54:13
2020-11-06 04:49:20 [INFO] [TRAIN] epoch=118, iter=43790/80000, loss=0.0768, lr=0.004900, batch_cost=1.0121, reader_cost=0.0002 | ETA 10:10:49
2020-11-06 04:49:30 [INFO] [TRAIN] epoch=118, iter=43800/80000, loss=0.0865, lr=0.004899, batch_cost=1.0229, reader_cost=0.0001 | ETA 10:17:10
2020-11-06 04:49:41 [INFO] [TRAIN] epoch=118, iter=43810/80000, loss=0.1188, lr=0.004897, batch_cost=1.0456, reader_cost=0.0001 | ETA 10:30:41
2020-11-06 04:49:51 [INFO] [TRAIN] epoch=118, iter=43820/80000, loss=0.0915, lr=0.004896, batch_cost=1.0329, reader_cost=0.0001 | ETA 10:22:50
2020-11-06 04:50:02 [INFO] [TRAIN] epoch=118, iter=43830/80000, loss=0.0938, lr=0.004895, batch_cost=1.0452, reader_cost=0.0001 | ETA 10:30:04
2020-11-06 04:50:12 [INFO] [TRAIN] epoch=118, iter=43840/80000, loss=0.0675, lr=0.004894, batch_cost=0.9994, reader_cost=0.0001 | ETA 10:02:19
2020-11-06 04:50:21 [INFO] [TRAIN] epoch=118, iter=43850/80000, loss=0.0806, lr=0.004892, batch_cost=0.9871, reader_cost=0.0001 | ETA 09:54:42
2020-11-06 04:50:32 [INFO] [TRAIN] epoch=118, iter=43860/80000, loss=0.0892, lr=0.004891, batch_cost=1.0548, reader_cost=0.0002 | ETA 10:35:21
2020-11-06 04:50:42 [INFO] [TRAIN] epoch=118, iter=43870/80000, loss=0.0877, lr=0.004890, batch_cost=1.0301, reader_cost=0.0002 | ETA 10:20:16
2020-11-06 04:50:53 [INFO] [TRAIN] epoch=118, iter=43880/80000, loss=0.0749, lr=0.004889, batch_cost=1.0537, reader_cost=0.0001 | ETA 10:34:19
2020-11-06 04:51:03 [INFO] [TRAIN] epoch=118, iter=43890/80000, loss=0.1043, lr=0.004888, batch_cost=1.0119, reader_cost=0.0001 | ETA 10:08:59
2020-11-06 04:51:15 [INFO] [TRAIN] epoch=119, iter=43900/80000, loss=0.0805, lr=0.004886, batch_cost=1.1787, reader_cost=0.1079 | ETA 11:49:10
2020-11-06 04:51:25 [INFO] [TRAIN] epoch=119, iter=43910/80000, loss=0.1002, lr=0.004885, batch_cost=0.9818, reader_cost=0.0005 | ETA 09:50:32
2020-11-06 04:51:35 [INFO] [TRAIN] epoch=119, iter=43920/80000, loss=0.1222, lr=0.004884, batch_cost=0.9924, reader_cost=0.0002 | ETA 09:56:45
2020-11-06 04:51:44 [INFO] [TRAIN] epoch=119, iter=43930/80000, loss=0.1023, lr=0.004883, batch_cost=0.9855, reader_cost=0.0002 | ETA 09:52:27
2020-11-06 04:51:54 [INFO] [TRAIN] epoch=119, iter=43940/80000, loss=0.1008, lr=0.004881, batch_cost=1.0072, reader_cost=0.0002 | ETA 10:05:21
2020-11-06 04:52:04 [INFO] [TRAIN] epoch=119, iter=43950/80000, loss=0.1186, lr=0.004880, batch_cost=0.9876, reader_cost=0.0002 | ETA 09:53:21
2020-11-06 04:52:14 [INFO] [TRAIN] epoch=119, iter=43960/80000, loss=0.0796, lr=0.004879, batch_cost=0.9919, reader_cost=0.0002 | ETA 09:55:46
2020-11-06 04:52:24 [INFO] [TRAIN] epoch=119, iter=43970/80000, loss=0.1237, lr=0.004878, batch_cost=0.9918, reader_cost=0.0002 | ETA 09:55:35
2020-11-06 04:52:34 [INFO] [TRAIN] epoch=119, iter=43980/80000, loss=0.0835, lr=0.004877, batch_cost=0.9858, reader_cost=0.0002 | ETA 09:51:49
2020-11-06 04:52:44 [INFO] [TRAIN] epoch=119, iter=43990/80000, loss=0.1016, lr=0.004875, batch_cost=1.0018, reader_cost=0.0004 | ETA 10:01:13
2020-11-06 04:52:54 [INFO] [TRAIN] epoch=119, iter=44000/80000, loss=0.0781, lr=0.004874, batch_cost=1.0332, reader_cost=0.0002 | ETA 10:19:55
2020-11-06 04:52:59 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 04:58:09 [INFO] [EVAL] #Images=500 mIoU=0.7735 Acc=0.9620 Kappa=0.9506
2020-11-06 04:58:09 [INFO] [EVAL] Category IoU:
[0.9812 0.8501 0.9308 0.5554 0.6322 0.6758 0.727 0.8054 0.9274 0.6157
0.9533 0.7964 0.4501 0.9517 0.7231 0.8934 0.8141 0.6278 0.7861]
2020-11-06 04:58:09 [INFO] [EVAL] Category Acc:
[0.9927 0.9071 0.9594 0.8629 0.7856 0.8305 0.8642 0.8996 0.9527 0.9084
0.9722 0.8465 0.8571 0.9761 0.8196 0.9586 0.9531 0.8668 0.8836]
2020-11-06 04:58:09 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 04:58:19 [INFO] [TRAIN] epoch=119, iter=44010/80000, loss=0.0915, lr=0.004873, batch_cost=0.9970, reader_cost=0.0001 | ETA 09:58:03
2020-11-06 04:58:29 [INFO] [TRAIN] epoch=119, iter=44020/80000, loss=0.1018, lr=0.004872, batch_cost=0.9899, reader_cost=0.0001 | ETA 09:53:36
2020-11-06 04:58:39 [INFO] [TRAIN] epoch=119, iter=44030/80000, loss=0.1514, lr=0.004871, batch_cost=0.9761, reader_cost=0.0001 | ETA 09:45:09
2020-11-06 04:58:52 [INFO] [TRAIN] epoch=119, iter=44040/80000, loss=0.0908, lr=0.004869, batch_cost=1.2780, reader_cost=0.0001 | ETA 12:45:57
2020-11-06 04:59:02 [INFO] [TRAIN] epoch=119, iter=44050/80000, loss=0.0857, lr=0.004868, batch_cost=1.0188, reader_cost=0.0002 | ETA 10:10:25
2020-11-06 04:59:12 [INFO] [TRAIN] epoch=119, iter=44060/80000, loss=0.0821, lr=0.004867, batch_cost=1.0174, reader_cost=0.0002 | ETA 10:09:26
2020-11-06 04:59:22 [INFO] [TRAIN] epoch=119, iter=44070/80000, loss=0.1224, lr=0.004866, batch_cost=1.0149, reader_cost=0.0002 | ETA 10:07:44
2020-11-06 04:59:33 [INFO] [TRAIN] epoch=119, iter=44080/80000, loss=0.0849, lr=0.004864, batch_cost=1.0158, reader_cost=0.0002 | ETA 10:08:06
2020-11-06 04:59:43 [INFO] [TRAIN] epoch=119, iter=44090/80000, loss=0.0966, lr=0.004863, batch_cost=1.0191, reader_cost=0.0002 | ETA 10:09:54
2020-11-06 04:59:53 [INFO] [TRAIN] epoch=119, iter=44100/80000, loss=0.0860, lr=0.004862, batch_cost=1.0153, reader_cost=0.0002 | ETA 10:07:28
2020-11-06 05:00:03 [INFO] [TRAIN] epoch=119, iter=44110/80000, loss=0.0752, lr=0.004861, batch_cost=1.0170, reader_cost=0.0002 | ETA 10:08:21
2020-11-06 05:00:13 [INFO] [TRAIN] epoch=119, iter=44120/80000, loss=0.1000, lr=0.004860, batch_cost=1.0164, reader_cost=0.0002 | ETA 10:07:47
2020-11-06 05:00:23 [INFO] [TRAIN] epoch=119, iter=44130/80000, loss=0.0676, lr=0.004858, batch_cost=1.0167, reader_cost=0.0002 | ETA 10:07:48
2020-11-06 05:00:34 [INFO] [TRAIN] epoch=119, iter=44140/80000, loss=0.0950, lr=0.004857, batch_cost=1.0177, reader_cost=0.0002 | ETA 10:08:12
2020-11-06 05:00:44 [INFO] [TRAIN] epoch=119, iter=44150/80000, loss=0.0829, lr=0.004856, batch_cost=1.0180, reader_cost=0.0002 | ETA 10:08:15
2020-11-06 05:00:54 [INFO] [TRAIN] epoch=119, iter=44160/80000, loss=0.0932, lr=0.004855, batch_cost=1.0194, reader_cost=0.0002 | ETA 10:08:55
2020-11-06 05:01:04 [INFO] [TRAIN] epoch=119, iter=44170/80000, loss=0.0958, lr=0.004853, batch_cost=1.0195, reader_cost=0.0002 | ETA 10:08:49
2020-11-06 05:01:14 [INFO] [TRAIN] epoch=119, iter=44180/80000, loss=0.1327, lr=0.004852, batch_cost=1.0311, reader_cost=0.0002 | ETA 10:15:33
2020-11-06 05:01:25 [INFO] [TRAIN] epoch=119, iter=44190/80000, loss=0.1007, lr=0.004851, batch_cost=1.0228, reader_cost=0.0002 | ETA 10:10:26
2020-11-06 05:01:35 [INFO] [TRAIN] epoch=119, iter=44200/80000, loss=0.1077, lr=0.004850, batch_cost=0.9840, reader_cost=0.0002 | ETA 09:47:08
2020-11-06 05:01:44 [INFO] [TRAIN] epoch=119, iter=44210/80000, loss=0.0717, lr=0.004849, batch_cost=0.9797, reader_cost=0.0002 | ETA 09:44:25
2020-11-06 05:01:54 [INFO] [TRAIN] epoch=119, iter=44220/80000, loss=0.0924, lr=0.004847, batch_cost=0.9789, reader_cost=0.0002 | ETA 09:43:44
2020-11-06 05:02:04 [INFO] [TRAIN] epoch=119, iter=44230/80000, loss=0.0920, lr=0.004846, batch_cost=0.9828, reader_cost=0.0001 | ETA 09:45:55
2020-11-06 05:02:14 [INFO] [TRAIN] epoch=119, iter=44240/80000, loss=0.0986, lr=0.004845, batch_cost=1.0111, reader_cost=0.0002 | ETA 10:02:35
2020-11-06 05:02:24 [INFO] [TRAIN] epoch=119, iter=44250/80000, loss=0.0970, lr=0.004844, batch_cost=0.9798, reader_cost=0.0001 | ETA 09:43:49
2020-11-06 05:02:34 [INFO] [TRAIN] epoch=119, iter=44260/80000, loss=0.1038, lr=0.004842, batch_cost=0.9883, reader_cost=0.0001 | ETA 09:48:40
2020-11-06 05:02:46 [INFO] [TRAIN] epoch=120, iter=44270/80000, loss=0.1362, lr=0.004841, batch_cost=1.1828, reader_cost=0.1357 | ETA 11:44:22
2020-11-06 05:02:56 [INFO] [TRAIN] epoch=120, iter=44280/80000, loss=0.0938, lr=0.004840, batch_cost=1.0429, reader_cost=0.0004 | ETA 10:20:53
2020-11-06 05:03:06 [INFO] [TRAIN] epoch=120, iter=44290/80000, loss=0.1302, lr=0.004839, batch_cost=1.0065, reader_cost=0.0001 | ETA 09:59:03
2020-11-06 05:03:16 [INFO] [TRAIN] epoch=120, iter=44300/80000, loss=0.0936, lr=0.004838, batch_cost=0.9966, reader_cost=0.0001 | ETA 09:52:58
2020-11-06 05:03:26 [INFO] [TRAIN] epoch=120, iter=44310/80000, loss=0.1198, lr=0.004836, batch_cost=0.9897, reader_cost=0.0001 | ETA 09:48:41
2020-11-06 05:03:36 [INFO] [TRAIN] epoch=120, iter=44320/80000, loss=0.1023, lr=0.004835, batch_cost=0.9802, reader_cost=0.0001 | ETA 09:42:52
2020-11-06 05:03:46 [INFO] [TRAIN] epoch=120, iter=44330/80000, loss=0.1025, lr=0.004834, batch_cost=1.0422, reader_cost=0.0001 | ETA 10:19:33
2020-11-06 05:03:56 [INFO] [TRAIN] epoch=120, iter=44340/80000, loss=0.0981, lr=0.004833, batch_cost=1.0210, reader_cost=0.0001 | ETA 10:06:48
2020-11-06 05:04:06 [INFO] [TRAIN] epoch=120, iter=44350/80000, loss=0.1317, lr=0.004832, batch_cost=1.0108, reader_cost=0.0002 | ETA 10:00:34
2020-11-06 05:04:17 [INFO] [TRAIN] epoch=120, iter=44360/80000, loss=0.0919, lr=0.004830, batch_cost=1.0166, reader_cost=0.0001 | ETA 10:03:50
2020-11-06 05:04:27 [INFO] [TRAIN] epoch=120, iter=44370/80000, loss=0.0862, lr=0.004829, batch_cost=1.0055, reader_cost=0.0001 | ETA 09:57:04
2020-11-06 05:04:37 [INFO] [TRAIN] epoch=120, iter=44380/80000, loss=0.1170, lr=0.004828, batch_cost=1.0038, reader_cost=0.0001 | ETA 09:55:55
2020-11-06 05:04:47 [INFO] [TRAIN] epoch=120, iter=44390/80000, loss=0.0952, lr=0.004827, batch_cost=1.0086, reader_cost=0.0001 | ETA 09:58:36
2020-11-06 05:04:57 [INFO] [TRAIN] epoch=120, iter=44400/80000, loss=0.1163, lr=0.004825, batch_cost=0.9929, reader_cost=0.0001 | ETA 09:49:08
2020-11-06 05:05:07 [INFO] [TRAIN] epoch=120, iter=44410/80000, loss=0.1330, lr=0.004824, batch_cost=1.0219, reader_cost=0.0001 | ETA 10:06:08
2020-11-06 05:05:17 [INFO] [TRAIN] epoch=120, iter=44420/80000, loss=0.0925, lr=0.004823, batch_cost=1.0331, reader_cost=0.0001 | ETA 10:12:36
2020-11-06 05:05:28 [INFO] [TRAIN] epoch=120, iter=44430/80000, loss=0.1039, lr=0.004822, batch_cost=1.0477, reader_cost=0.0001 | ETA 10:21:06
2020-11-06 05:05:38 [INFO] [TRAIN] epoch=120, iter=44440/80000, loss=0.1133, lr=0.004821, batch_cost=1.0334, reader_cost=0.0001 | ETA 10:12:27
2020-11-06 05:05:48 [INFO] [TRAIN] epoch=120, iter=44450/80000, loss=0.1050, lr=0.004819, batch_cost=1.0194, reader_cost=0.0002 | ETA 10:04:00
2020-11-06 05:05:58 [INFO] [TRAIN] epoch=120, iter=44460/80000, loss=0.1000, lr=0.004818, batch_cost=1.0010, reader_cost=0.0002 | ETA 09:52:55
2020-11-06 05:06:09 [INFO] [TRAIN] epoch=120, iter=44470/80000, loss=0.1193, lr=0.004817, batch_cost=1.0189, reader_cost=0.0002 | ETA 10:03:22
2020-11-06 05:06:19 [INFO] [TRAIN] epoch=120, iter=44480/80000, loss=0.0839, lr=0.004816, batch_cost=1.0264, reader_cost=0.0002 | ETA 10:07:39
2020-11-06 05:06:29 [INFO] [TRAIN] epoch=120, iter=44490/80000, loss=0.1061, lr=0.004814, batch_cost=1.0286, reader_cost=0.0002 | ETA 10:08:47
2020-11-06 05:06:39 [INFO] [TRAIN] epoch=120, iter=44500/80000, loss=0.0648, lr=0.004813, batch_cost=1.0293, reader_cost=0.0002 | ETA 10:09:01
2020-11-06 05:06:50 [INFO] [TRAIN] epoch=120, iter=44510/80000, loss=0.0746, lr=0.004812, batch_cost=1.0311, reader_cost=0.0002 | ETA 10:09:54
2020-11-06 05:07:00 [INFO] [TRAIN] epoch=120, iter=44520/80000, loss=0.1093, lr=0.004811, batch_cost=1.0239, reader_cost=0.0002 | ETA 10:05:29
2020-11-06 05:07:10 [INFO] [TRAIN] epoch=120, iter=44530/80000, loss=0.1299, lr=0.004810, batch_cost=1.0024, reader_cost=0.0001 | ETA 09:52:34
2020-11-06 05:07:20 [INFO] [TRAIN] epoch=120, iter=44540/80000, loss=0.1040, lr=0.004808, batch_cost=1.0048, reader_cost=0.0001 | ETA 09:53:48
2020-11-06 05:07:30 [INFO] [TRAIN] epoch=120, iter=44550/80000, loss=0.1140, lr=0.004807, batch_cost=1.0388, reader_cost=0.0001 | ETA 10:13:45
2020-11-06 05:07:41 [INFO] [TRAIN] epoch=120, iter=44560/80000, loss=0.0969, lr=0.004806, batch_cost=1.0360, reader_cost=0.0015 | ETA 10:11:55
2020-11-06 05:07:51 [INFO] [TRAIN] epoch=120, iter=44570/80000, loss=0.1130, lr=0.004805, batch_cost=0.9937, reader_cost=0.0001 | ETA 09:46:45
2020-11-06 05:08:01 [INFO] [TRAIN] epoch=120, iter=44580/80000, loss=0.0599, lr=0.004803, batch_cost=0.9967, reader_cost=0.0002 | ETA 09:48:22
2020-11-06 05:08:11 [INFO] [TRAIN] epoch=120, iter=44590/80000, loss=0.0886, lr=0.004802, batch_cost=0.9970, reader_cost=0.0002 | ETA 09:48:25
2020-11-06 05:08:21 [INFO] [TRAIN] epoch=120, iter=44600/80000, loss=0.1003, lr=0.004801, batch_cost=1.0012, reader_cost=0.0001 | ETA 09:50:41
2020-11-06 05:08:31 [INFO] [TRAIN] epoch=120, iter=44610/80000, loss=0.0975, lr=0.004800, batch_cost=1.0468, reader_cost=0.0002 | ETA 10:17:24
2020-11-06 05:08:41 [INFO] [TRAIN] epoch=120, iter=44620/80000, loss=0.0793, lr=0.004799, batch_cost=1.0230, reader_cost=0.0001 | ETA 10:03:14
2020-11-06 05:08:52 [INFO] [TRAIN] epoch=120, iter=44630/80000, loss=0.1296, lr=0.004797, batch_cost=1.0497, reader_cost=0.0002 | ETA 10:18:47
2020-11-06 05:09:02 [INFO] [TRAIN] epoch=120, iter=44640/80000, loss=0.1106, lr=0.004796, batch_cost=0.9742, reader_cost=0.0001 | ETA 09:34:08
2020-11-06 05:09:13 [INFO] [TRAIN] epoch=121, iter=44650/80000, loss=0.1089, lr=0.004795, batch_cost=1.1665, reader_cost=0.0948 | ETA 11:27:17
2020-11-06 05:09:23 [INFO] [TRAIN] epoch=121, iter=44660/80000, loss=0.1352, lr=0.004794, batch_cost=0.9902, reader_cost=0.0004 | ETA 09:43:14
2020-11-06 05:09:33 [INFO] [TRAIN] epoch=121, iter=44670/80000, loss=0.0883, lr=0.004792, batch_cost=0.9815, reader_cost=0.0001 | ETA 09:37:55
2020-11-06 05:09:43 [INFO] [TRAIN] epoch=121, iter=44680/80000, loss=0.1164, lr=0.004791, batch_cost=0.9809, reader_cost=0.0001 | ETA 09:37:26
2020-11-06 05:09:53 [INFO] [TRAIN] epoch=121, iter=44690/80000, loss=0.0915, lr=0.004790, batch_cost=0.9857, reader_cost=0.0001 | ETA 09:40:06
2020-11-06 05:10:03 [INFO] [TRAIN] epoch=121, iter=44700/80000, loss=0.0927, lr=0.004789, batch_cost=0.9900, reader_cost=0.0001 | ETA 09:42:28
2020-11-06 05:10:13 [INFO] [TRAIN] epoch=121, iter=44710/80000, loss=0.1184, lr=0.004788, batch_cost=0.9989, reader_cost=0.0001 | ETA 09:47:30
2020-11-06 05:10:22 [INFO] [TRAIN] epoch=121, iter=44720/80000, loss=0.1522, lr=0.004786, batch_cost=0.9894, reader_cost=0.0001 | ETA 09:41:45
2020-11-06 05:10:32 [INFO] [TRAIN] epoch=121, iter=44730/80000, loss=0.0951, lr=0.004785, batch_cost=0.9865, reader_cost=0.0002 | ETA 09:39:54
2020-11-06 05:10:42 [INFO] [TRAIN] epoch=121, iter=44740/80000, loss=0.1012, lr=0.004784, batch_cost=0.9868, reader_cost=0.0001 | ETA 09:39:55
2020-11-06 05:10:52 [INFO] [TRAIN] epoch=121, iter=44750/80000, loss=0.1108, lr=0.004783, batch_cost=0.9871, reader_cost=0.0001 | ETA 09:39:54
2020-11-06 05:11:02 [INFO] [TRAIN] epoch=121, iter=44760/80000, loss=0.1140, lr=0.004781, batch_cost=0.9857, reader_cost=0.0001 | ETA 09:38:56
2020-11-06 05:11:12 [INFO] [TRAIN] epoch=121, iter=44770/80000, loss=0.1370, lr=0.004780, batch_cost=0.9933, reader_cost=0.0002 | ETA 09:43:14
2020-11-06 05:11:22 [INFO] [TRAIN] epoch=121, iter=44780/80000, loss=0.1639, lr=0.004779, batch_cost=0.9893, reader_cost=0.0002 | ETA 09:40:44
2020-11-06 05:11:32 [INFO] [TRAIN] epoch=121, iter=44790/80000, loss=0.0831, lr=0.004778, batch_cost=0.9916, reader_cost=0.0002 | ETA 09:41:53
2020-11-06 05:11:42 [INFO] [TRAIN] epoch=121, iter=44800/80000, loss=0.0940, lr=0.004777, batch_cost=1.0310, reader_cost=0.0002 | ETA 10:04:52
2020-11-06 05:11:52 [INFO] [TRAIN] epoch=121, iter=44810/80000, loss=0.1058, lr=0.004775, batch_cost=0.9887, reader_cost=0.0001 | ETA 09:39:52
2020-11-06 05:12:02 [INFO] [TRAIN] epoch=121, iter=44820/80000, loss=0.0992, lr=0.004774, batch_cost=0.9845, reader_cost=0.0002 | ETA 09:37:15
2020-11-06 05:12:12 [INFO] [TRAIN] epoch=121, iter=44830/80000, loss=0.0980, lr=0.004773, batch_cost=0.9922, reader_cost=0.0002 | ETA 09:41:35
2020-11-06 05:12:22 [INFO] [TRAIN] epoch=121, iter=44840/80000, loss=0.0897, lr=0.004772, batch_cost=0.9932, reader_cost=0.0001 | ETA 09:42:01
2020-11-06 05:12:32 [INFO] [TRAIN] epoch=121, iter=44850/80000, loss=0.0616, lr=0.004770, batch_cost=1.0052, reader_cost=0.0002 | ETA 09:48:51
2020-11-06 05:12:42 [INFO] [TRAIN] epoch=121, iter=44860/80000, loss=0.0903, lr=0.004769, batch_cost=1.0077, reader_cost=0.0001 | ETA 09:50:09
2020-11-06 05:12:52 [INFO] [TRAIN] epoch=121, iter=44870/80000, loss=0.0762, lr=0.004768, batch_cost=0.9983, reader_cost=0.0001 | ETA 09:44:29
2020-11-06 05:13:01 [INFO] [TRAIN] epoch=121, iter=44880/80000, loss=0.1137, lr=0.004767, batch_cost=0.9832, reader_cost=0.0001 | ETA 09:35:30
2020-11-06 05:13:11 [INFO] [TRAIN] epoch=121, iter=44890/80000, loss=0.0693, lr=0.004766, batch_cost=0.9828, reader_cost=0.0001 | ETA 09:35:06
2020-11-06 05:13:21 [INFO] [TRAIN] epoch=121, iter=44900/80000, loss=0.1299, lr=0.004764, batch_cost=0.9894, reader_cost=0.0002 | ETA 09:38:46
2020-11-06 05:13:31 [INFO] [TRAIN] epoch=121, iter=44910/80000, loss=0.1002, lr=0.004763, batch_cost=0.9991, reader_cost=0.0001 | ETA 09:44:18
2020-11-06 05:13:41 [INFO] [TRAIN] epoch=121, iter=44920/80000, loss=0.1285, lr=0.004762, batch_cost=0.9924, reader_cost=0.0001 | ETA 09:40:14
2020-11-06 05:13:51 [INFO] [TRAIN] epoch=121, iter=44930/80000, loss=0.0679, lr=0.004761, batch_cost=0.9876, reader_cost=0.0001 | ETA 09:37:14
2020-11-06 05:14:01 [INFO] [TRAIN] epoch=121, iter=44940/80000, loss=0.0826, lr=0.004759, batch_cost=0.9863, reader_cost=0.0001 | ETA 09:36:19
2020-11-06 05:14:11 [INFO] [TRAIN] epoch=121, iter=44950/80000, loss=0.0769, lr=0.004758, batch_cost=0.9818, reader_cost=0.0002 | ETA 09:33:30
2020-11-06 05:14:20 [INFO] [TRAIN] epoch=121, iter=44960/80000, loss=0.0726, lr=0.004757, batch_cost=0.9830, reader_cost=0.0001 | ETA 09:34:04
2020-11-06 05:14:30 [INFO] [TRAIN] epoch=121, iter=44970/80000, loss=0.1486, lr=0.004756, batch_cost=0.9995, reader_cost=0.0001 | ETA 09:43:31
2020-11-06 05:14:41 [INFO] [TRAIN] epoch=121, iter=44980/80000, loss=0.0834, lr=0.004755, batch_cost=1.0046, reader_cost=0.0001 | ETA 09:46:20
2020-11-06 05:14:50 [INFO] [TRAIN] epoch=121, iter=44990/80000, loss=0.0927, lr=0.004753, batch_cost=0.9919, reader_cost=0.0001 | ETA 09:38:47
2020-11-06 05:15:00 [INFO] [TRAIN] epoch=121, iter=45000/80000, loss=0.1070, lr=0.004752, batch_cost=0.9844, reader_cost=0.0001 | ETA 09:34:14
2020-11-06 05:15:10 [INFO] [TRAIN] epoch=121, iter=45010/80000, loss=0.0984, lr=0.004751, batch_cost=0.9748, reader_cost=0.0001 | ETA 09:28:29
2020-11-06 05:15:22 [INFO] [TRAIN] epoch=122, iter=45020/80000, loss=0.1125, lr=0.004750, batch_cost=1.1828, reader_cost=0.1063 | ETA 11:29:34
2020-11-06 05:15:32 [INFO] [TRAIN] epoch=122, iter=45030/80000, loss=0.0878, lr=0.004748, batch_cost=0.9732, reader_cost=0.0005 | ETA 09:27:12
2020-11-06 05:15:41 [INFO] [TRAIN] epoch=122, iter=45040/80000, loss=0.1797, lr=0.004747, batch_cost=0.9733, reader_cost=0.0001 | ETA 09:27:05
2020-11-06 05:15:51 [INFO] [TRAIN] epoch=122, iter=45050/80000, loss=0.0959, lr=0.004746, batch_cost=0.9739, reader_cost=0.0001 | ETA 09:27:16
2020-11-06 05:16:01 [INFO] [TRAIN] epoch=122, iter=45060/80000, loss=0.0686, lr=0.004745, batch_cost=0.9727, reader_cost=0.0001 | ETA 09:26:26
2020-11-06 05:16:11 [INFO] [TRAIN] epoch=122, iter=45070/80000, loss=0.1123, lr=0.004744, batch_cost=0.9737, reader_cost=0.0002 | ETA 09:26:52
2020-11-06 05:16:20 [INFO] [TRAIN] epoch=122, iter=45080/80000, loss=0.0799, lr=0.004742, batch_cost=0.9737, reader_cost=0.0001 | ETA 09:26:40
2020-11-06 05:16:30 [INFO] [TRAIN] epoch=122, iter=45090/80000, loss=0.1668, lr=0.004741, batch_cost=0.9781, reader_cost=0.0001 | ETA 09:29:04
2020-11-06 05:16:40 [INFO] [TRAIN] epoch=122, iter=45100/80000, loss=0.0821, lr=0.004740, batch_cost=0.9813, reader_cost=0.0001 | ETA 09:30:48
2020-11-06 05:16:50 [INFO] [TRAIN] epoch=122, iter=45110/80000, loss=0.1038, lr=0.004739, batch_cost=0.9787, reader_cost=0.0001 | ETA 09:29:07
2020-11-06 05:16:59 [INFO] [TRAIN] epoch=122, iter=45120/80000, loss=0.1088, lr=0.004737, batch_cost=0.9828, reader_cost=0.0001 | ETA 09:31:20
2020-11-06 05:17:09 [INFO] [TRAIN] epoch=122, iter=45130/80000, loss=0.0844, lr=0.004736, batch_cost=0.9830, reader_cost=0.0001 | ETA 09:31:18
2020-11-06 05:17:19 [INFO] [TRAIN] epoch=122, iter=45140/80000, loss=0.0927, lr=0.004735, batch_cost=0.9842, reader_cost=0.0001 | ETA 09:31:49
2020-11-06 05:17:29 [INFO] [TRAIN] epoch=122, iter=45150/80000, loss=0.1154, lr=0.004734, batch_cost=0.9802, reader_cost=0.0001 | ETA 09:29:19
2020-11-06 05:17:39 [INFO] [TRAIN] epoch=122, iter=45160/80000, loss=0.0799, lr=0.004733, batch_cost=0.9846, reader_cost=0.0001 | ETA 09:31:41
2020-11-06 05:17:49 [INFO] [TRAIN] epoch=122, iter=45170/80000, loss=0.0974, lr=0.004731, batch_cost=0.9819, reader_cost=0.0001 | ETA 09:29:59
2020-11-06 05:17:58 [INFO] [TRAIN] epoch=122, iter=45180/80000, loss=0.0871, lr=0.004730, batch_cost=0.9834, reader_cost=0.0002 | ETA 09:30:43
2020-11-06 05:18:08 [INFO] [TRAIN] epoch=122, iter=45190/80000, loss=0.1008, lr=0.004729, batch_cost=0.9841, reader_cost=0.0001 | ETA 09:30:56
2020-11-06 05:18:18 [INFO] [TRAIN] epoch=122, iter=45200/80000, loss=0.1074, lr=0.004728, batch_cost=0.9745, reader_cost=0.0001 | ETA 09:25:12
2020-11-06 05:18:28 [INFO] [TRAIN] epoch=122, iter=45210/80000, loss=0.0971, lr=0.004726, batch_cost=0.9727, reader_cost=0.0001 | ETA 09:24:00
2020-11-06 05:18:37 [INFO] [TRAIN] epoch=122, iter=45220/80000, loss=0.0673, lr=0.004725, batch_cost=0.9696, reader_cost=0.0001 | ETA 09:22:02
2020-11-06 05:18:47 [INFO] [TRAIN] epoch=122, iter=45230/80000, loss=0.1127, lr=0.004724, batch_cost=0.9716, reader_cost=0.0001 | ETA 09:23:01
2020-11-06 05:18:57 [INFO] [TRAIN] epoch=122, iter=45240/80000, loss=0.0840, lr=0.004723, batch_cost=0.9688, reader_cost=0.0001 | ETA 09:21:15
2020-11-06 05:19:07 [INFO] [TRAIN] epoch=122, iter=45250/80000, loss=0.0877, lr=0.004722, batch_cost=0.9700, reader_cost=0.0001 | ETA 09:21:46
2020-11-06 05:19:16 [INFO] [TRAIN] epoch=122, iter=45260/80000, loss=0.0882, lr=0.004720, batch_cost=0.9714, reader_cost=0.0001 | ETA 09:22:27
2020-11-06 05:19:26 [INFO] [TRAIN] epoch=122, iter=45270/80000, loss=0.0873, lr=0.004719, batch_cost=0.9739, reader_cost=0.0001 | ETA 09:23:45
2020-11-06 05:19:36 [INFO] [TRAIN] epoch=122, iter=45280/80000, loss=0.1169, lr=0.004718, batch_cost=0.9726, reader_cost=0.0001 | ETA 09:22:49
2020-11-06 05:19:45 [INFO] [TRAIN] epoch=122, iter=45290/80000, loss=0.1551, lr=0.004717, batch_cost=0.9714, reader_cost=0.0001 | ETA 09:21:58
2020-11-06 05:19:55 [INFO] [TRAIN] epoch=122, iter=45300/80000, loss=0.1166, lr=0.004715, batch_cost=0.9719, reader_cost=0.0001 | ETA 09:22:06
2020-11-06 05:20:05 [INFO] [TRAIN] epoch=122, iter=45310/80000, loss=0.0825, lr=0.004714, batch_cost=0.9703, reader_cost=0.0001 | ETA 09:21:00
2020-11-06 05:20:15 [INFO] [TRAIN] epoch=122, iter=45320/80000, loss=0.0978, lr=0.004713, batch_cost=0.9719, reader_cost=0.0001 | ETA 09:21:47
2020-11-06 05:20:24 [INFO] [TRAIN] epoch=122, iter=45330/80000, loss=0.0933, lr=0.004712, batch_cost=0.9702, reader_cost=0.0001 | ETA 09:20:35
2020-11-06 05:20:34 [INFO] [TRAIN] epoch=122, iter=45340/80000, loss=0.1094, lr=0.004711, batch_cost=0.9710, reader_cost=0.0001 | ETA 09:20:54
2020-11-06 05:20:44 [INFO] [TRAIN] epoch=122, iter=45350/80000, loss=0.0956, lr=0.004709, batch_cost=0.9794, reader_cost=0.0001 | ETA 09:25:35
2020-11-06 05:20:54 [INFO] [TRAIN] epoch=122, iter=45360/80000, loss=0.1174, lr=0.004708, batch_cost=0.9782, reader_cost=0.0001 | ETA 09:24:45
2020-11-06 05:21:03 [INFO] [TRAIN] epoch=122, iter=45370/80000, loss=0.1203, lr=0.004707, batch_cost=0.9833, reader_cost=0.0001 | ETA 09:27:31
2020-11-06 05:21:13 [INFO] [TRAIN] epoch=122, iter=45380/80000, loss=0.1206, lr=0.004706, batch_cost=0.9774, reader_cost=0.0001 | ETA 09:23:55
2020-11-06 05:21:25 [INFO] [TRAIN] epoch=123, iter=45390/80000, loss=0.0943, lr=0.004704, batch_cost=1.1485, reader_cost=0.1059 | ETA 11:02:30
2020-11-06 05:21:35 [INFO] [TRAIN] epoch=123, iter=45400/80000, loss=0.1185, lr=0.004703, batch_cost=0.9820, reader_cost=0.0004 | ETA 09:26:16
2020-11-06 05:21:45 [INFO] [TRAIN] epoch=123, iter=45410/80000, loss=0.0878, lr=0.004702, batch_cost=1.0171, reader_cost=0.0001 | ETA 09:46:20
2020-11-06 05:21:55 [INFO] [TRAIN] epoch=123, iter=45420/80000, loss=0.0882, lr=0.004701, batch_cost=0.9907, reader_cost=0.0002 | ETA 09:30:57
2020-11-06 05:22:04 [INFO] [TRAIN] epoch=123, iter=45430/80000, loss=0.0865, lr=0.004700, batch_cost=0.9818, reader_cost=0.0001 | ETA 09:25:41
2020-11-06 05:22:15 [INFO] [TRAIN] epoch=123, iter=45440/80000, loss=0.1251, lr=0.004698, batch_cost=1.0177, reader_cost=0.0002 | ETA 09:46:11
2020-11-06 05:22:24 [INFO] [TRAIN] epoch=123, iter=45450/80000, loss=0.0759, lr=0.004697, batch_cost=0.9800, reader_cost=0.0002 | ETA 09:24:19
2020-11-06 05:22:34 [INFO] [TRAIN] epoch=123, iter=45460/80000, loss=0.1257, lr=0.004696, batch_cost=0.9852, reader_cost=0.0002 | ETA 09:27:08
2020-11-06 05:22:44 [INFO] [TRAIN] epoch=123, iter=45470/80000, loss=0.0723, lr=0.004695, batch_cost=1.0012, reader_cost=0.0002 | ETA 09:36:12
2020-11-06 05:22:54 [INFO] [TRAIN] epoch=123, iter=45480/80000, loss=0.1503, lr=0.004693, batch_cost=1.0017, reader_cost=0.0002 | ETA 09:36:19
2020-11-06 05:23:05 [INFO] [TRAIN] epoch=123, iter=45490/80000, loss=0.0905, lr=0.004692, batch_cost=1.0498, reader_cost=0.0002 | ETA 10:03:47
2020-11-06 05:23:15 [INFO] [TRAIN] epoch=123, iter=45500/80000, loss=0.0786, lr=0.004691, batch_cost=1.0583, reader_cost=0.0002 | ETA 10:08:31
2020-11-06 05:23:26 [INFO] [TRAIN] epoch=123, iter=45510/80000, loss=0.0907, lr=0.004690, batch_cost=1.0426, reader_cost=0.0001 | ETA 09:59:18
2020-11-06 05:23:36 [INFO] [TRAIN] epoch=123, iter=45520/80000, loss=0.0764, lr=0.004689, batch_cost=1.0579, reader_cost=0.0001 | ETA 10:07:55
2020-11-06 05:23:47 [INFO] [TRAIN] epoch=123, iter=45530/80000, loss=0.1007, lr=0.004687, batch_cost=1.0665, reader_cost=0.0001 | ETA 10:12:42
2020-11-06 05:23:58 [INFO] [TRAIN] epoch=123, iter=45540/80000, loss=0.0916, lr=0.004686, batch_cost=1.0516, reader_cost=0.0001 | ETA 10:03:57
2020-11-06 05:24:08 [INFO] [TRAIN] epoch=123, iter=45550/80000, loss=0.0807, lr=0.004685, batch_cost=1.0440, reader_cost=0.0001 | ETA 09:59:25
2020-11-06 05:24:19 [INFO] [TRAIN] epoch=123, iter=45560/80000, loss=0.1100, lr=0.004684, batch_cost=1.0806, reader_cost=0.0001 | ETA 10:20:17
2020-11-06 05:24:29 [INFO] [TRAIN] epoch=123, iter=45570/80000, loss=0.1532, lr=0.004682, batch_cost=1.0467, reader_cost=0.0001 | ETA 10:00:37
2020-11-06 05:24:40 [INFO] [TRAIN] epoch=123, iter=45580/80000, loss=0.1480, lr=0.004681, batch_cost=1.0649, reader_cost=0.0002 | ETA 10:10:53
2020-11-06 05:24:50 [INFO] [TRAIN] epoch=123, iter=45590/80000, loss=0.0738, lr=0.004680, batch_cost=1.0308, reader_cost=0.0001 | ETA 09:51:10
2020-11-06 05:25:01 [INFO] [TRAIN] epoch=123, iter=45600/80000, loss=0.0865, lr=0.004679, batch_cost=1.0756, reader_cost=0.0001 | ETA 10:16:41
2020-11-06 05:25:11 [INFO] [TRAIN] epoch=123, iter=45610/80000, loss=0.0827, lr=0.004678, batch_cost=1.0289, reader_cost=0.0002 | ETA 09:49:45
2020-11-06 05:25:22 [INFO] [TRAIN] epoch=123, iter=45620/80000, loss=0.1071, lr=0.004676, batch_cost=1.0886, reader_cost=0.0001 | ETA 10:23:46
2020-11-06 05:25:32 [INFO] [TRAIN] epoch=123, iter=45630/80000, loss=0.1055, lr=0.004675, batch_cost=1.0327, reader_cost=0.0001 | ETA 09:51:33
2020-11-06 05:25:43 [INFO] [TRAIN] epoch=123, iter=45640/80000, loss=0.0696, lr=0.004674, batch_cost=1.0559, reader_cost=0.0001 | ETA 10:04:42
2020-11-06 05:25:54 [INFO] [TRAIN] epoch=123, iter=45650/80000, loss=0.0999, lr=0.004673, batch_cost=1.0799, reader_cost=0.0001 | ETA 10:18:13
2020-11-06 05:26:05 [INFO] [TRAIN] epoch=123, iter=45660/80000, loss=0.1109, lr=0.004671, batch_cost=1.0857, reader_cost=0.0001 | ETA 10:21:22
2020-11-06 05:26:16 [INFO] [TRAIN] epoch=123, iter=45670/80000, loss=0.0877, lr=0.004670, batch_cost=1.1188, reader_cost=0.0001 | ETA 10:40:06
2020-11-06 05:26:27 [INFO] [TRAIN] epoch=123, iter=45680/80000, loss=0.0806, lr=0.004669, batch_cost=1.1411, reader_cost=0.0001 | ETA 10:52:40
2020-11-06 05:26:38 [INFO] [TRAIN] epoch=123, iter=45690/80000, loss=0.1776, lr=0.004668, batch_cost=1.0974, reader_cost=0.0001 | ETA 10:27:33
2020-11-06 05:26:49 [INFO] [TRAIN] epoch=123, iter=45700/80000, loss=0.0561, lr=0.004667, batch_cost=1.1203, reader_cost=0.0001 | ETA 10:40:27
2020-11-06 05:27:01 [INFO] [TRAIN] epoch=123, iter=45710/80000, loss=0.0836, lr=0.004665, batch_cost=1.1152, reader_cost=0.0001 | ETA 10:37:20
2020-11-06 05:27:11 [INFO] [TRAIN] epoch=123, iter=45720/80000, loss=0.0785, lr=0.004664, batch_cost=1.0555, reader_cost=0.0002 | ETA 10:03:02
2020-11-06 05:27:21 [INFO] [TRAIN] epoch=123, iter=45730/80000, loss=0.1434, lr=0.004663, batch_cost=1.0299, reader_cost=0.0001 | ETA 09:48:13
2020-11-06 05:27:32 [INFO] [TRAIN] epoch=123, iter=45740/80000, loss=0.1004, lr=0.004662, batch_cost=1.0559, reader_cost=0.0001 | ETA 10:02:53
2020-11-06 05:27:43 [INFO] [TRAIN] epoch=123, iter=45750/80000, loss=0.1478, lr=0.004660, batch_cost=1.0823, reader_cost=0.0001 | ETA 10:17:48
2020-11-06 05:27:55 [INFO] [TRAIN] epoch=124, iter=45760/80000, loss=0.1025, lr=0.004659, batch_cost=1.1960, reader_cost=0.1487 | ETA 11:22:30
2020-11-06 05:28:05 [INFO] [TRAIN] epoch=124, iter=45770/80000, loss=0.0954, lr=0.004658, batch_cost=1.0298, reader_cost=0.0005 | ETA 09:47:28
2020-11-06 05:28:15 [INFO] [TRAIN] epoch=124, iter=45780/80000, loss=0.0998, lr=0.004657, batch_cost=1.0254, reader_cost=0.0002 | ETA 09:44:50
2020-11-06 05:28:26 [INFO] [TRAIN] epoch=124, iter=45790/80000, loss=0.1268, lr=0.004656, batch_cost=1.0362, reader_cost=0.0002 | ETA 09:50:46
2020-11-06 05:28:36 [INFO] [TRAIN] epoch=124, iter=45800/80000, loss=0.1242, lr=0.004654, batch_cost=1.0668, reader_cost=0.0002 | ETA 10:08:04
2020-11-06 05:28:47 [INFO] [TRAIN] epoch=124, iter=45810/80000, loss=0.1244, lr=0.004653, batch_cost=1.0300, reader_cost=0.0002 | ETA 09:46:56
2020-11-06 05:28:57 [INFO] [TRAIN] epoch=124, iter=45820/80000, loss=0.1207, lr=0.004652, batch_cost=1.0488, reader_cost=0.0002 | ETA 09:57:26
2020-11-06 05:29:08 [INFO] [TRAIN] epoch=124, iter=45830/80000, loss=0.0993, lr=0.004651, batch_cost=1.0305, reader_cost=0.0002 | ETA 09:46:50
2020-11-06 05:29:18 [INFO] [TRAIN] epoch=124, iter=45840/80000, loss=0.0736, lr=0.004649, batch_cost=1.0320, reader_cost=0.0002 | ETA 09:47:31
2020-11-06 05:29:28 [INFO] [TRAIN] epoch=124, iter=45850/80000, loss=0.0921, lr=0.004648, batch_cost=1.0339, reader_cost=0.0002 | ETA 09:48:26
2020-11-06 05:29:38 [INFO] [TRAIN] epoch=124, iter=45860/80000, loss=0.1197, lr=0.004647, batch_cost=1.0323, reader_cost=0.0002 | ETA 09:47:22
2020-11-06 05:29:49 [INFO] [TRAIN] epoch=124, iter=45870/80000, loss=0.1219, lr=0.004646, batch_cost=1.0307, reader_cost=0.0002 | ETA 09:46:18
2020-11-06 05:29:59 [INFO] [TRAIN] epoch=124, iter=45880/80000, loss=0.0886, lr=0.004644, batch_cost=1.0494, reader_cost=0.0002 | ETA 09:56:45
2020-11-06 05:30:10 [INFO] [TRAIN] epoch=124, iter=45890/80000, loss=0.1639, lr=0.004643, batch_cost=1.0282, reader_cost=0.0002 | ETA 09:44:32
2020-11-06 05:30:20 [INFO] [TRAIN] epoch=124, iter=45900/80000, loss=0.1405, lr=0.004642, batch_cost=1.0368, reader_cost=0.0002 | ETA 09:49:13
2020-11-06 05:30:30 [INFO] [TRAIN] epoch=124, iter=45910/80000, loss=0.0982, lr=0.004641, batch_cost=1.0468, reader_cost=0.0002 | ETA 09:54:47
2020-11-06 05:30:40 [INFO] [TRAIN] epoch=124, iter=45920/80000, loss=0.1008, lr=0.004640, batch_cost=0.9912, reader_cost=0.0001 | ETA 09:23:01
2020-11-06 05:30:50 [INFO] [TRAIN] epoch=124, iter=45930/80000, loss=0.1093, lr=0.004638, batch_cost=0.9908, reader_cost=0.0001 | ETA 09:22:38
2020-11-06 05:31:00 [INFO] [TRAIN] epoch=124, iter=45940/80000, loss=0.0822, lr=0.004637, batch_cost=0.9898, reader_cost=0.0001 | ETA 09:21:53
2020-11-06 05:31:10 [INFO] [TRAIN] epoch=124, iter=45950/80000, loss=0.1888, lr=0.004636, batch_cost=0.9945, reader_cost=0.0001 | ETA 09:24:22
2020-11-06 05:31:20 [INFO] [TRAIN] epoch=124, iter=45960/80000, loss=0.1043, lr=0.004635, batch_cost=0.9871, reader_cost=0.0001 | ETA 09:20:00
2020-11-06 05:31:30 [INFO] [TRAIN] epoch=124, iter=45970/80000, loss=0.0610, lr=0.004633, batch_cost=0.9857, reader_cost=0.0001 | ETA 09:19:02
2020-11-06 05:31:40 [INFO] [TRAIN] epoch=124, iter=45980/80000, loss=0.1022, lr=0.004632, batch_cost=1.0016, reader_cost=0.0001 | ETA 09:27:54
2020-11-06 05:31:50 [INFO] [TRAIN] epoch=124, iter=45990/80000, loss=0.0947, lr=0.004631, batch_cost=1.0274, reader_cost=0.0001 | ETA 09:42:22
2020-11-06 05:32:01 [INFO] [TRAIN] epoch=124, iter=46000/80000, loss=0.1042, lr=0.004630, batch_cost=1.0662, reader_cost=0.0001 | ETA 10:04:12
2020-11-06 05:32:05 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 05:37:15 [INFO] [EVAL] #Images=500 mIoU=0.7882 Acc=0.9628 Kappa=0.9518
2020-11-06 05:37:15 [INFO] [EVAL] Category IoU:
[0.9823 0.8622 0.9295 0.5738 0.6087 0.6745 0.7264 0.8075 0.9246 0.6625
0.9491 0.8354 0.6521 0.9554 0.8304 0.8659 0.6945 0.6591 0.782 ]
2020-11-06 05:37:15 [INFO] [EVAL] Category Acc:
[0.9931 0.9261 0.9592 0.8256 0.8616 0.8235 0.8457 0.897 0.956 0.7843
0.9642 0.8992 0.8063 0.9743 0.9153 0.979 0.7384 0.7585 0.8579]
2020-11-06 05:37:15 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 05:37:24 [INFO] [TRAIN] epoch=124, iter=46010/80000, loss=0.0810, lr=0.004629, batch_cost=0.9828, reader_cost=0.0002 | ETA 09:16:44
2020-11-06 05:37:34 [INFO] [TRAIN] epoch=124, iter=46020/80000, loss=0.0813, lr=0.004627, batch_cost=0.9856, reader_cost=0.0001 | ETA 09:18:09
2020-11-06 05:37:44 [INFO] [TRAIN] epoch=124, iter=46030/80000, loss=0.2170, lr=0.004626, batch_cost=0.9862, reader_cost=0.0001 | ETA 09:18:19
2020-11-06 05:37:54 [INFO] [TRAIN] epoch=124, iter=46040/80000, loss=0.0961, lr=0.004625, batch_cost=0.9934, reader_cost=0.0001 | ETA 09:22:17
2020-11-06 05:38:04 [INFO] [TRAIN] epoch=124, iter=46050/80000, loss=0.1078, lr=0.004624, batch_cost=1.0200, reader_cost=0.0001 | ETA 09:37:09
2020-11-06 05:38:15 [INFO] [TRAIN] epoch=124, iter=46060/80000, loss=0.0923, lr=0.004622, batch_cost=1.0205, reader_cost=0.0001 | ETA 09:37:17
2020-11-06 05:38:25 [INFO] [TRAIN] epoch=124, iter=46070/80000, loss=0.0715, lr=0.004621, batch_cost=1.0062, reader_cost=0.0001 | ETA 09:29:00
2020-11-06 05:38:35 [INFO] [TRAIN] epoch=124, iter=46080/80000, loss=0.1044, lr=0.004620, batch_cost=1.0048, reader_cost=0.0001 | ETA 09:28:02
2020-11-06 05:38:45 [INFO] [TRAIN] epoch=124, iter=46090/80000, loss=0.0911, lr=0.004619, batch_cost=1.0055, reader_cost=0.0001 | ETA 09:28:15
2020-11-06 05:38:55 [INFO] [TRAIN] epoch=124, iter=46100/80000, loss=0.0765, lr=0.004618, batch_cost=0.9976, reader_cost=0.0001 | ETA 09:23:37
2020-11-06 05:39:05 [INFO] [TRAIN] epoch=124, iter=46110/80000, loss=0.0954, lr=0.004616, batch_cost=0.9981, reader_cost=0.0001 | ETA 09:23:46
2020-11-06 05:39:15 [INFO] [TRAIN] epoch=124, iter=46120/80000, loss=0.1091, lr=0.004615, batch_cost=1.0012, reader_cost=0.0001 | ETA 09:25:19
2020-11-06 05:39:26 [INFO] [TRAIN] epoch=125, iter=46130/80000, loss=0.0931, lr=0.004614, batch_cost=1.1695, reader_cost=0.0957 | ETA 11:00:11
2020-11-06 05:39:36 [INFO] [TRAIN] epoch=125, iter=46140/80000, loss=0.1157, lr=0.004613, batch_cost=1.0030, reader_cost=0.0004 | ETA 09:26:03
2020-11-06 05:39:46 [INFO] [TRAIN] epoch=125, iter=46150/80000, loss=0.1231, lr=0.004611, batch_cost=0.9869, reader_cost=0.0001 | ETA 09:16:46
2020-11-06 05:39:56 [INFO] [TRAIN] epoch=125, iter=46160/80000, loss=0.1050, lr=0.004610, batch_cost=0.9837, reader_cost=0.0001 | ETA 09:14:49
2020-11-06 05:40:06 [INFO] [TRAIN] epoch=125, iter=46170/80000, loss=0.0793, lr=0.004609, batch_cost=0.9824, reader_cost=0.0001 | ETA 09:13:55
2020-11-06 05:40:16 [INFO] [TRAIN] epoch=125, iter=46180/80000, loss=0.1140, lr=0.004608, batch_cost=0.9856, reader_cost=0.0001 | ETA 09:15:34
2020-11-06 05:40:26 [INFO] [TRAIN] epoch=125, iter=46190/80000, loss=0.0879, lr=0.004607, batch_cost=1.0030, reader_cost=0.0001 | ETA 09:25:11
2020-11-06 05:40:36 [INFO] [TRAIN] epoch=125, iter=46200/80000, loss=0.1224, lr=0.004605, batch_cost=0.9820, reader_cost=0.0001 | ETA 09:13:13
2020-11-06 05:40:45 [INFO] [TRAIN] epoch=125, iter=46210/80000, loss=0.1233, lr=0.004604, batch_cost=0.9835, reader_cost=0.0001 | ETA 09:13:52
2020-11-06 05:40:55 [INFO] [TRAIN] epoch=125, iter=46220/80000, loss=0.0995, lr=0.004603, batch_cost=0.9855, reader_cost=0.0002 | ETA 09:14:49
2020-11-06 05:41:05 [INFO] [TRAIN] epoch=125, iter=46230/80000, loss=0.1007, lr=0.004602, batch_cost=0.9880, reader_cost=0.0001 | ETA 09:16:06
2020-11-06 05:41:15 [INFO] [TRAIN] epoch=125, iter=46240/80000, loss=0.0823, lr=0.004600, batch_cost=0.9890, reader_cost=0.0002 | ETA 09:16:28
2020-11-06 05:41:25 [INFO] [TRAIN] epoch=125, iter=46250/80000, loss=0.1163, lr=0.004599, batch_cost=0.9963, reader_cost=0.0002 | ETA 09:20:26
2020-11-06 05:41:35 [INFO] [TRAIN] epoch=125, iter=46260/80000, loss=0.0947, lr=0.004598, batch_cost=0.9933, reader_cost=0.0002 | ETA 09:18:32
2020-11-06 05:41:45 [INFO] [TRAIN] epoch=125, iter=46270/80000, loss=0.1292, lr=0.004597, batch_cost=0.9952, reader_cost=0.0002 | ETA 09:19:28
2020-11-06 05:41:55 [INFO] [TRAIN] epoch=125, iter=46280/80000, loss=0.0922, lr=0.004595, batch_cost=0.9996, reader_cost=0.0002 | ETA 09:21:46
2020-11-06 05:42:05 [INFO] [TRAIN] epoch=125, iter=46290/80000, loss=0.0862, lr=0.004594, batch_cost=0.9916, reader_cost=0.0002 | ETA 09:17:06
2020-11-06 05:42:15 [INFO] [TRAIN] epoch=125, iter=46300/80000, loss=0.0976, lr=0.004593, batch_cost=1.0054, reader_cost=0.0002 | ETA 09:24:42
2020-11-06 05:42:25 [INFO] [TRAIN] epoch=125, iter=46310/80000, loss=0.1001, lr=0.004592, batch_cost=0.9952, reader_cost=0.0001 | ETA 09:18:49
2020-11-06 05:42:35 [INFO] [TRAIN] epoch=125, iter=46320/80000, loss=0.0934, lr=0.004591, batch_cost=1.0376, reader_cost=0.0002 | ETA 09:42:27
2020-11-06 05:42:45 [INFO] [TRAIN] epoch=125, iter=46330/80000, loss=0.0839, lr=0.004589, batch_cost=1.0037, reader_cost=0.0001 | ETA 09:23:12
2020-11-06 05:42:55 [INFO] [TRAIN] epoch=125, iter=46340/80000, loss=0.0727, lr=0.004588, batch_cost=0.9985, reader_cost=0.0002 | ETA 09:20:09
2020-11-06 05:43:05 [INFO] [TRAIN] epoch=125, iter=46350/80000, loss=0.0968, lr=0.004587, batch_cost=0.9959, reader_cost=0.0001 | ETA 09:18:31
2020-11-06 05:43:15 [INFO] [TRAIN] epoch=125, iter=46360/80000, loss=0.0730, lr=0.004586, batch_cost=1.0010, reader_cost=0.0001 | ETA 09:21:14
2020-11-06 05:43:26 [INFO] [TRAIN] epoch=125, iter=46370/80000, loss=0.0751, lr=0.004584, batch_cost=1.0595, reader_cost=0.0002 | ETA 09:53:50
2020-11-06 05:43:36 [INFO] [TRAIN] epoch=125, iter=46380/80000, loss=0.0960, lr=0.004583, batch_cost=0.9943, reader_cost=0.0001 | ETA 09:17:08
2020-11-06 05:43:46 [INFO] [TRAIN] epoch=125, iter=46390/80000, loss=0.0938, lr=0.004582, batch_cost=0.9988, reader_cost=0.0002 | ETA 09:19:28
2020-11-06 05:43:56 [INFO] [TRAIN] epoch=125, iter=46400/80000, loss=0.0974, lr=0.004581, batch_cost=0.9913, reader_cost=0.0001 | ETA 09:15:08
2020-11-06 05:44:06 [INFO] [TRAIN] epoch=125, iter=46410/80000, loss=0.1082, lr=0.004580, batch_cost=0.9903, reader_cost=0.0001 | ETA 09:14:23
2020-11-06 05:44:16 [INFO] [TRAIN] epoch=125, iter=46420/80000, loss=0.1051, lr=0.004578, batch_cost=1.0099, reader_cost=0.0002 | ETA 09:25:12
2020-11-06 05:44:26 [INFO] [TRAIN] epoch=125, iter=46430/80000, loss=0.0900, lr=0.004577, batch_cost=0.9978, reader_cost=0.0002 | ETA 09:18:14
2020-11-06 05:44:36 [INFO] [TRAIN] epoch=125, iter=46440/80000, loss=0.0702, lr=0.004576, batch_cost=0.9943, reader_cost=0.0001 | ETA 09:16:08
2020-11-06 05:44:45 [INFO] [TRAIN] epoch=125, iter=46450/80000, loss=0.0799, lr=0.004575, batch_cost=0.9868, reader_cost=0.0002 | ETA 09:11:46
2020-11-06 05:44:55 [INFO] [TRAIN] epoch=125, iter=46460/80000, loss=0.0929, lr=0.004573, batch_cost=0.9843, reader_cost=0.0001 | ETA 09:10:11
2020-11-06 05:45:05 [INFO] [TRAIN] epoch=125, iter=46470/80000, loss=0.0831, lr=0.004572, batch_cost=0.9834, reader_cost=0.0002 | ETA 09:09:32
2020-11-06 05:45:15 [INFO] [TRAIN] epoch=125, iter=46480/80000, loss=0.0702, lr=0.004571, batch_cost=0.9846, reader_cost=0.0001 | ETA 09:10:05
2020-11-06 05:45:25 [INFO] [TRAIN] epoch=125, iter=46490/80000, loss=0.1261, lr=0.004570, batch_cost=0.9862, reader_cost=0.0001 | ETA 09:10:48
2020-11-06 05:45:35 [INFO] [TRAIN] epoch=125, iter=46500/80000, loss=0.1114, lr=0.004568, batch_cost=0.9722, reader_cost=0.0001 | ETA 09:02:48
2020-11-06 05:45:46 [INFO] [TRAIN] epoch=126, iter=46510/80000, loss=0.1115, lr=0.004567, batch_cost=1.1796, reader_cost=0.1719 | ETA 10:58:23
2020-11-06 05:45:56 [INFO] [TRAIN] epoch=126, iter=46520/80000, loss=0.1066, lr=0.004566, batch_cost=0.9766, reader_cost=0.0004 | ETA 09:04:57
2020-11-06 05:46:06 [INFO] [TRAIN] epoch=126, iter=46530/80000, loss=0.1016, lr=0.004565, batch_cost=0.9820, reader_cost=0.0001 | ETA 09:07:47
2020-11-06 05:46:16 [INFO] [TRAIN] epoch=126, iter=46540/80000, loss=0.0949, lr=0.004564, batch_cost=0.9876, reader_cost=0.0002 | ETA 09:10:44
2020-11-06 05:46:26 [INFO] [TRAIN] epoch=126, iter=46550/80000, loss=0.1256, lr=0.004562, batch_cost=0.9869, reader_cost=0.0002 | ETA 09:10:11
2020-11-06 05:46:36 [INFO] [TRAIN] epoch=126, iter=46560/80000, loss=0.1177, lr=0.004561, batch_cost=0.9835, reader_cost=0.0001 | ETA 09:08:08
2020-11-06 05:46:45 [INFO] [TRAIN] epoch=126, iter=46570/80000, loss=0.1274, lr=0.004560, batch_cost=0.9835, reader_cost=0.0002 | ETA 09:07:58
2020-11-06 05:46:55 [INFO] [TRAIN] epoch=126, iter=46580/80000, loss=0.1102, lr=0.004559, batch_cost=0.9856, reader_cost=0.0001 | ETA 09:08:57
2020-11-06 05:47:05 [INFO] [TRAIN] epoch=126, iter=46590/80000, loss=0.1201, lr=0.004557, batch_cost=0.9838, reader_cost=0.0001 | ETA 09:07:47
2020-11-06 05:47:15 [INFO] [TRAIN] epoch=126, iter=46600/80000, loss=0.1015, lr=0.004556, batch_cost=0.9818, reader_cost=0.0001 | ETA 09:06:32
2020-11-06 05:47:25 [INFO] [TRAIN] epoch=126, iter=46610/80000, loss=0.1265, lr=0.004555, batch_cost=0.9875, reader_cost=0.0002 | ETA 09:09:33
2020-11-06 05:47:35 [INFO] [TRAIN] epoch=126, iter=46620/80000, loss=0.0777, lr=0.004554, batch_cost=0.9790, reader_cost=0.0002 | ETA 09:04:40
2020-11-06 05:47:44 [INFO] [TRAIN] epoch=126, iter=46630/80000, loss=0.1051, lr=0.004553, batch_cost=0.9782, reader_cost=0.0001 | ETA 09:04:01
2020-11-06 05:47:54 [INFO] [TRAIN] epoch=126, iter=46640/80000, loss=0.1149, lr=0.004551, batch_cost=0.9906, reader_cost=0.0001 | ETA 09:10:47
2020-11-06 05:48:04 [INFO] [TRAIN] epoch=126, iter=46650/80000, loss=0.0880, lr=0.004550, batch_cost=0.9919, reader_cost=0.0012 | ETA 09:11:20
2020-11-06 05:48:14 [INFO] [TRAIN] epoch=126, iter=46660/80000, loss=0.1053, lr=0.004549, batch_cost=0.9780, reader_cost=0.0001 | ETA 09:03:26
2020-11-06 05:48:24 [INFO] [TRAIN] epoch=126, iter=46670/80000, loss=0.1020, lr=0.004548, batch_cost=0.9776, reader_cost=0.0001 | ETA 09:03:04
2020-11-06 05:48:34 [INFO] [TRAIN] epoch=126, iter=46680/80000, loss=0.0997, lr=0.004546, batch_cost=0.9771, reader_cost=0.0001 | ETA 09:02:36
2020-11-06 05:48:43 [INFO] [TRAIN] epoch=126, iter=46690/80000, loss=0.1446, lr=0.004545, batch_cost=0.9873, reader_cost=0.0001 | ETA 09:08:06
2020-11-06 05:48:53 [INFO] [TRAIN] epoch=126, iter=46700/80000, loss=0.0673, lr=0.004544, batch_cost=0.9899, reader_cost=0.0001 | ETA 09:09:24
2020-11-06 05:49:03 [INFO] [TRAIN] epoch=126, iter=46710/80000, loss=0.0445, lr=0.004543, batch_cost=0.9760, reader_cost=0.0001 | ETA 09:01:30
2020-11-06 05:49:13 [INFO] [TRAIN] epoch=126, iter=46720/80000, loss=0.0970, lr=0.004541, batch_cost=0.9784, reader_cost=0.0001 | ETA 09:02:41
2020-11-06 05:49:23 [INFO] [TRAIN] epoch=126, iter=46730/80000, loss=0.0749, lr=0.004540, batch_cost=0.9789, reader_cost=0.0001 | ETA 09:02:48
2020-11-06 05:49:32 [INFO] [TRAIN] epoch=126, iter=46740/80000, loss=0.0993, lr=0.004539, batch_cost=0.9842, reader_cost=0.0001 | ETA 09:05:35
2020-11-06 05:49:42 [INFO] [TRAIN] epoch=126, iter=46750/80000, loss=0.0855, lr=0.004538, batch_cost=0.9863, reader_cost=0.0001 | ETA 09:06:35
2020-11-06 05:49:52 [INFO] [TRAIN] epoch=126, iter=46760/80000, loss=0.1165, lr=0.004537, batch_cost=0.9869, reader_cost=0.0018 | ETA 09:06:45
2020-11-06 05:50:02 [INFO] [TRAIN] epoch=126, iter=46770/80000, loss=0.1080, lr=0.004535, batch_cost=0.9948, reader_cost=0.0017 | ETA 09:10:57
2020-11-06 05:50:15 [INFO] [TRAIN] epoch=126, iter=46780/80000, loss=0.0994, lr=0.004534, batch_cost=1.2479, reader_cost=0.0019 | ETA 11:30:55
2020-11-06 05:50:25 [INFO] [TRAIN] epoch=126, iter=46790/80000, loss=0.0897, lr=0.004533, batch_cost=0.9898, reader_cost=0.0002 | ETA 09:07:49
2020-11-06 05:50:35 [INFO] [TRAIN] epoch=126, iter=46800/80000, loss=0.0990, lr=0.004532, batch_cost=1.0068, reader_cost=0.0002 | ETA 09:17:07
2020-11-06 05:50:45 [INFO] [TRAIN] epoch=126, iter=46810/80000, loss=0.0941, lr=0.004530, batch_cost=1.0769, reader_cost=0.0002 | ETA 09:55:41
2020-11-06 05:50:56 [INFO] [TRAIN] epoch=126, iter=46820/80000, loss=0.0724, lr=0.004529, batch_cost=1.0673, reader_cost=0.0002 | ETA 09:50:11
2020-11-06 05:51:06 [INFO] [TRAIN] epoch=126, iter=46830/80000, loss=0.0950, lr=0.004528, batch_cost=0.9996, reader_cost=0.0002 | ETA 09:12:37
2020-11-06 05:51:16 [INFO] [TRAIN] epoch=126, iter=46840/80000, loss=0.0971, lr=0.004527, batch_cost=0.9878, reader_cost=0.0001 | ETA 09:05:54
2020-11-06 05:51:26 [INFO] [TRAIN] epoch=126, iter=46850/80000, loss=0.0958, lr=0.004525, batch_cost=0.9832, reader_cost=0.0001 | ETA 09:03:11
2020-11-06 05:51:36 [INFO] [TRAIN] epoch=126, iter=46860/80000, loss=0.1071, lr=0.004524, batch_cost=0.9859, reader_cost=0.0001 | ETA 09:04:31
2020-11-06 05:51:45 [INFO] [TRAIN] epoch=126, iter=46870/80000, loss=0.1035, lr=0.004523, batch_cost=0.9786, reader_cost=0.0001 | ETA 09:00:19
2020-11-06 05:51:58 [INFO] [TRAIN] epoch=127, iter=46880/80000, loss=0.0919, lr=0.004522, batch_cost=1.2373, reader_cost=0.1462 | ETA 11:22:59
2020-11-06 05:52:09 [INFO] [TRAIN] epoch=127, iter=46890/80000, loss=0.1087, lr=0.004521, batch_cost=1.0865, reader_cost=0.0022 | ETA 09:59:35
2020-11-06 05:52:19 [INFO] [TRAIN] epoch=127, iter=46900/80000, loss=0.1628, lr=0.004519, batch_cost=1.0490, reader_cost=0.0002 | ETA 09:38:42
2020-11-06 05:52:29 [INFO] [TRAIN] epoch=127, iter=46910/80000, loss=0.1028, lr=0.004518, batch_cost=0.9929, reader_cost=0.0001 | ETA 09:07:35
2020-11-06 05:52:39 [INFO] [TRAIN] epoch=127, iter=46920/80000, loss=0.0873, lr=0.004517, batch_cost=1.0130, reader_cost=0.0001 | ETA 09:18:31
2020-11-06 05:52:49 [INFO] [TRAIN] epoch=127, iter=46930/80000, loss=0.1412, lr=0.004516, batch_cost=0.9993, reader_cost=0.0002 | ETA 09:10:46
2020-11-06 05:52:59 [INFO] [TRAIN] epoch=127, iter=46940/80000, loss=0.0888, lr=0.004514, batch_cost=0.9970, reader_cost=0.0001 | ETA 09:09:21
2020-11-06 05:53:09 [INFO] [TRAIN] epoch=127, iter=46950/80000, loss=0.1279, lr=0.004513, batch_cost=1.0054, reader_cost=0.0002 | ETA 09:13:46
2020-11-06 05:53:20 [INFO] [TRAIN] epoch=127, iter=46960/80000, loss=0.1136, lr=0.004512, batch_cost=1.0640, reader_cost=0.0016 | ETA 09:45:53
2020-11-06 05:53:30 [INFO] [TRAIN] epoch=127, iter=46970/80000, loss=0.0702, lr=0.004511, batch_cost=1.0041, reader_cost=0.0014 | ETA 09:12:46
2020-11-06 05:53:40 [INFO] [TRAIN] epoch=127, iter=46980/80000, loss=0.1423, lr=0.004510, batch_cost=0.9906, reader_cost=0.0001 | ETA 09:05:08
2020-11-06 05:53:50 [INFO] [TRAIN] epoch=127, iter=46990/80000, loss=0.0950, lr=0.004508, batch_cost=0.9838, reader_cost=0.0001 | ETA 09:01:16
2020-11-06 05:53:59 [INFO] [TRAIN] epoch=127, iter=47000/80000, loss=0.0983, lr=0.004507, batch_cost=0.9841, reader_cost=0.0001 | ETA 09:01:14
2020-11-06 05:54:09 [INFO] [TRAIN] epoch=127, iter=47010/80000, loss=0.0963, lr=0.004506, batch_cost=0.9827, reader_cost=0.0002 | ETA 09:00:17
2020-11-06 05:54:19 [INFO] [TRAIN] epoch=127, iter=47020/80000, loss=0.0778, lr=0.004505, batch_cost=0.9871, reader_cost=0.0001 | ETA 09:02:35
2020-11-06 05:54:29 [INFO] [TRAIN] epoch=127, iter=47030/80000, loss=0.1140, lr=0.004503, batch_cost=0.9816, reader_cost=0.0002 | ETA 08:59:23
2020-11-06 05:54:39 [INFO] [TRAIN] epoch=127, iter=47040/80000, loss=0.0982, lr=0.004502, batch_cost=0.9819, reader_cost=0.0001 | ETA 08:59:22
2020-11-06 05:54:49 [INFO] [TRAIN] epoch=127, iter=47050/80000, loss=0.0916, lr=0.004501, batch_cost=1.0254, reader_cost=0.0011 | ETA 09:23:05
2020-11-06 05:54:59 [INFO] [TRAIN] epoch=127, iter=47060/80000, loss=0.1019, lr=0.004500, batch_cost=1.0087, reader_cost=0.0002 | ETA 09:13:45
2020-11-06 05:55:09 [INFO] [TRAIN] epoch=127, iter=47070/80000, loss=0.1161, lr=0.004498, batch_cost=0.9882, reader_cost=0.0001 | ETA 09:02:21
2020-11-06 05:55:19 [INFO] [TRAIN] epoch=127, iter=47080/80000, loss=0.0446, lr=0.004497, batch_cost=0.9976, reader_cost=0.0001 | ETA 09:07:19
2020-11-06 05:55:29 [INFO] [TRAIN] epoch=127, iter=47090/80000, loss=0.1412, lr=0.004496, batch_cost=0.9830, reader_cost=0.0001 | ETA 08:59:10
2020-11-06 05:55:39 [INFO] [TRAIN] epoch=127, iter=47100/80000, loss=0.0770, lr=0.004495, batch_cost=0.9843, reader_cost=0.0002 | ETA 08:59:44
2020-11-06 05:55:49 [INFO] [TRAIN] epoch=127, iter=47110/80000, loss=0.0868, lr=0.004494, batch_cost=0.9822, reader_cost=0.0002 | ETA 08:58:26
2020-11-06 05:55:58 [INFO] [TRAIN] epoch=127, iter=47120/80000, loss=0.0822, lr=0.004492, batch_cost=0.9893, reader_cost=0.0002 | ETA 09:02:07
2020-11-06 05:56:08 [INFO] [TRAIN] epoch=127, iter=47130/80000, loss=0.0958, lr=0.004491, batch_cost=0.9866, reader_cost=0.0002 | ETA 09:00:28
2020-11-06 05:56:18 [INFO] [TRAIN] epoch=127, iter=47140/80000, loss=0.1537, lr=0.004490, batch_cost=0.9849, reader_cost=0.0001 | ETA 08:59:23
2020-11-06 05:56:28 [INFO] [TRAIN] epoch=127, iter=47150/80000, loss=0.0899, lr=0.004489, batch_cost=0.9858, reader_cost=0.0001 | ETA 08:59:43
2020-11-06 05:56:38 [INFO] [TRAIN] epoch=127, iter=47160/80000, loss=0.1090, lr=0.004487, batch_cost=0.9935, reader_cost=0.0002 | ETA 09:03:45
2020-11-06 05:56:48 [INFO] [TRAIN] epoch=127, iter=47170/80000, loss=0.1266, lr=0.004486, batch_cost=0.9897, reader_cost=0.0001 | ETA 09:01:33
2020-11-06 05:56:58 [INFO] [TRAIN] epoch=127, iter=47180/80000, loss=0.0864, lr=0.004485, batch_cost=0.9931, reader_cost=0.0001 | ETA 09:03:12
2020-11-06 05:57:08 [INFO] [TRAIN] epoch=127, iter=47190/80000, loss=0.0749, lr=0.004484, batch_cost=0.9887, reader_cost=0.0002 | ETA 09:00:40
2020-11-06 05:57:17 [INFO] [TRAIN] epoch=127, iter=47200/80000, loss=0.0810, lr=0.004482, batch_cost=0.9873, reader_cost=0.0002 | ETA 08:59:43
2020-11-06 05:57:27 [INFO] [TRAIN] epoch=127, iter=47210/80000, loss=0.1045, lr=0.004481, batch_cost=0.9850, reader_cost=0.0001 | ETA 08:58:16
2020-11-06 05:57:37 [INFO] [TRAIN] epoch=127, iter=47220/80000, loss=0.0841, lr=0.004480, batch_cost=0.9798, reader_cost=0.0001 | ETA 08:55:18
2020-11-06 05:57:47 [INFO] [TRAIN] epoch=127, iter=47230/80000, loss=0.1048, lr=0.004479, batch_cost=0.9888, reader_cost=0.0001 | ETA 09:00:03
2020-11-06 05:57:57 [INFO] [TRAIN] epoch=127, iter=47240/80000, loss=0.1129, lr=0.004478, batch_cost=0.9860, reader_cost=0.0001 | ETA 08:58:21
2020-11-06 05:58:09 [INFO] [TRAIN] epoch=128, iter=47250/80000, loss=0.1331, lr=0.004476, batch_cost=1.2084, reader_cost=0.0958 | ETA 10:59:35
2020-11-06 05:58:20 [INFO] [TRAIN] epoch=128, iter=47260/80000, loss=0.1048, lr=0.004475, batch_cost=1.0625, reader_cost=0.0005 | ETA 09:39:47
2020-11-06 05:58:30 [INFO] [TRAIN] epoch=128, iter=47270/80000, loss=0.1233, lr=0.004474, batch_cost=1.0251, reader_cost=0.0002 | ETA 09:19:10
2020-11-06 05:58:40 [INFO] [TRAIN] epoch=128, iter=47280/80000, loss=0.1286, lr=0.004473, batch_cost=1.0227, reader_cost=0.0002 | ETA 09:17:41
2020-11-06 05:58:50 [INFO] [TRAIN] epoch=128, iter=47290/80000, loss=0.1323, lr=0.004471, batch_cost=1.0272, reader_cost=0.0002 | ETA 09:20:00
2020-11-06 05:59:01 [INFO] [TRAIN] epoch=128, iter=47300/80000, loss=0.1485, lr=0.004470, batch_cost=1.0210, reader_cost=0.0002 | ETA 09:16:26
2020-11-06 05:59:11 [INFO] [TRAIN] epoch=128, iter=47310/80000, loss=0.1148, lr=0.004469, batch_cost=1.0226, reader_cost=0.0002 | ETA 09:17:07
2020-11-06 05:59:21 [INFO] [TRAIN] epoch=128, iter=47320/80000, loss=0.0955, lr=0.004468, batch_cost=0.9963, reader_cost=0.0002 | ETA 09:02:39
2020-11-06 05:59:31 [INFO] [TRAIN] epoch=128, iter=47330/80000, loss=0.0684, lr=0.004466, batch_cost=1.0140, reader_cost=0.0002 | ETA 09:12:08
2020-11-06 05:59:41 [INFO] [TRAIN] epoch=128, iter=47340/80000, loss=0.0923, lr=0.004465, batch_cost=1.0017, reader_cost=0.0002 | ETA 09:05:16
2020-11-06 05:59:51 [INFO] [TRAIN] epoch=128, iter=47350/80000, loss=0.0719, lr=0.004464, batch_cost=1.0310, reader_cost=0.0001 | ETA 09:21:03
2020-11-06 06:00:02 [INFO] [TRAIN] epoch=128, iter=47360/80000, loss=0.1325, lr=0.004463, batch_cost=1.0318, reader_cost=0.0002 | ETA 09:21:18
2020-11-06 06:00:12 [INFO] [TRAIN] epoch=128, iter=47370/80000, loss=0.0865, lr=0.004462, batch_cost=1.0533, reader_cost=0.0002 | ETA 09:32:50
2020-11-06 06:00:22 [INFO] [TRAIN] epoch=128, iter=47380/80000, loss=0.0992, lr=0.004460, batch_cost=1.0411, reader_cost=0.0002 | ETA 09:26:00
2020-11-06 06:00:33 [INFO] [TRAIN] epoch=128, iter=47390/80000, loss=0.1045, lr=0.004459, batch_cost=1.0317, reader_cost=0.0002 | ETA 09:20:44
2020-11-06 06:00:43 [INFO] [TRAIN] epoch=128, iter=47400/80000, loss=0.0730, lr=0.004458, batch_cost=1.0547, reader_cost=0.0002 | ETA 09:33:03
2020-11-06 06:00:54 [INFO] [TRAIN] epoch=128, iter=47410/80000, loss=0.1123, lr=0.004457, batch_cost=1.0244, reader_cost=0.0002 | ETA 09:16:25
2020-11-06 06:01:04 [INFO] [TRAIN] epoch=128, iter=47420/80000, loss=0.0826, lr=0.004455, batch_cost=0.9937, reader_cost=0.0002 | ETA 08:59:33
2020-11-06 06:01:14 [INFO] [TRAIN] epoch=128, iter=47430/80000, loss=0.0936, lr=0.004454, batch_cost=0.9995, reader_cost=0.0002 | ETA 09:02:34
2020-11-06 06:01:23 [INFO] [TRAIN] epoch=128, iter=47440/80000, loss=0.1014, lr=0.004453, batch_cost=0.9885, reader_cost=0.0002 | ETA 08:56:25
2020-11-06 06:01:33 [INFO] [TRAIN] epoch=128, iter=47450/80000, loss=0.1018, lr=0.004452, batch_cost=0.9934, reader_cost=0.0002 | ETA 08:58:56
2020-11-06 06:01:43 [INFO] [TRAIN] epoch=128, iter=47460/80000, loss=0.0809, lr=0.004450, batch_cost=0.9999, reader_cost=0.0001 | ETA 09:02:16
2020-11-06 06:01:53 [INFO] [TRAIN] epoch=128, iter=47470/80000, loss=0.0874, lr=0.004449, batch_cost=0.9815, reader_cost=0.0002 | ETA 08:52:08
2020-11-06 06:02:03 [INFO] [TRAIN] epoch=128, iter=47480/80000, loss=0.0673, lr=0.004448, batch_cost=0.9807, reader_cost=0.0001 | ETA 08:51:33
2020-11-06 06:02:13 [INFO] [TRAIN] epoch=128, iter=47490/80000, loss=0.1099, lr=0.004447, batch_cost=0.9876, reader_cost=0.0001 | ETA 08:55:05
2020-11-06 06:02:23 [INFO] [TRAIN] epoch=128, iter=47500/80000, loss=0.0953, lr=0.004446, batch_cost=0.9927, reader_cost=0.0001 | ETA 08:57:43
2020-11-06 06:02:33 [INFO] [TRAIN] epoch=128, iter=47510/80000, loss=0.1038, lr=0.004444, batch_cost=0.9962, reader_cost=0.0002 | ETA 08:59:26
2020-11-06 06:02:43 [INFO] [TRAIN] epoch=128, iter=47520/80000, loss=0.1114, lr=0.004443, batch_cost=0.9942, reader_cost=0.0002 | ETA 08:58:10
2020-11-06 06:02:53 [INFO] [TRAIN] epoch=128, iter=47530/80000, loss=0.1010, lr=0.004442, batch_cost=0.9937, reader_cost=0.0002 | ETA 08:57:44
2020-11-06 06:03:03 [INFO] [TRAIN] epoch=128, iter=47540/80000, loss=0.1030, lr=0.004441, batch_cost=0.9973, reader_cost=0.0002 | ETA 08:59:32
2020-11-06 06:03:13 [INFO] [TRAIN] epoch=128, iter=47550/80000, loss=0.0945, lr=0.004439, batch_cost=0.9927, reader_cost=0.0002 | ETA 08:56:52
2020-11-06 06:03:22 [INFO] [TRAIN] epoch=128, iter=47560/80000, loss=0.0527, lr=0.004438, batch_cost=0.9921, reader_cost=0.0002 | ETA 08:56:22
2020-11-06 06:03:32 [INFO] [TRAIN] epoch=128, iter=47570/80000, loss=0.0893, lr=0.004437, batch_cost=0.9848, reader_cost=0.0002 | ETA 08:52:18
2020-11-06 06:03:42 [INFO] [TRAIN] epoch=128, iter=47580/80000, loss=0.1079, lr=0.004436, batch_cost=0.9926, reader_cost=0.0002 | ETA 08:56:19
2020-11-06 06:03:52 [INFO] [TRAIN] epoch=128, iter=47590/80000, loss=0.0688, lr=0.004434, batch_cost=0.9877, reader_cost=0.0002 | ETA 08:53:32
2020-11-06 06:04:02 [INFO] [TRAIN] epoch=128, iter=47600/80000, loss=0.1111, lr=0.004433, batch_cost=1.0030, reader_cost=0.0002 | ETA 09:01:37
2020-11-06 06:04:12 [INFO] [TRAIN] epoch=128, iter=47610/80000, loss=0.1476, lr=0.004432, batch_cost=1.0352, reader_cost=0.0001 | ETA 09:18:51
2020-11-06 06:04:24 [INFO] [TRAIN] epoch=129, iter=47620/80000, loss=0.0749, lr=0.004431, batch_cost=1.1707, reader_cost=0.1372 | ETA 10:31:48
2020-11-06 06:04:34 [INFO] [TRAIN] epoch=129, iter=47630/80000, loss=0.0926, lr=0.004430, batch_cost=0.9931, reader_cost=0.0005 | ETA 08:55:45
2020-11-06 06:04:44 [INFO] [TRAIN] epoch=129, iter=47640/80000, loss=0.1021, lr=0.004428, batch_cost=0.9942, reader_cost=0.0002 | ETA 08:56:11
2020-11-06 06:04:54 [INFO] [TRAIN] epoch=129, iter=47650/80000, loss=0.0988, lr=0.004427, batch_cost=1.0068, reader_cost=0.0002 | ETA 09:02:50
2020-11-06 06:05:04 [INFO] [TRAIN] epoch=129, iter=47660/80000, loss=0.0938, lr=0.004426, batch_cost=1.0158, reader_cost=0.0002 | ETA 09:07:29
2020-11-06 06:05:14 [INFO] [TRAIN] epoch=129, iter=47670/80000, loss=0.0890, lr=0.004425, batch_cost=0.9883, reader_cost=0.0002 | ETA 08:52:32
2020-11-06 06:05:24 [INFO] [TRAIN] epoch=129, iter=47680/80000, loss=0.0891, lr=0.004423, batch_cost=0.9924, reader_cost=0.0002 | ETA 08:54:35
2020-11-06 06:05:34 [INFO] [TRAIN] epoch=129, iter=47690/80000, loss=0.1031, lr=0.004422, batch_cost=0.9925, reader_cost=0.0002 | ETA 08:54:26
2020-11-06 06:05:44 [INFO] [TRAIN] epoch=129, iter=47700/80000, loss=0.0792, lr=0.004421, batch_cost=0.9865, reader_cost=0.0002 | ETA 08:51:03
2020-11-06 06:05:54 [INFO] [TRAIN] epoch=129, iter=47710/80000, loss=0.0994, lr=0.004420, batch_cost=1.0072, reader_cost=0.0002 | ETA 09:02:01
2020-11-06 06:06:04 [INFO] [TRAIN] epoch=129, iter=47720/80000, loss=0.1089, lr=0.004418, batch_cost=0.9895, reader_cost=0.0002 | ETA 08:52:21
2020-11-06 06:06:14 [INFO] [TRAIN] epoch=129, iter=47730/80000, loss=0.1084, lr=0.004417, batch_cost=0.9874, reader_cost=0.0002 | ETA 08:51:03
2020-11-06 06:06:24 [INFO] [TRAIN] epoch=129, iter=47740/80000, loss=0.0767, lr=0.004416, batch_cost=0.9953, reader_cost=0.0002 | ETA 08:55:09
2020-11-06 06:06:34 [INFO] [TRAIN] epoch=129, iter=47750/80000, loss=0.0684, lr=0.004415, batch_cost=0.9838, reader_cost=0.0002 | ETA 08:48:46
2020-11-06 06:06:44 [INFO] [TRAIN] epoch=129, iter=47760/80000, loss=0.1082, lr=0.004414, batch_cost=1.0003, reader_cost=0.0002 | ETA 08:57:28
2020-11-06 06:06:54 [INFO] [TRAIN] epoch=129, iter=47770/80000, loss=0.0876, lr=0.004412, batch_cost=1.0024, reader_cost=0.0002 | ETA 08:58:27
2020-11-06 06:07:03 [INFO] [TRAIN] epoch=129, iter=47780/80000, loss=0.0848, lr=0.004411, batch_cost=0.9746, reader_cost=0.0002 | ETA 08:43:22
2020-11-06 06:07:13 [INFO] [TRAIN] epoch=129, iter=47790/80000, loss=0.0861, lr=0.004410, batch_cost=0.9760, reader_cost=0.0002 | ETA 08:43:56
2020-11-06 06:07:23 [INFO] [TRAIN] epoch=129, iter=47800/80000, loss=0.1206, lr=0.004409, batch_cost=0.9755, reader_cost=0.0019 | ETA 08:43:30
2020-11-06 06:07:33 [INFO] [TRAIN] epoch=129, iter=47810/80000, loss=0.1064, lr=0.004407, batch_cost=0.9817, reader_cost=0.0002 | ETA 08:46:40
2020-11-06 06:07:43 [INFO] [TRAIN] epoch=129, iter=47820/80000, loss=0.0987, lr=0.004406, batch_cost=0.9882, reader_cost=0.0002 | ETA 08:50:00
2020-11-06 06:07:52 [INFO] [TRAIN] epoch=129, iter=47830/80000, loss=0.1010, lr=0.004405, batch_cost=0.9826, reader_cost=0.0001 | ETA 08:46:49
2020-11-06 06:08:02 [INFO] [TRAIN] epoch=129, iter=47840/80000, loss=0.0919, lr=0.004404, batch_cost=0.9862, reader_cost=0.0002 | ETA 08:48:34
2020-11-06 06:08:12 [INFO] [TRAIN] epoch=129, iter=47850/80000, loss=0.0549, lr=0.004402, batch_cost=0.9958, reader_cost=0.0001 | ETA 08:53:35
2020-11-06 06:08:22 [INFO] [TRAIN] epoch=129, iter=47860/80000, loss=0.0895, lr=0.004401, batch_cost=0.9930, reader_cost=0.0002 | ETA 08:51:55
2020-11-06 06:08:32 [INFO] [TRAIN] epoch=129, iter=47870/80000, loss=0.0807, lr=0.004400, batch_cost=0.9884, reader_cost=0.0001 | ETA 08:49:15
2020-11-06 06:08:42 [INFO] [TRAIN] epoch=129, iter=47880/80000, loss=0.0896, lr=0.004399, batch_cost=0.9794, reader_cost=0.0001 | ETA 08:44:19
2020-11-06 06:08:52 [INFO] [TRAIN] epoch=129, iter=47890/80000, loss=0.0995, lr=0.004398, batch_cost=0.9823, reader_cost=0.0001 | ETA 08:45:42
2020-11-06 06:09:02 [INFO] [TRAIN] epoch=129, iter=47900/80000, loss=0.0937, lr=0.004396, batch_cost=1.0018, reader_cost=0.0002 | ETA 08:55:58
2020-11-06 06:09:11 [INFO] [TRAIN] epoch=129, iter=47910/80000, loss=0.0949, lr=0.004395, batch_cost=0.9807, reader_cost=0.0001 | ETA 08:44:32
2020-11-06 06:09:21 [INFO] [TRAIN] epoch=129, iter=47920/80000, loss=0.1349, lr=0.004394, batch_cost=0.9853, reader_cost=0.0002 | ETA 08:46:47
2020-11-06 06:09:31 [INFO] [TRAIN] epoch=129, iter=47930/80000, loss=0.0662, lr=0.004393, batch_cost=0.9860, reader_cost=0.0002 | ETA 08:47:01
2020-11-06 06:09:41 [INFO] [TRAIN] epoch=129, iter=47940/80000, loss=0.0815, lr=0.004391, batch_cost=0.9859, reader_cost=0.0001 | ETA 08:46:46
2020-11-06 06:09:51 [INFO] [TRAIN] epoch=129, iter=47950/80000, loss=0.0849, lr=0.004390, batch_cost=0.9835, reader_cost=0.0001 | ETA 08:45:22
2020-11-06 06:10:01 [INFO] [TRAIN] epoch=129, iter=47960/80000, loss=0.1218, lr=0.004389, batch_cost=0.9887, reader_cost=0.0002 | ETA 08:47:57
2020-11-06 06:10:11 [INFO] [TRAIN] epoch=129, iter=47970/80000, loss=0.0863, lr=0.004388, batch_cost=0.9884, reader_cost=0.0001 | ETA 08:47:38
2020-11-06 06:10:20 [INFO] [TRAIN] epoch=129, iter=47980/80000, loss=0.0877, lr=0.004386, batch_cost=0.9892, reader_cost=0.0001 | ETA 08:47:53
2020-11-06 06:10:32 [INFO] [TRAIN] epoch=130, iter=47990/80000, loss=0.1120, lr=0.004385, batch_cost=1.1867, reader_cost=0.0939 | ETA 10:33:06
2020-11-06 06:10:42 [INFO] [TRAIN] epoch=130, iter=48000/80000, loss=0.0997, lr=0.004384, batch_cost=0.9895, reader_cost=0.0004 | ETA 08:47:42
2020-11-06 06:10:47 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 06:15:57 [INFO] [EVAL] #Images=500 mIoU=0.7910 Acc=0.9633 Kappa=0.9523
2020-11-06 06:15:57 [INFO] [EVAL] Category IoU:
[0.9814 0.8524 0.9306 0.6059 0.6052 0.6791 0.7306 0.8148 0.9276 0.6543
0.9521 0.8425 0.6751 0.9555 0.7774 0.8756 0.6802 0.6994 0.7889]
2020-11-06 06:15:57 [INFO] [EVAL] Category Acc:
[0.9917 0.9148 0.9603 0.881 0.8214 0.8376 0.8161 0.906 0.9541 0.89
0.9708 0.9131 0.8074 0.9739 0.8457 0.9101 0.9205 0.8083 0.875 ]
2020-11-06 06:15:57 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 06:16:07 [INFO] [TRAIN] epoch=130, iter=48010/80000, loss=0.1176, lr=0.004383, batch_cost=1.0156, reader_cost=0.0001 | ETA 09:01:28
2020-11-06 06:16:17 [INFO] [TRAIN] epoch=130, iter=48020/80000, loss=0.1053, lr=0.004381, batch_cost=1.0527, reader_cost=0.0002 | ETA 09:21:05
2020-11-06 06:16:28 [INFO] [TRAIN] epoch=130, iter=48030/80000, loss=0.0978, lr=0.004380, batch_cost=1.0397, reader_cost=0.0002 | ETA 09:13:57
2020-11-06 06:16:38 [INFO] [TRAIN] epoch=130, iter=48040/80000, loss=0.1050, lr=0.004379, batch_cost=0.9920, reader_cost=0.0001 | ETA 08:48:23
2020-11-06 06:16:48 [INFO] [TRAIN] epoch=130, iter=48050/80000, loss=0.0825, lr=0.004378, batch_cost=0.9855, reader_cost=0.0001 | ETA 08:44:47
2020-11-06 06:16:57 [INFO] [TRAIN] epoch=130, iter=48060/80000, loss=0.1012, lr=0.004377, batch_cost=0.9834, reader_cost=0.0002 | ETA 08:43:28
2020-11-06 06:17:07 [INFO] [TRAIN] epoch=130, iter=48070/80000, loss=0.0892, lr=0.004375, batch_cost=0.9808, reader_cost=0.0002 | ETA 08:41:55
2020-11-06 06:17:17 [INFO] [TRAIN] epoch=130, iter=48080/80000, loss=0.1091, lr=0.004374, batch_cost=0.9814, reader_cost=0.0002 | ETA 08:42:06
2020-11-06 06:17:27 [INFO] [TRAIN] epoch=130, iter=48090/80000, loss=0.0718, lr=0.004373, batch_cost=0.9952, reader_cost=0.0002 | ETA 08:49:16
2020-11-06 06:17:37 [INFO] [TRAIN] epoch=130, iter=48100/80000, loss=0.0702, lr=0.004372, batch_cost=1.0201, reader_cost=0.0001 | ETA 09:02:21
2020-11-06 06:17:47 [INFO] [TRAIN] epoch=130, iter=48110/80000, loss=0.1042, lr=0.004370, batch_cost=0.9900, reader_cost=0.0001 | ETA 08:46:11
2020-11-06 06:17:57 [INFO] [TRAIN] epoch=130, iter=48120/80000, loss=0.0869, lr=0.004369, batch_cost=0.9769, reader_cost=0.0002 | ETA 08:39:05
2020-11-06 06:18:07 [INFO] [TRAIN] epoch=130, iter=48130/80000, loss=0.1193, lr=0.004368, batch_cost=1.0066, reader_cost=0.0002 | ETA 08:54:41
2020-11-06 06:18:17 [INFO] [TRAIN] epoch=130, iter=48140/80000, loss=0.0817, lr=0.004367, batch_cost=1.0415, reader_cost=0.0002 | ETA 09:13:03
2020-11-06 06:18:28 [INFO] [TRAIN] epoch=130, iter=48150/80000, loss=0.0907, lr=0.004365, batch_cost=1.0147, reader_cost=0.0002 | ETA 08:58:36
2020-11-06 06:18:37 [INFO] [TRAIN] epoch=130, iter=48160/80000, loss=0.1188, lr=0.004364, batch_cost=0.9843, reader_cost=0.0002 | ETA 08:42:19
2020-11-06 06:18:47 [INFO] [TRAIN] epoch=130, iter=48170/80000, loss=0.1089, lr=0.004363, batch_cost=0.9696, reader_cost=0.0001 | ETA 08:34:21
2020-11-06 06:18:57 [INFO] [TRAIN] epoch=130, iter=48180/80000, loss=0.0913, lr=0.004362, batch_cost=0.9702, reader_cost=0.0002 | ETA 08:34:30
2020-11-06 06:19:06 [INFO] [TRAIN] epoch=130, iter=48190/80000, loss=0.1003, lr=0.004361, batch_cost=0.9702, reader_cost=0.0002 | ETA 08:34:22
2020-11-06 06:19:16 [INFO] [TRAIN] epoch=130, iter=48200/80000, loss=0.0657, lr=0.004359, batch_cost=0.9699, reader_cost=0.0002 | ETA 08:34:02
2020-11-06 06:19:26 [INFO] [TRAIN] epoch=130, iter=48210/80000, loss=0.0936, lr=0.004358, batch_cost=0.9697, reader_cost=0.0001 | ETA 08:33:46
2020-11-06 06:19:36 [INFO] [TRAIN] epoch=130, iter=48220/80000, loss=0.0515, lr=0.004357, batch_cost=0.9698, reader_cost=0.0001 | ETA 08:33:40
2020-11-06 06:19:45 [INFO] [TRAIN] epoch=130, iter=48230/80000, loss=0.1084, lr=0.004356, batch_cost=0.9707, reader_cost=0.0001 | ETA 08:33:58
2020-11-06 06:19:55 [INFO] [TRAIN] epoch=130, iter=48240/80000, loss=0.0855, lr=0.004354, batch_cost=0.9702, reader_cost=0.0001 | ETA 08:33:34
2020-11-06 06:20:05 [INFO] [TRAIN] epoch=130, iter=48250/80000, loss=0.1100, lr=0.004353, batch_cost=0.9726, reader_cost=0.0001 | ETA 08:34:39
2020-11-06 06:20:14 [INFO] [TRAIN] epoch=130, iter=48260/80000, loss=0.1331, lr=0.004352, batch_cost=0.9722, reader_cost=0.0001 | ETA 08:34:16
2020-11-06 06:20:24 [INFO] [TRAIN] epoch=130, iter=48270/80000, loss=0.1205, lr=0.004351, batch_cost=0.9728, reader_cost=0.0001 | ETA 08:34:27
2020-11-06 06:20:34 [INFO] [TRAIN] epoch=130, iter=48280/80000, loss=0.0920, lr=0.004349, batch_cost=0.9727, reader_cost=0.0001 | ETA 08:34:14
2020-11-06 06:20:44 [INFO] [TRAIN] epoch=130, iter=48290/80000, loss=0.0906, lr=0.004348, batch_cost=0.9726, reader_cost=0.0002 | ETA 08:34:01
2020-11-06 06:20:53 [INFO] [TRAIN] epoch=130, iter=48300/80000, loss=0.0737, lr=0.004347, batch_cost=0.9733, reader_cost=0.0001 | ETA 08:34:13
2020-11-06 06:21:03 [INFO] [TRAIN] epoch=130, iter=48310/80000, loss=0.1005, lr=0.004346, batch_cost=0.9735, reader_cost=0.0001 | ETA 08:34:09
2020-11-06 06:21:13 [INFO] [TRAIN] epoch=130, iter=48320/80000, loss=0.0956, lr=0.004344, batch_cost=0.9752, reader_cost=0.0002 | ETA 08:34:54
2020-11-06 06:21:23 [INFO] [TRAIN] epoch=130, iter=48330/80000, loss=0.0827, lr=0.004343, batch_cost=0.9767, reader_cost=0.0002 | ETA 08:35:32
2020-11-06 06:21:32 [INFO] [TRAIN] epoch=130, iter=48340/80000, loss=0.1011, lr=0.004342, batch_cost=0.9739, reader_cost=0.0001 | ETA 08:33:52
2020-11-06 06:21:42 [INFO] [TRAIN] epoch=130, iter=48350/80000, loss=0.0901, lr=0.004341, batch_cost=0.9730, reader_cost=0.0001 | ETA 08:33:15
2020-11-06 06:21:52 [INFO] [TRAIN] epoch=130, iter=48360/80000, loss=0.1765, lr=0.004340, batch_cost=0.9749, reader_cost=0.0001 | ETA 08:34:06
2020-11-06 06:22:04 [INFO] [TRAIN] epoch=131, iter=48370/80000, loss=0.0866, lr=0.004338, batch_cost=1.2231, reader_cost=0.0945 | ETA 10:44:46
2020-11-06 06:22:14 [INFO] [TRAIN] epoch=131, iter=48380/80000, loss=0.1192, lr=0.004337, batch_cost=1.0376, reader_cost=0.0004 | ETA 09:06:48
2020-11-06 06:22:24 [INFO] [TRAIN] epoch=131, iter=48390/80000, loss=0.1043, lr=0.004336, batch_cost=0.9858, reader_cost=0.0001 | ETA 08:39:21
2020-11-06 06:22:34 [INFO] [TRAIN] epoch=131, iter=48400/80000, loss=0.0963, lr=0.004335, batch_cost=0.9852, reader_cost=0.0001 | ETA 08:38:51
2020-11-06 06:22:44 [INFO] [TRAIN] epoch=131, iter=48410/80000, loss=0.1188, lr=0.004333, batch_cost=0.9933, reader_cost=0.0001 | ETA 08:42:57
2020-11-06 06:22:54 [INFO] [TRAIN] epoch=131, iter=48420/80000, loss=0.1645, lr=0.004332, batch_cost=0.9862, reader_cost=0.0001 | ETA 08:39:02
2020-11-06 06:23:04 [INFO] [TRAIN] epoch=131, iter=48430/80000, loss=0.1336, lr=0.004331, batch_cost=0.9870, reader_cost=0.0001 | ETA 08:39:20
2020-11-06 06:23:14 [INFO] [TRAIN] epoch=131, iter=48440/80000, loss=0.0912, lr=0.004330, batch_cost=0.9830, reader_cost=0.0001 | ETA 08:37:02
2020-11-06 06:23:24 [INFO] [TRAIN] epoch=131, iter=48450/80000, loss=0.0732, lr=0.004328, batch_cost=0.9902, reader_cost=0.0001 | ETA 08:40:39
2020-11-06 06:23:33 [INFO] [TRAIN] epoch=131, iter=48460/80000, loss=0.1043, lr=0.004327, batch_cost=0.9805, reader_cost=0.0002 | ETA 08:35:25
2020-11-06 06:23:43 [INFO] [TRAIN] epoch=131, iter=48470/80000, loss=0.0780, lr=0.004326, batch_cost=0.9813, reader_cost=0.0001 | ETA 08:35:38
2020-11-06 06:23:53 [INFO] [TRAIN] epoch=131, iter=48480/80000, loss=0.1080, lr=0.004325, batch_cost=0.9777, reader_cost=0.0001 | ETA 08:33:36
2020-11-06 06:24:03 [INFO] [TRAIN] epoch=131, iter=48490/80000, loss=0.1217, lr=0.004323, batch_cost=0.9798, reader_cost=0.0001 | ETA 08:34:34
2020-11-06 06:24:13 [INFO] [TRAIN] epoch=131, iter=48500/80000, loss=0.0936, lr=0.004322, batch_cost=0.9804, reader_cost=0.0001 | ETA 08:34:41
2020-11-06 06:24:22 [INFO] [TRAIN] epoch=131, iter=48510/80000, loss=0.0861, lr=0.004321, batch_cost=0.9799, reader_cost=0.0002 | ETA 08:34:17
2020-11-06 06:24:32 [INFO] [TRAIN] epoch=131, iter=48520/80000, loss=0.0940, lr=0.004320, batch_cost=0.9767, reader_cost=0.0001 | ETA 08:32:27
2020-11-06 06:24:42 [INFO] [TRAIN] epoch=131, iter=48530/80000, loss=0.1007, lr=0.004319, batch_cost=0.9757, reader_cost=0.0002 | ETA 08:31:45
2020-11-06 06:24:52 [INFO] [TRAIN] epoch=131, iter=48540/80000, loss=0.1066, lr=0.004317, batch_cost=0.9743, reader_cost=0.0002 | ETA 08:30:51
2020-11-06 06:25:02 [INFO] [TRAIN] epoch=131, iter=48550/80000, loss=0.1059, lr=0.004316, batch_cost=1.0038, reader_cost=0.0002 | ETA 08:46:08
2020-11-06 06:25:12 [INFO] [TRAIN] epoch=131, iter=48560/80000, loss=0.0700, lr=0.004315, batch_cost=1.0214, reader_cost=0.0001 | ETA 08:55:13
2020-11-06 06:25:22 [INFO] [TRAIN] epoch=131, iter=48570/80000, loss=0.0527, lr=0.004314, batch_cost=1.0044, reader_cost=0.0001 | ETA 08:46:06
2020-11-06 06:25:32 [INFO] [TRAIN] epoch=131, iter=48580/80000, loss=0.0913, lr=0.004312, batch_cost=1.0436, reader_cost=0.0002 | ETA 09:06:28
2020-11-06 06:25:43 [INFO] [TRAIN] epoch=131, iter=48590/80000, loss=0.0890, lr=0.004311, batch_cost=1.0184, reader_cost=0.0001 | ETA 08:53:08
2020-11-06 06:25:53 [INFO] [TRAIN] epoch=131, iter=48600/80000, loss=0.0691, lr=0.004310, batch_cost=1.0359, reader_cost=0.0001 | ETA 09:02:08
2020-11-06 06:26:03 [INFO] [TRAIN] epoch=131, iter=48610/80000, loss=0.1020, lr=0.004309, batch_cost=1.0188, reader_cost=0.0001 | ETA 08:52:58
2020-11-06 06:26:13 [INFO] [TRAIN] epoch=131, iter=48620/80000, loss=0.0777, lr=0.004307, batch_cost=1.0396, reader_cost=0.0002 | ETA 09:03:42
2020-11-06 06:26:24 [INFO] [TRAIN] epoch=131, iter=48630/80000, loss=0.1159, lr=0.004306, batch_cost=1.0360, reader_cost=0.0001 | ETA 09:01:38
2020-11-06 06:26:34 [INFO] [TRAIN] epoch=131, iter=48640/80000, loss=0.1100, lr=0.004305, batch_cost=1.0420, reader_cost=0.0001 | ETA 09:04:36
2020-11-06 06:26:44 [INFO] [TRAIN] epoch=131, iter=48650/80000, loss=0.0858, lr=0.004304, batch_cost=1.0205, reader_cost=0.0001 | ETA 08:53:13
2020-11-06 06:26:55 [INFO] [TRAIN] epoch=131, iter=48660/80000, loss=0.1063, lr=0.004302, batch_cost=1.0423, reader_cost=0.0001 | ETA 09:04:25
2020-11-06 06:27:05 [INFO] [TRAIN] epoch=131, iter=48670/80000, loss=0.0932, lr=0.004301, batch_cost=1.0175, reader_cost=0.0001 | ETA 08:51:17
2020-11-06 06:27:15 [INFO] [TRAIN] epoch=131, iter=48680/80000, loss=0.0753, lr=0.004300, batch_cost=1.0398, reader_cost=0.0001 | ETA 09:02:46
2020-11-06 06:27:26 [INFO] [TRAIN] epoch=131, iter=48690/80000, loss=0.0841, lr=0.004299, batch_cost=1.0145, reader_cost=0.0001 | ETA 08:49:23
2020-11-06 06:27:36 [INFO] [TRAIN] epoch=131, iter=48700/80000, loss=0.0852, lr=0.004298, batch_cost=1.0345, reader_cost=0.0002 | ETA 08:59:39
2020-11-06 06:27:46 [INFO] [TRAIN] epoch=131, iter=48710/80000, loss=0.0737, lr=0.004296, batch_cost=1.0191, reader_cost=0.0001 | ETA 08:51:28
2020-11-06 06:27:56 [INFO] [TRAIN] epoch=131, iter=48720/80000, loss=0.1312, lr=0.004295, batch_cost=1.0052, reader_cost=0.0001 | ETA 08:44:01
2020-11-06 06:28:06 [INFO] [TRAIN] epoch=131, iter=48730/80000, loss=0.0940, lr=0.004294, batch_cost=0.9714, reader_cost=0.0001 | ETA 08:26:14
2020-11-06 06:28:18 [INFO] [TRAIN] epoch=132, iter=48740/80000, loss=0.1552, lr=0.004293, batch_cost=1.1713, reader_cost=0.1038 | ETA 10:10:14
2020-11-06 06:28:27 [INFO] [TRAIN] epoch=132, iter=48750/80000, loss=0.1009, lr=0.004291, batch_cost=0.9743, reader_cost=0.0005 | ETA 08:27:27
2020-11-06 06:28:37 [INFO] [TRAIN] epoch=132, iter=48760/80000, loss=0.0959, lr=0.004290, batch_cost=0.9708, reader_cost=0.0001 | ETA 08:25:29
2020-11-06 06:28:47 [INFO] [TRAIN] epoch=132, iter=48770/80000, loss=0.0979, lr=0.004289, batch_cost=0.9810, reader_cost=0.0001 | ETA 08:30:37
2020-11-06 06:28:57 [INFO] [TRAIN] epoch=132, iter=48780/80000, loss=0.1269, lr=0.004288, batch_cost=0.9821, reader_cost=0.0001 | ETA 08:30:59
2020-11-06 06:29:07 [INFO] [TRAIN] epoch=132, iter=48790/80000, loss=0.1323, lr=0.004286, batch_cost=0.9821, reader_cost=0.0001 | ETA 08:30:50
2020-11-06 06:29:16 [INFO] [TRAIN] epoch=132, iter=48800/80000, loss=0.0888, lr=0.004285, batch_cost=0.9824, reader_cost=0.0001 | ETA 08:30:52
2020-11-06 06:29:26 [INFO] [TRAIN] epoch=132, iter=48810/80000, loss=0.0996, lr=0.004284, batch_cost=0.9797, reader_cost=0.0001 | ETA 08:29:15
2020-11-06 06:29:36 [INFO] [TRAIN] epoch=132, iter=48820/80000, loss=0.0621, lr=0.004283, batch_cost=0.9830, reader_cost=0.0002 | ETA 08:30:49
2020-11-06 06:29:46 [INFO] [TRAIN] epoch=132, iter=48830/80000, loss=0.0974, lr=0.004281, batch_cost=0.9793, reader_cost=0.0001 | ETA 08:28:45
2020-11-06 06:29:56 [INFO] [TRAIN] epoch=132, iter=48840/80000, loss=0.0772, lr=0.004280, batch_cost=1.0072, reader_cost=0.0001 | ETA 08:43:04
2020-11-06 06:30:06 [INFO] [TRAIN] epoch=132, iter=48850/80000, loss=0.1036, lr=0.004279, batch_cost=1.0396, reader_cost=0.0002 | ETA 08:59:42
2020-11-06 06:30:16 [INFO] [TRAIN] epoch=132, iter=48860/80000, loss=0.0986, lr=0.004278, batch_cost=1.0208, reader_cost=0.0002 | ETA 08:49:48
2020-11-06 06:30:27 [INFO] [TRAIN] epoch=132, iter=48870/80000, loss=0.0838, lr=0.004277, batch_cost=1.0193, reader_cost=0.0002 | ETA 08:48:49
2020-11-06 06:30:36 [INFO] [TRAIN] epoch=132, iter=48880/80000, loss=0.1107, lr=0.004275, batch_cost=0.9780, reader_cost=0.0001 | ETA 08:27:16
2020-11-06 06:30:46 [INFO] [TRAIN] epoch=132, iter=48890/80000, loss=0.1078, lr=0.004274, batch_cost=0.9754, reader_cost=0.0001 | ETA 08:25:43
2020-11-06 06:30:56 [INFO] [TRAIN] epoch=132, iter=48900/80000, loss=0.1511, lr=0.004273, batch_cost=0.9764, reader_cost=0.0001 | ETA 08:26:06
2020-11-06 06:31:06 [INFO] [TRAIN] epoch=132, iter=48910/80000, loss=0.1129, lr=0.004272, batch_cost=0.9748, reader_cost=0.0001 | ETA 08:25:05
2020-11-06 06:31:15 [INFO] [TRAIN] epoch=132, iter=48920/80000, loss=0.1020, lr=0.004270, batch_cost=0.9812, reader_cost=0.0001 | ETA 08:28:15
2020-11-06 06:31:25 [INFO] [TRAIN] epoch=132, iter=48930/80000, loss=0.0849, lr=0.004269, batch_cost=0.9824, reader_cost=0.0001 | ETA 08:28:43
2020-11-06 06:31:35 [INFO] [TRAIN] epoch=132, iter=48940/80000, loss=0.0779, lr=0.004268, batch_cost=0.9747, reader_cost=0.0001 | ETA 08:24:35
2020-11-06 06:31:45 [INFO] [TRAIN] epoch=132, iter=48950/80000, loss=0.1031, lr=0.004267, batch_cost=0.9817, reader_cost=0.0001 | ETA 08:28:01
2020-11-06 06:31:55 [INFO] [TRAIN] epoch=132, iter=48960/80000, loss=0.0763, lr=0.004265, batch_cost=0.9868, reader_cost=0.0001 | ETA 08:30:30
2020-11-06 06:32:05 [INFO] [TRAIN] epoch=132, iter=48970/80000, loss=0.0812, lr=0.004264, batch_cost=1.0203, reader_cost=0.0001 | ETA 08:47:41
2020-11-06 06:32:15 [INFO] [TRAIN] epoch=132, iter=48980/80000, loss=0.0866, lr=0.004263, batch_cost=1.0179, reader_cost=0.0001 | ETA 08:46:15
2020-11-06 06:32:25 [INFO] [TRAIN] epoch=132, iter=48990/80000, loss=0.1080, lr=0.004262, batch_cost=1.0201, reader_cost=0.0001 | ETA 08:47:12
2020-11-06 06:32:35 [INFO] [TRAIN] epoch=132, iter=49000/80000, loss=0.0945, lr=0.004260, batch_cost=0.9851, reader_cost=0.0001 | ETA 08:28:57
2020-11-06 06:32:45 [INFO] [TRAIN] epoch=132, iter=49010/80000, loss=0.1001, lr=0.004259, batch_cost=0.9829, reader_cost=0.0001 | ETA 08:27:39
2020-11-06 06:32:55 [INFO] [TRAIN] epoch=132, iter=49020/80000, loss=0.0975, lr=0.004258, batch_cost=1.0022, reader_cost=0.0001 | ETA 08:37:27
2020-11-06 06:33:05 [INFO] [TRAIN] epoch=132, iter=49030/80000, loss=0.0880, lr=0.004257, batch_cost=1.0234, reader_cost=0.0001 | ETA 08:48:15
2020-11-06 06:33:16 [INFO] [TRAIN] epoch=132, iter=49040/80000, loss=0.0969, lr=0.004256, batch_cost=1.0423, reader_cost=0.0002 | ETA 08:57:48
2020-11-06 06:33:26 [INFO] [TRAIN] epoch=132, iter=49050/80000, loss=0.0551, lr=0.004254, batch_cost=1.0206, reader_cost=0.0001 | ETA 08:46:28
2020-11-06 06:33:36 [INFO] [TRAIN] epoch=132, iter=49060/80000, loss=0.0811, lr=0.004253, batch_cost=1.0385, reader_cost=0.0001 | ETA 08:55:32
2020-11-06 06:33:46 [INFO] [TRAIN] epoch=132, iter=49070/80000, loss=0.0905, lr=0.004252, batch_cost=1.0161, reader_cost=0.0001 | ETA 08:43:47
2020-11-06 06:33:57 [INFO] [TRAIN] epoch=132, iter=49080/80000, loss=0.0757, lr=0.004251, batch_cost=1.0421, reader_cost=0.0001 | ETA 08:57:01
2020-11-06 06:34:07 [INFO] [TRAIN] epoch=132, iter=49090/80000, loss=0.1090, lr=0.004249, batch_cost=1.0246, reader_cost=0.0001 | ETA 08:47:51
2020-11-06 06:34:17 [INFO] [TRAIN] epoch=132, iter=49100/80000, loss=0.0924, lr=0.004248, batch_cost=1.0200, reader_cost=0.0001 | ETA 08:45:18
2020-11-06 06:34:29 [INFO] [TRAIN] epoch=133, iter=49110/80000, loss=0.1196, lr=0.004247, batch_cost=1.1929, reader_cost=0.1216 | ETA 10:14:09
2020-11-06 06:34:40 [INFO] [TRAIN] epoch=133, iter=49120/80000, loss=0.0903, lr=0.004246, batch_cost=1.0257, reader_cost=0.0004 | ETA 08:47:54
2020-11-06 06:34:50 [INFO] [TRAIN] epoch=133, iter=49130/80000, loss=0.1196, lr=0.004244, batch_cost=1.0016, reader_cost=0.0002 | ETA 08:35:20
2020-11-06 06:35:00 [INFO] [TRAIN] epoch=133, iter=49140/80000, loss=0.0963, lr=0.004243, batch_cost=1.0043, reader_cost=0.0002 | ETA 08:36:32
2020-11-06 06:35:10 [INFO] [TRAIN] epoch=133, iter=49150/80000, loss=0.1156, lr=0.004242, batch_cost=1.0269, reader_cost=0.0002 | ETA 08:47:58
2020-11-06 06:35:20 [INFO] [TRAIN] epoch=133, iter=49160/80000, loss=0.2179, lr=0.004241, batch_cost=1.0357, reader_cost=0.0002 | ETA 08:52:22
2020-11-06 06:35:31 [INFO] [TRAIN] epoch=133, iter=49170/80000, loss=0.0829, lr=0.004239, batch_cost=1.0357, reader_cost=0.0001 | ETA 08:52:10
2020-11-06 06:35:41 [INFO] [TRAIN] epoch=133, iter=49180/80000, loss=0.1116, lr=0.004238, batch_cost=1.0098, reader_cost=0.0001 | ETA 08:38:41
2020-11-06 06:35:51 [INFO] [TRAIN] epoch=133, iter=49190/80000, loss=0.0835, lr=0.004237, batch_cost=0.9998, reader_cost=0.0002 | ETA 08:33:22
2020-11-06 06:36:01 [INFO] [TRAIN] epoch=133, iter=49200/80000, loss=0.0936, lr=0.004236, batch_cost=1.0078, reader_cost=0.0002 | ETA 08:37:20
2020-11-06 06:36:11 [INFO] [TRAIN] epoch=133, iter=49210/80000, loss=0.1253, lr=0.004234, batch_cost=0.9942, reader_cost=0.0002 | ETA 08:30:10
2020-11-06 06:36:21 [INFO] [TRAIN] epoch=133, iter=49220/80000, loss=0.0866, lr=0.004233, batch_cost=0.9904, reader_cost=0.0002 | ETA 08:28:06
2020-11-06 06:36:31 [INFO] [TRAIN] epoch=133, iter=49230/80000, loss=0.0887, lr=0.004232, batch_cost=1.0218, reader_cost=0.0002 | ETA 08:44:00
2020-11-06 06:36:41 [INFO] [TRAIN] epoch=133, iter=49240/80000, loss=0.0878, lr=0.004231, batch_cost=0.9890, reader_cost=0.0002 | ETA 08:27:00
2020-11-06 06:36:51 [INFO] [TRAIN] epoch=133, iter=49250/80000, loss=0.1117, lr=0.004230, batch_cost=0.9958, reader_cost=0.0002 | ETA 08:30:22
2020-11-06 06:37:01 [INFO] [TRAIN] epoch=133, iter=49260/80000, loss=0.0930, lr=0.004228, batch_cost=0.9925, reader_cost=0.0002 | ETA 08:28:28
2020-11-06 06:37:10 [INFO] [TRAIN] epoch=133, iter=49270/80000, loss=0.1145, lr=0.004227, batch_cost=0.9936, reader_cost=0.0001 | ETA 08:28:54
2020-11-06 06:37:20 [INFO] [TRAIN] epoch=133, iter=49280/80000, loss=0.0929, lr=0.004226, batch_cost=0.9983, reader_cost=0.0001 | ETA 08:31:08
2020-11-06 06:37:31 [INFO] [TRAIN] epoch=133, iter=49290/80000, loss=0.0966, lr=0.004225, batch_cost=1.0086, reader_cost=0.0001 | ETA 08:36:14
2020-11-06 06:37:41 [INFO] [TRAIN] epoch=133, iter=49300/80000, loss=0.0805, lr=0.004223, batch_cost=1.0157, reader_cost=0.0001 | ETA 08:39:43
2020-11-06 06:37:51 [INFO] [TRAIN] epoch=133, iter=49310/80000, loss=0.0667, lr=0.004222, batch_cost=1.0208, reader_cost=0.0002 | ETA 08:42:07
2020-11-06 06:38:01 [INFO] [TRAIN] epoch=133, iter=49320/80000, loss=0.0930, lr=0.004221, batch_cost=1.0422, reader_cost=0.0001 | ETA 08:52:55
2020-11-06 06:38:12 [INFO] [TRAIN] epoch=133, iter=49330/80000, loss=0.0861, lr=0.004220, batch_cost=1.0241, reader_cost=0.0001 | ETA 08:43:29
2020-11-06 06:38:22 [INFO] [TRAIN] epoch=133, iter=49340/80000, loss=0.0652, lr=0.004218, batch_cost=1.0360, reader_cost=0.0001 | ETA 08:49:24
2020-11-06 06:38:32 [INFO] [TRAIN] epoch=133, iter=49350/80000, loss=0.0893, lr=0.004217, batch_cost=1.0455, reader_cost=0.0001 | ETA 08:54:03
2020-11-06 06:38:43 [INFO] [TRAIN] epoch=133, iter=49360/80000, loss=0.0765, lr=0.004216, batch_cost=1.0280, reader_cost=0.0001 | ETA 08:44:56
2020-11-06 06:38:53 [INFO] [TRAIN] epoch=133, iter=49370/80000, loss=0.1059, lr=0.004215, batch_cost=1.0547, reader_cost=0.0002 | ETA 08:58:24
2020-11-06 06:39:03 [INFO] [TRAIN] epoch=133, iter=49380/80000, loss=0.0898, lr=0.004213, batch_cost=1.0112, reader_cost=0.0001 | ETA 08:36:02
2020-11-06 06:39:13 [INFO] [TRAIN] epoch=133, iter=49390/80000, loss=0.0730, lr=0.004212, batch_cost=0.9989, reader_cost=0.0001 | ETA 08:29:36
2020-11-06 06:39:24 [INFO] [TRAIN] epoch=133, iter=49400/80000, loss=0.0885, lr=0.004211, batch_cost=1.0507, reader_cost=0.0001 | ETA 08:55:50
2020-11-06 06:39:34 [INFO] [TRAIN] epoch=133, iter=49410/80000, loss=0.1210, lr=0.004210, batch_cost=1.0633, reader_cost=0.0001 | ETA 09:02:04
2020-11-06 06:39:45 [INFO] [TRAIN] epoch=133, iter=49420/80000, loss=0.0653, lr=0.004208, batch_cost=1.0996, reader_cost=0.0001 | ETA 09:20:26
2020-11-06 06:39:56 [INFO] [TRAIN] epoch=133, iter=49430/80000, loss=0.0883, lr=0.004207, batch_cost=1.0300, reader_cost=0.0001 | ETA 08:44:48
2020-11-06 06:40:06 [INFO] [TRAIN] epoch=133, iter=49440/80000, loss=0.1202, lr=0.004206, batch_cost=0.9879, reader_cost=0.0001 | ETA 08:23:09
2020-11-06 06:40:16 [INFO] [TRAIN] epoch=133, iter=49450/80000, loss=0.0977, lr=0.004205, batch_cost=1.0114, reader_cost=0.0001 | ETA 08:34:57
2020-11-06 06:40:26 [INFO] [TRAIN] epoch=133, iter=49460/80000, loss=0.1274, lr=0.004204, batch_cost=1.0176, reader_cost=0.0002 | ETA 08:37:57
2020-11-06 06:40:36 [INFO] [TRAIN] epoch=133, iter=49470/80000, loss=0.1242, lr=0.004202, batch_cost=1.0167, reader_cost=0.0001 | ETA 08:37:20
2020-11-06 06:40:48 [INFO] [TRAIN] epoch=134, iter=49480/80000, loss=0.0863, lr=0.004201, batch_cost=1.1517, reader_cost=0.1506 | ETA 09:45:49
2020-11-06 06:40:58 [INFO] [TRAIN] epoch=134, iter=49490/80000, loss=0.1151, lr=0.004200, batch_cost=1.0063, reader_cost=0.0004 | ETA 08:31:42
2020-11-06 06:41:08 [INFO] [TRAIN] epoch=134, iter=49500/80000, loss=0.0897, lr=0.004199, batch_cost=1.0015, reader_cost=0.0001 | ETA 08:29:04
2020-11-06 06:41:18 [INFO] [TRAIN] epoch=134, iter=49510/80000, loss=0.0953, lr=0.004197, batch_cost=0.9826, reader_cost=0.0002 | ETA 08:19:18
2020-11-06 06:41:27 [INFO] [TRAIN] epoch=134, iter=49520/80000, loss=0.1152, lr=0.004196, batch_cost=0.9849, reader_cost=0.0002 | ETA 08:20:18
2020-11-06 06:41:37 [INFO] [TRAIN] epoch=134, iter=49530/80000, loss=0.0781, lr=0.004195, batch_cost=0.9774, reader_cost=0.0001 | ETA 08:16:22
2020-11-06 06:41:47 [INFO] [TRAIN] epoch=134, iter=49540/80000, loss=0.1005, lr=0.004194, batch_cost=0.9750, reader_cost=0.0001 | ETA 08:14:58
2020-11-06 06:41:57 [INFO] [TRAIN] epoch=134, iter=49550/80000, loss=0.0969, lr=0.004192, batch_cost=0.9844, reader_cost=0.0001 | ETA 08:19:35
2020-11-06 06:42:07 [INFO] [TRAIN] epoch=134, iter=49560/80000, loss=0.1026, lr=0.004191, batch_cost=0.9999, reader_cost=0.0002 | ETA 08:27:16
2020-11-06 06:42:17 [INFO] [TRAIN] epoch=134, iter=49570/80000, loss=0.0867, lr=0.004190, batch_cost=1.0060, reader_cost=0.0002 | ETA 08:30:12
2020-11-06 06:42:27 [INFO] [TRAIN] epoch=134, iter=49580/80000, loss=0.1011, lr=0.004189, batch_cost=0.9833, reader_cost=0.0002 | ETA 08:18:32
2020-11-06 06:42:37 [INFO] [TRAIN] epoch=134, iter=49590/80000, loss=0.0658, lr=0.004187, batch_cost=0.9853, reader_cost=0.0001 | ETA 08:19:22
2020-11-06 06:42:47 [INFO] [TRAIN] epoch=134, iter=49600/80000, loss=0.1001, lr=0.004186, batch_cost=1.0000, reader_cost=0.0002 | ETA 08:26:39
2020-11-06 06:42:56 [INFO] [TRAIN] epoch=134, iter=49610/80000, loss=0.0838, lr=0.004185, batch_cost=0.9896, reader_cost=0.0002 | ETA 08:21:13
2020-11-06 06:43:06 [INFO] [TRAIN] epoch=134, iter=49620/80000, loss=0.1159, lr=0.004184, batch_cost=0.9954, reader_cost=0.0001 | ETA 08:23:59
2020-11-06 06:43:17 [INFO] [TRAIN] epoch=134, iter=49630/80000, loss=0.0960, lr=0.004182, batch_cost=1.0310, reader_cost=0.0002 | ETA 08:41:51
2020-11-06 06:43:27 [INFO] [TRAIN] epoch=134, iter=49640/80000, loss=0.1030, lr=0.004181, batch_cost=1.0123, reader_cost=0.0002 | ETA 08:32:14
2020-11-06 06:43:37 [INFO] [TRAIN] epoch=134, iter=49650/80000, loss=0.1060, lr=0.004180, batch_cost=0.9950, reader_cost=0.0002 | ETA 08:23:18
2020-11-06 06:43:47 [INFO] [TRAIN] epoch=134, iter=49660/80000, loss=0.1271, lr=0.004179, batch_cost=0.9870, reader_cost=0.0001 | ETA 08:19:06
2020-11-06 06:43:57 [INFO] [TRAIN] epoch=134, iter=49670/80000, loss=0.0975, lr=0.004178, batch_cost=1.0556, reader_cost=0.0001 | ETA 08:53:35
2020-11-06 06:44:07 [INFO] [TRAIN] epoch=134, iter=49680/80000, loss=0.0812, lr=0.004176, batch_cost=0.9946, reader_cost=0.0002 | ETA 08:22:37
2020-11-06 06:44:17 [INFO] [TRAIN] epoch=134, iter=49690/80000, loss=0.0620, lr=0.004175, batch_cost=0.9896, reader_cost=0.0001 | ETA 08:19:54
2020-11-06 06:44:27 [INFO] [TRAIN] epoch=134, iter=49700/80000, loss=0.0965, lr=0.004174, batch_cost=0.9924, reader_cost=0.0001 | ETA 08:21:10
2020-11-06 06:44:37 [INFO] [TRAIN] epoch=134, iter=49710/80000, loss=0.0466, lr=0.004173, batch_cost=0.9810, reader_cost=0.0001 | ETA 08:15:14
2020-11-06 06:44:47 [INFO] [TRAIN] epoch=134, iter=49720/80000, loss=0.0737, lr=0.004171, batch_cost=0.9822, reader_cost=0.0001 | ETA 08:15:40
2020-11-06 06:44:56 [INFO] [TRAIN] epoch=134, iter=49730/80000, loss=0.0867, lr=0.004170, batch_cost=0.9832, reader_cost=0.0001 | ETA 08:16:01
2020-11-06 06:45:07 [INFO] [TRAIN] epoch=134, iter=49740/80000, loss=0.1001, lr=0.004169, batch_cost=1.0396, reader_cost=0.0001 | ETA 08:44:18
2020-11-06 06:45:17 [INFO] [TRAIN] epoch=134, iter=49750/80000, loss=0.0961, lr=0.004168, batch_cost=1.0590, reader_cost=0.0001 | ETA 08:53:54
2020-11-06 06:45:28 [INFO] [TRAIN] epoch=134, iter=49760/80000, loss=0.1164, lr=0.004166, batch_cost=1.0834, reader_cost=0.0001 | ETA 09:06:03
2020-11-06 06:45:39 [INFO] [TRAIN] epoch=134, iter=49770/80000, loss=0.1370, lr=0.004165, batch_cost=1.1155, reader_cost=0.0001 | ETA 09:22:02
2020-11-06 06:45:50 [INFO] [TRAIN] epoch=134, iter=49780/80000, loss=0.0614, lr=0.004164, batch_cost=1.0508, reader_cost=0.0001 | ETA 08:49:14
2020-11-06 06:46:00 [INFO] [TRAIN] epoch=134, iter=49790/80000, loss=0.0697, lr=0.004163, batch_cost=1.0564, reader_cost=0.0001 | ETA 08:51:54
2020-11-06 06:46:11 [INFO] [TRAIN] epoch=134, iter=49800/80000, loss=0.0965, lr=0.004161, batch_cost=1.0958, reader_cost=0.0001 | ETA 09:11:34
2020-11-06 06:46:21 [INFO] [TRAIN] epoch=134, iter=49810/80000, loss=0.0936, lr=0.004160, batch_cost=1.0078, reader_cost=0.0001 | ETA 08:27:06
2020-11-06 06:46:31 [INFO] [TRAIN] epoch=134, iter=49820/80000, loss=0.0831, lr=0.004159, batch_cost=0.9836, reader_cost=0.0001 | ETA 08:14:44
2020-11-06 06:46:41 [INFO] [TRAIN] epoch=134, iter=49830/80000, loss=0.0871, lr=0.004158, batch_cost=0.9790, reader_cost=0.0001 | ETA 08:12:16
2020-11-06 06:46:51 [INFO] [TRAIN] epoch=134, iter=49840/80000, loss=0.1620, lr=0.004156, batch_cost=0.9820, reader_cost=0.0001 | ETA 08:13:37
2020-11-06 06:47:03 [INFO] [TRAIN] epoch=135, iter=49850/80000, loss=0.0875, lr=0.004155, batch_cost=1.1571, reader_cost=0.0948 | ETA 09:41:26
2020-11-06 06:47:13 [INFO] [TRAIN] epoch=135, iter=49860/80000, loss=0.0851, lr=0.004154, batch_cost=1.0200, reader_cost=0.0004 | ETA 08:32:21
2020-11-06 06:47:23 [INFO] [TRAIN] epoch=135, iter=49870/80000, loss=0.2140, lr=0.004153, batch_cost=1.0045, reader_cost=0.0004 | ETA 08:24:25
2020-11-06 06:47:33 [INFO] [TRAIN] epoch=135, iter=49880/80000, loss=0.1058, lr=0.004151, batch_cost=0.9860, reader_cost=0.0001 | ETA 08:14:58
2020-11-06 06:47:42 [INFO] [TRAIN] epoch=135, iter=49890/80000, loss=0.1362, lr=0.004150, batch_cost=0.9853, reader_cost=0.0001 | ETA 08:14:25
2020-11-06 06:47:52 [INFO] [TRAIN] epoch=135, iter=49900/80000, loss=0.1062, lr=0.004149, batch_cost=0.9765, reader_cost=0.0001 | ETA 08:09:53
2020-11-06 06:48:02 [INFO] [TRAIN] epoch=135, iter=49910/80000, loss=0.0782, lr=0.004148, batch_cost=0.9792, reader_cost=0.0001 | ETA 08:11:04
2020-11-06 06:48:12 [INFO] [TRAIN] epoch=135, iter=49920/80000, loss=0.1300, lr=0.004147, batch_cost=0.9813, reader_cost=0.0001 | ETA 08:11:56
2020-11-06 06:48:22 [INFO] [TRAIN] epoch=135, iter=49930/80000, loss=0.0720, lr=0.004145, batch_cost=1.0084, reader_cost=0.0001 | ETA 08:25:22
2020-11-06 06:48:32 [INFO] [TRAIN] epoch=135, iter=49940/80000, loss=0.0820, lr=0.004144, batch_cost=0.9887, reader_cost=0.0002 | ETA 08:15:19
2020-11-06 06:48:42 [INFO] [TRAIN] epoch=135, iter=49950/80000, loss=0.1135, lr=0.004143, batch_cost=1.0308, reader_cost=0.0002 | ETA 08:36:14
2020-11-06 06:48:53 [INFO] [TRAIN] epoch=135, iter=49960/80000, loss=0.0971, lr=0.004142, batch_cost=1.0408, reader_cost=0.0002 | ETA 08:41:06
2020-11-06 06:49:03 [INFO] [TRAIN] epoch=135, iter=49970/80000, loss=0.0932, lr=0.004140, batch_cost=1.0149, reader_cost=0.0001 | ETA 08:27:56
2020-11-06 06:49:13 [INFO] [TRAIN] epoch=135, iter=49980/80000, loss=0.0924, lr=0.004139, batch_cost=0.9947, reader_cost=0.0001 | ETA 08:17:41
2020-11-06 06:49:23 [INFO] [TRAIN] epoch=135, iter=49990/80000, loss=0.0865, lr=0.004138, batch_cost=1.0023, reader_cost=0.0002 | ETA 08:21:19
2020-11-06 06:49:33 [INFO] [TRAIN] epoch=135, iter=50000/80000, loss=0.0717, lr=0.004137, batch_cost=1.0013, reader_cost=0.0002 | ETA 08:20:38
2020-11-06 06:49:37 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 06:54:47 [INFO] [EVAL] #Images=500 mIoU=0.7829 Acc=0.9635 Kappa=0.9526
2020-11-06 06:54:47 [INFO] [EVAL] Category IoU:
[0.9816 0.8537 0.9315 0.4995 0.6539 0.6843 0.7359 0.8094 0.9297 0.6794
0.9514 0.843 0.6786 0.9572 0.8241 0.8347 0.5487 0.6865 0.7913]
2020-11-06 06:54:47 [INFO] [EVAL] Category Acc:
[0.9905 0.9244 0.9612 0.8578 0.8 0.827 0.8399 0.911 0.9579 0.87
0.9674 0.9086 0.794 0.9766 0.8846 0.8791 0.9548 0.8251 0.8616]
2020-11-06 06:54:48 [INFO] [EVAL] The model with the best validation mIoU (0.7976) was saved at iter 40000.
2020-11-06 06:54:58 [INFO] [TRAIN] epoch=135, iter=50010/80000, loss=0.0912, lr=0.004135, batch_cost=1.0031, reader_cost=0.0001 | ETA 08:21:24
2020-11-06 06:55:08 [INFO] [TRAIN] epoch=135, iter=50020/80000, loss=0.1142, lr=0.004134, batch_cost=1.0445, reader_cost=0.0001 | ETA 08:41:53
2020-11-06 06:55:18 [INFO] [TRAIN] epoch=135, iter=50030/80000, loss=0.0959, lr=0.004133, batch_cost=1.0321, reader_cost=0.0001 | ETA 08:35:33
2020-11-06 06:55:29 [INFO] [TRAIN] epoch=135, iter=50040/80000, loss=0.0841, lr=0.004132, batch_cost=1.0542, reader_cost=0.0001 | ETA 08:46:25
2020-11-06 06:55:39 [INFO] [TRAIN] epoch=135, iter=50050/80000, loss=0.0968, lr=0.004130, batch_cost=1.0382, reader_cost=0.0001 | ETA 08:38:13
2020-11-06 06:55:50 [INFO] [TRAIN] epoch=135, iter=50060/80000, loss=0.0740, lr=0.004129, batch_cost=1.0670, reader_cost=0.0024 | ETA 08:52:25
2020-11-06 06:56:00 [INFO] [TRAIN] epoch=135, iter=50070/80000, loss=0.0845, lr=0.004128, batch_cost=1.0056, reader_cost=0.0003 | ETA 08:21:38
2020-11-06 06:56:10 [INFO] [TRAIN] epoch=135, iter=50080/80000, loss=0.0754, lr=0.004127, batch_cost=1.0066, reader_cost=0.0002 | ETA 08:21:58
2020-11-06 06:56:20 [INFO] [TRAIN] epoch=135, iter=50090/80000, loss=0.0794, lr=0.004125, batch_cost=1.0219, reader_cost=0.0013 | ETA 08:29:24
2020-11-06 06:56:30 [INFO] [TRAIN] epoch=135, iter=50100/80000, loss=0.0869, lr=0.004124, batch_cost=0.9986, reader_cost=0.0002 | ETA 08:17:37
2020-11-06 06:56:41 [INFO] [TRAIN] epoch=135, iter=50110/80000, loss=0.0971, lr=0.004123, batch_cost=1.0309, reader_cost=0.0002 | ETA 08:33:33
2020-11-06 06:56:51 [INFO] [TRAIN] epoch=135, iter=50120/80000, loss=0.0877, lr=0.004122, batch_cost=1.0031, reader_cost=0.0002 | ETA 08:19:32
2020-11-06 06:57:01 [INFO] [TRAIN] epoch=135, iter=50130/80000, loss=0.1649, lr=0.004120, batch_cost=1.0038, reader_cost=0.0002 | ETA 08:19:42
2020-11-06 06:57:11 [INFO] [TRAIN] epoch=135, iter=50140/80000, loss=0.1116, lr=0.004119, batch_cost=0.9979, reader_cost=0.0002 | ETA 08:16:37
2020-11-06 06:57:21 [INFO] [TRAIN] epoch=135, iter=50150/80000, loss=0.1334, lr=0.004118, batch_cost=1.0019, reader_cost=0.0002 | ETA 08:18:25
2020-11-06 06:57:31 [INFO] [TRAIN] epoch=135, iter=50160/80000, loss=0.0698, lr=0.004117, batch_cost=0.9988, reader_cost=0.0002 | ETA 08:16:44
2020-11-06 06:57:41 [INFO] [TRAIN] epoch=135, iter=50170/80000, loss=0.0827, lr=0.004115, batch_cost=0.9925, reader_cost=0.0002 | ETA 08:13:25
2020-11-06 06:57:50 [INFO] [TRAIN] epoch=135, iter=50180/80000, loss=0.1056, lr=0.004114, batch_cost=0.9938, reader_cost=0.0002 | ETA 08:13:54
2020-11-06 06:58:01 [INFO] [TRAIN] epoch=135, iter=50190/80000, loss=0.0964, lr=0.004113, batch_cost=1.0307, reader_cost=0.0002 | ETA 08:32:05
2020-11-06 06:58:11 [INFO] [TRAIN] epoch=135, iter=50200/80000, loss=0.0850, lr=0.004112, batch_cost=1.0450, reader_cost=0.0002 | ETA 08:39:00
2020-11-06 06:58:22 [INFO] [TRAIN] epoch=135, iter=50210/80000, loss=0.1121, lr=0.004111, batch_cost=1.0323, reader_cost=0.0002 | ETA 08:32:30
2020-11-06 06:58:31 [INFO] [TRAIN] epoch=135, iter=50220/80000, loss=0.1031, lr=0.004109, batch_cost=0.9835, reader_cost=0.0001 | ETA 08:08:07
2020-11-06 06:58:43 [INFO] [TRAIN] epoch=136, iter=50230/80000, loss=0.0793, lr=0.004108, batch_cost=1.1900, reader_cost=0.1323 | ETA 09:50:25
2020-11-06 06:58:53 [INFO] [TRAIN] epoch=136, iter=50240/80000, loss=0.0927, lr=0.004107, batch_cost=0.9751, reader_cost=0.0004 | ETA 08:03:37
2020-11-06 06:59:03 [INFO] [TRAIN] epoch=136, iter=50250/80000, loss=0.0906, lr=0.004106, batch_cost=0.9926, reader_cost=0.0001 | ETA 08:12:09
2020-11-06 06:59:13 [INFO] [TRAIN] epoch=136, iter=50260/80000, loss=0.0917, lr=0.004104, batch_cost=0.9843, reader_cost=0.0001 | ETA 08:07:53
2020-11-06 06:59:23 [INFO] [TRAIN] epoch=136, iter=50270/80000, loss=0.1664, lr=0.004103, batch_cost=1.0070, reader_cost=0.0001 | ETA 08:18:58
2020-11-06 06:59:33 [INFO] [TRAIN] epoch=136, iter=50280/80000, loss=0.0975, lr=0.004102, batch_cost=1.0126, reader_cost=0.0001 | ETA 08:21:33
2020-11-06 06:59:44 [INFO] [TRAIN] epoch=136, iter=50290/80000, loss=0.1593, lr=0.004101, batch_cost=1.0485, reader_cost=0.0001 | ETA 08:39:11
2020-11-06 06:59:54 [INFO] [TRAIN] epoch=136, iter=50300/80000, loss=0.1310, lr=0.004099, batch_cost=1.0264, reader_cost=0.0001 | ETA 08:28:04
2020-11-06 07:00:04 [INFO] [TRAIN] epoch=136, iter=50310/80000, loss=0.0937, lr=0.004098, batch_cost=0.9951, reader_cost=0.0001 | ETA 08:12:23
2020-11-06 07:00:14 [INFO] [TRAIN] epoch=136, iter=50320/80000, loss=0.1092, lr=0.004097, batch_cost=0.9914, reader_cost=0.0001 | ETA 08:10:23
2020-11-06 07:00:24 [INFO] [TRAIN] epoch=136, iter=50330/80000, loss=0.1017, lr=0.004096, batch_cost=0.9914, reader_cost=0.0001 | ETA 08:10:14
2020-11-06 07:00:33 [INFO] [TRAIN] epoch=136, iter=50340/80000, loss=0.1122, lr=0.004094, batch_cost=0.9921, reader_cost=0.0002 | ETA 08:10:25
2020-11-06 07:00:43 [INFO] [TRAIN] epoch=136, iter=50350/80000, loss=0.0990, lr=0.004093, batch_cost=0.9891, reader_cost=0.0001 | ETA 08:08:48
2020-11-06 07:00:53 [INFO] [TRAIN] epoch=136, iter=50360/80000, loss=0.0973, lr=0.004092, batch_cost=0.9900, reader_cost=0.0001 | ETA 08:09:04
2020-11-06 07:01:03 [INFO] [TRAIN] epoch=136, iter=50370/80000, loss=0.0817, lr=0.004091, batch_cost=0.9937, reader_cost=0.0001 | ETA 08:10:44
2020-11-06 07:01:13 [INFO] [TRAIN] epoch=136, iter=50380/80000, loss=0.0699, lr=0.004089, batch_cost=1.0094, reader_cost=0.0002 | ETA 08:18:18
2020-11-06 07:01:23 [INFO] [TRAIN] epoch=136, iter=50390/80000, loss=0.0819, lr=0.004088, batch_cost=0.9950, reader_cost=0.0001 | ETA 08:11:00
2020-11-06 07:01:33 [INFO] [TRAIN] epoch=136, iter=50400/80000, loss=0.0914, lr=0.004087, batch_cost=0.9876, reader_cost=0.0002 | ETA 08:07:13
2020-11-06 07:01:43 [INFO] [TRAIN] epoch=136, iter=50410/80000, loss=0.0853, lr=0.004086, batch_cost=0.9944, reader_cost=0.0002 | ETA 08:10:24
2020-11-06 07:01:53 [INFO] [TRAIN] epoch=136, iter=50420/80000, loss=0.0969, lr=0.004084, batch_cost=0.9915, reader_cost=0.0001 | ETA 08:08:48
2020-11-06 07:02:03 [INFO] [TRAIN] epoch=136, iter=50430/80000, loss=0.0747, lr=0.004083, batch_cost=0.9890, reader_cost=0.0001 | ETA 08:07:23
2020-11-06 07:02:13 [INFO] [TRAIN] epoch=136, iter=50440/80000, loss=0.0887, lr=0.004082, batch_cost=0.9929, reader_cost=0.0001 | ETA 08:09:09
2020-11-06 07:02:23 [INFO] [TRAIN] epoch=136, iter=50450/80000, loss=0.0584, lr=0.004081, batch_cost=0.9887, reader_cost=0.0001 | ETA 08:06:56
2020-11-06 07:02:32 [INFO] [TRAIN] epoch=136, iter=50460/80000, loss=0.0954, lr=0.004079, batch_cost=0.9794, reader_cost=0.0002 | ETA 08:02:11
2020-11-06 07:02:42 [INFO] [TRAIN] epoch=136, iter=50470/80000, loss=0.0742, lr=0.004078, batch_cost=0.9860, reader_cost=0.0001 | ETA 08:05:15
2020-11-06 07:02:52 [INFO] [TRAIN] epoch=136, iter=50480/80000, loss=0.0894, lr=0.004077, batch_cost=0.9878, reader_cost=0.0001 | ETA 08:06:00
2020-11-06 07:03:02 [INFO] [TRAIN] epoch=136, iter=50490/80000, loss=0.1721, lr=0.004076, batch_cost=1.0095, reader_cost=0.0001 | ETA 08:16:29
2020-11-06 07:03:13 [INFO] [TRAIN] epoch=136, iter=50500/80000, loss=0.1069, lr=0.004074, batch_cost=1.0297, reader_cost=0.0001 | ETA 08:26:15
2020-11-06 07:03:23 [INFO] [TRAIN] epoch=136, iter=50510/80000, loss=0.1015, lr=0.004073, batch_cost=1.0386, reader_cost=0.0002 | ETA 08:30:27
2020-11-06 07:03:33 [INFO] [TRAIN] epoch=136, iter=50520/80000, loss=0.0722, lr=0.004072, batch_cost=0.9939, reader_cost=0.0001 | ETA 08:08:18
2020-11-06 07:03:43 [INFO] [TRAIN] epoch=136, iter=50530/80000, loss=0.0895, lr=0.004071, batch_cost=0.9842, reader_cost=0.0001 | ETA 08:03:25
2020-11-06 07:03:53 [INFO] [TRAIN] epoch=136, iter=50540/80000, loss=0.0772, lr=0.004070, batch_cost=0.9812, reader_cost=0.0001 | ETA 08:01:45
2020-11-06 07:04:03 [INFO] [TRAIN] epoch=136, iter=50550/80000, loss=0.0939, lr=0.004068, batch_cost=0.9890, reader_cost=0.0002 | ETA 08:05:24
2020-11-06 07:04:12 [INFO] [TRAIN] epoch=136, iter=50560/80000, loss=0.0942, lr=0.004067, batch_cost=0.9849, reader_cost=0.0001 | ETA 08:03:15
2020-11-06 07:04:22 [INFO] [TRAIN] epoch=136, iter=50570/80000, loss=0.0906, lr=0.004066, batch_cost=0.9886, reader_cost=0.0001 | ETA 08:04:53
2020-11-06 07:04:32 [INFO] [TRAIN] epoch=136, iter=50580/80000, loss=0.1198, lr=0.004065, batch_cost=0.9860, reader_cost=0.0001 | ETA 08:03:29
2020-11-06 07:04:42 [INFO] [TRAIN] epoch=136, iter=50590/80000, loss=0.0755, lr=0.004063, batch_cost=0.9726, reader_cost=0.0001 | ETA 07:56:43
2020-11-06 07:04:54 [INFO] [TRAIN] epoch=137, iter=50600/80000, loss=0.0733, lr=0.004062, batch_cost=1.1808, reader_cost=0.1358 | ETA 09:38:35
2020-11-06 07:05:03 [INFO] [TRAIN] epoch=137, iter=50610/80000, loss=0.1225, lr=0.004061, batch_cost=0.9699, reader_cost=0.0002 | ETA 07:55:04
2020-11-06 07:05:13 [INFO] [TRAIN] epoch=137, iter=50620/80000, loss=0.1030, lr=0.004060, batch_cost=0.9701, reader_cost=0.0002 | ETA 07:55:01
2020-11-06 07:05:23 [INFO] [TRAIN] epoch=137, iter=50630/80000, loss=0.1008, lr=0.004058, batch_cost=0.9746, reader_cost=0.0002 | ETA 07:57:03
2020-11-06 07:05:33 [INFO] [TRAIN] epoch=137, iter=50640/80000, loss=0.1013, lr=0.004057, batch_cost=0.9739, reader_cost=0.0002 | ETA 07:56:32
2020-11-06 07:05:42 [INFO] [TRAIN] epoch=137, iter=50650/80000, loss=0.1313, lr=0.004056, batch_cost=0.9725, reader_cost=0.0001 | ETA 07:55:41
2020-11-06 07:05:52 [INFO] [TRAIN] epoch=137, iter=50660/80000, loss=0.0871, lr=0.004055, batch_cost=0.9719, reader_cost=0.0002 | ETA 07:55:16
2020-11-06 07:06:02 [INFO] [TRAIN] epoch=137, iter=50670/80000, loss=0.0901, lr=0.004053, batch_cost=0.9720, reader_cost=0.0002 | ETA 07:55:09
2020-11-06 07:06:11 [INFO] [TRAIN] epoch=137, iter=50680/80000, loss=0.0878, lr=0.004052, batch_cost=0.9742, reader_cost=0.0002 | ETA 07:56:02
2020-11-06 07:06:21 [INFO] [TRAIN] epoch=137, iter=50690/80000, loss=0.0810, lr=0.004051, batch_cost=0.9744, reader_cost=0.0002 | ETA 07:55:59
2020-11-06 07:06:31 [INFO] [TRAIN] epoch=137, iter=50700/80000, loss=0.0878, lr=0.004050, batch_cost=0.9748, reader_cost=0.0014 | ETA 07:56:03
2020-11-06 07:06:41 [INFO] [TRAIN] epoch=137, iter=50710/80000, loss=0.0944, lr=0.004048, batch_cost=0.9754, reader_cost=0.0002 | ETA 07:56:09
2020-11-06 07:06:50 [INFO] [TRAIN] epoch=137, iter=50720/80000, loss=0.1034, lr=0.004047, batch_cost=0.9784, reader_cost=0.0001 | ETA 07:57:28
2020-11-06 07:07:00 [INFO] [TRAIN] epoch=137, iter=50730/80000, loss=0.1053, lr=0.004046, batch_cost=0.9750, reader_cost=0.0002 | ETA 07:55:37
2020-11-06 07:07:10 [INFO] [TRAIN] epoch=137, iter=50740/80000, loss=0.0812, lr=0.004045, batch_cost=0.9761, reader_cost=0.0001 | ETA 07:56:01
2020-11-06 07:07:20 [INFO] [TRAIN] epoch=137, iter=50750/80000, loss=0.0907, lr=0.004043, batch_cost=0.9746, reader_cost=0.0002 | ETA 07:55:06
2020-11-06 07:07:29 [INFO] [TRAIN] epoch=137, iter=50760/80000, loss=0.0985, lr=0.004042, batch_cost=0.9733, reader_cost=0.0002 | ETA 07:54:19
2020-11-06 07:07:39 [INFO] [TRAIN] epoch=137, iter=50770/80000, loss=0.0757, lr=0.004041, batch_cost=0.9710, reader_cost=0.0001 | ETA 07:53:02
2020-11-06 07:07:50 [INFO] [TRAIN] epoch=137, iter=50780/80000, loss=0.1167, lr=0.004040, batch_cost=1.0374, reader_cost=0.0001 | ETA 08:25:11
2020-11-06 07:08:00 [INFO] [TRAIN] epoch=137, iter=50790/80000, loss=0.0942, lr=0.004038, batch_cost=1.0220, reader_cost=0.0001 | ETA 08:17:31
2020-11-06 07:08:10 [INFO] [TRAIN] epoch=137, iter=50800/80000, loss=0.0506, lr=0.004037, batch_cost=0.9931, reader_cost=0.0001 | ETA 08:03:18
2020-11-06 07:08:20 [INFO] [TRAIN] epoch=137, iter=50810/80000, loss=0.1050, lr=0.004036, batch_cost=1.0001, reader_cost=0.0002 | ETA 08:06:32
2020-11-06 07:08:30 [INFO] [TRAIN] epoch=137, iter=50820/80000, loss=0.0685, lr=0.004035, batch_cost=0.9958, reader_cost=0.0002 | ETA 08:04:18
2020-11-06 07:08:40 [INFO] [TRAIN] epoch=137, iter=50830/80000, loss=0.1029, lr=0.004033, batch_cost=0.9860, reader_cost=0.0001 | ETA 07:59:20
2020-11-06 07:08:50 [INFO] [TRAIN] epoch=137, iter=50840/80000, loss=0.0799, lr=0.004032, batch_cost=1.0071, reader_cost=0.0001 | ETA 08:09:27
2020-11-06 07:09:00 [INFO] [TRAIN] epoch=137, iter=50850/80000, loss=0.1135, lr=0.004031, batch_cost=0.9971, reader_cost=0.0002 | ETA 08:04:26
2020-11-06 07:09:09 [INFO] [TRAIN] epoch=137, iter=50860/80000, loss=0.0946, lr=0.004030, batch_cost=0.9900, reader_cost=0.0001 | ETA 08:00:49
2020-11-06 07:09:19 [INFO] [TRAIN] epoch=137, iter=50870/80000, loss=0.1057, lr=0.004028, batch_cost=0.9882, reader_cost=0.0002 | ETA 07:59:45
2020-11-06 07:09:29 [INFO] [TRAIN] epoch=137, iter=50880/80000, loss=0.0999, lr=0.004027, batch_cost=0.9910, reader_cost=0.0002 | ETA 08:00:56
2020-11-06 07:09:39 [INFO] [TRAIN] epoch=137, iter=50890/80000, loss=0.0816, lr=0.004026, batch_cost=0.9942, reader_cost=0.0001 | ETA 08:02:21
2020-11-06 07:09:49 [INFO] [TRAIN] epoch=137, iter=50900/80000, loss=0.0986, lr=0.004025, batch_cost=0.9903, reader_cost=0.0001 | ETA 08:00:17
2020-11-06 07:09:59 [INFO] [TRAIN] epoch=137, iter=50910/80000, loss=0.0595, lr=0.004023, batch_cost=0.9899, reader_cost=0.0001 | ETA 07:59:57
2020-11-06 07:10:09 [INFO] [TRAIN] epoch=137, iter=50920/80000, loss=0.0820, lr=0.004022, batch_cost=0.9970, reader_cost=0.0002 | ETA 08:03:11
2020-11-06 07:10:19 [INFO] [TRAIN] epoch=137, iter=50930/80000, loss=0.0812, lr=0.004021, batch_cost=0.9949, reader_cost=0.0001 | ETA 08:02:00
2020-11-06 07:10:29 [INFO] [TRAIN] epoch=137, iter=50940/80000, loss=0.0828, lr=0.004020, batch_cost=0.9881, reader_cost=0.0001 | ETA 07:58:33
2020-11-06 07:10:39 [INFO] [TRAIN] epoch=137, iter=50950/80000, loss=0.1267, lr=0.004019, batch_cost=0.9982, reader_cost=0.0001 | ETA 08:03:16
2020-11-06 07:10:49 [INFO] [TRAIN] epoch=137, iter=50960/80000, loss=0.0882, lr=0.004017, batch_cost=0.9845, reader_cost=0.0001 | ETA 07:56:28
2020-11-06 07:11:00 [INFO] [TRAIN] epoch=138, iter=50970/80000, loss=0.0988, lr=0.004016, batch_cost=1.1690, reader_cost=0.1468 | ETA 09:25:36
2020-11-06 07:11:10 [INFO] [TRAIN] epoch=138, iter=50980/80000, loss=0.0970, lr=0.004015, batch_cost=0.9872, reader_cost=0.0004 | ETA 07:57:29
2020-11-06 07:11:20 [INFO] [TRAIN] epoch=138, iter=50990/80000, loss=0.0935, lr=0.004014, batch_cost=0.9836, reader_cost=0.0002 | ETA 07:55:34
2020-11-06 07:11:30 [INFO] [TRAIN] epoch=138, iter=51000/80000, loss=0.0788, lr=0.004012, batch_cost=0.9880, reader_cost=0.0002 | ETA 07:57:32
2020-11-06 07:11:40 [INFO] [TRAIN] epoch=138, iter=51010/80000, loss=0.0814, lr=0.004011, batch_cost=0.9894, reader_cost=0.0001 | ETA 07:58:02
2020-11-06 07:11:50 [INFO] [TRAIN] epoch=138, iter=51020/80000, loss=0.1832, lr=0.004010, batch_cost=0.9832, reader_cost=0.0001 | ETA 07:54:53
2020-11-06 07:11:59 [INFO] [TRAIN] epoch=138, iter=51030/80000, loss=0.0817, lr=0.004009, batch_cost=0.9861, reader_cost=0.0001 | ETA 07:56:08
2020-11-06 07:12:09 [INFO] [TRAIN] epoch=138, iter=51040/80000, loss=0.1083, lr=0.004007, batch_cost=0.9839, reader_cost=0.0001 | ETA 07:54:52
2020-11-06 07:12:19 [INFO] [TRAIN] epoch=138, iter=51050/80000, loss=0.0856, lr=0.004006, batch_cost=0.9829, reader_cost=0.0002 | ETA 07:54:16
2020-11-06 07:12:29 [INFO] [TRAIN] epoch=138, iter=51060/80000, loss=0.1084, lr=0.004005, batch_cost=0.9816, reader_cost=0.0001 | ETA 07:53:28
2020-11-06 07:12:39 [INFO] [TRAIN] epoch=138, iter=51070/80000, loss=0.0484, lr=0.004004, batch_cost=0.9811, reader_cost=0.0001 | ETA 07:53:02
2020-11-06 07:12:49 [INFO] [TRAIN] epoch=138, iter=51080/80000, loss=0.1096, lr=0.004002, batch_cost=0.9834, reader_cost=0.0001 | ETA 07:54:01
2020-11-06 07:12:59 [INFO] [TRAIN] epoch=138, iter=51090/80000, loss=0.0950, lr=0.004001, batch_cost=0.9878, reader_cost=0.0002 | ETA 07:55:57
2020-11-06 07:13:08 [INFO] [TRAIN] epoch=138, iter=51100/80000, loss=0.0947, lr=0.004000, batch_cost=0.9799, reader_cost=0.0001 | ETA 07:52:00
2020-11-06 07:13:18 [INFO] [TRAIN] epoch=138, iter=51110/80000, loss=0.0927, lr=0.003999, batch_cost=0.9879, reader_cost=0.0002 | ETA 07:55:39
2020-11-06 07:13:28 [INFO] [TRAIN] epoch=138, iter=51120/80000, loss=0.0920, lr=0.003997, batch_cost=0.9840, reader_cost=0.0002 | ETA 07:53:38
2020-11-06 07:13:38 [INFO] [TRAIN] epoch=138, iter=51130/80000, loss=0.0802, lr=0.003996, batch_cost=0.9822, reader_cost=0.0001 | ETA 07:52:35
2020-11-06 07:13:48 [INFO] [TRAIN] epoch=138, iter=51140/80000, loss=0.0781, lr=0.003995, batch_cost=0.9907, reader_cost=0.0001 | ETA 07:56:30
2020-11-06 07:13:58 [INFO] [TRAIN] epoch=138, iter=51150/80000, loss=0.0898, lr=0.003994, batch_cost=0.9835, reader_cost=0.0002 | ETA 07:52:53
2020-11-06 07:14:08 [INFO] [TRAIN] epoch=138, iter=51160/80000, loss=0.1368, lr=0.003992, batch_cost=1.0000, reader_cost=0.0001 | ETA 08:00:41
2020-11-06 07:14:18 [INFO] [TRAIN] epoch=138, iter=51170/80000, loss=0.0900, lr=0.003991, batch_cost=1.0410, reader_cost=0.0001 | ETA 08:20:10
2020-11-06 07:14:28 [INFO] [TRAIN] epoch=138, iter=51180/80000, loss=0.1374, lr=0.003990, batch_cost=1.0036, reader_cost=0.0001 | ETA 08:02:02
2020-11-06 07:14:38 [INFO] [TRAIN] epoch=138, iter=51190/80000, loss=0.0854, lr=0.003989, batch_cost=0.9861, reader_cost=0.0001 | ETA 07:53:28
2020-11-06 07:14:48 [INFO] [TRAIN] epoch=138, iter=51200/80000, loss=0.0751, lr=0.003987, batch_cost=0.9861, reader_cost=0.0001 | ETA 07:53:20
2020-11-06 07:14:58 [INFO] [TRAIN] epoch=138, iter=51210/80000, loss=0.0750, lr=0.003986, batch_cost=0.9896, reader_cost=0.0001 | ETA 07:54:50
2020-11-06 07:15:08 [INFO] [TRAIN] epoch=138, iter=51220/80000, loss=0.1021, lr=0.003985, batch_cost=0.9881, reader_cost=0.0001 | ETA 07:53:57
2020-11-06 07:15:17 [INFO] [TRAIN] epoch=138, iter=51230/80000, loss=0.0877, lr=0.003984, batch_cost=0.9888, reader_cost=0.0002 | ETA 07:54:08
2020-11-06 07:15:27 [INFO] [TRAIN] epoch=138, iter=51240/80000, loss=0.0889, lr=0.003982, batch_cost=0.9913, reader_cost=0.0002 | ETA 07:55:08
2020-11-06 07:15:37 [INFO] [TRAIN] epoch=138, iter=51250/80000, loss=0.0894, lr=0.003981, batch_cost=1.0107, reader_cost=0.0001 | ETA 08:04:16
2020-11-06 07:15:47 [INFO] [TRAIN] epoch=138, iter=51260/80000, loss=0.1139, lr=0.003980, batch_cost=0.9879, reader_cost=0.0001 | ETA 07:53:12
2020-11-06 07:15:57 [INFO] [TRAIN] epoch=138, iter=51270/80000, loss=0.1162, lr=0.003979, batch_cost=0.9837, reader_cost=0.0002 | ETA 07:51:02
2020-11-06 07:16:07 [INFO] [TRAIN] epoch=138, iter=51280/80000, loss=0.0620, lr=0.003977, batch_cost=0.9852, reader_cost=0.0001 | ETA 07:51:35
2020-11-06 07:16:17 [INFO] [TRAIN] epoch=138, iter=51290/80000, loss=0.0833, lr=0.003976, batch_cost=0.9832, reader_cost=0.0002 | ETA 07:50:27
2020-11-06 07:16:27 [INFO] [TRAIN] epoch=138, iter=51300/80000, loss=0.1205, lr=0.003975, batch_cost=0.9852, reader_cost=0.0002 | ETA 07:51:14
2020-11-06 07:16:36 [INFO] [TRAIN] epoch=138, iter=51310/80000, loss=0.0662, lr=0.003974, batch_cost=0.9785, reader_cost=0.0001 | ETA 07:47:54
2020-11-06 07:16:46 [INFO] [TRAIN] epoch=138, iter=51320/80000, loss=0.0805, lr=0.003972, batch_cost=0.9844, reader_cost=0.0001 | ETA 07:50:33
2020-11-06 07:16:56 [INFO] [TRAIN] epoch=138, iter=51330/80000, loss=0.1078, lr=0.003971, batch_cost=0.9823, reader_cost=0.0001 | ETA 07:49:23
2020-11-06 07:17:08 [INFO] [TRAIN] epoch=139, iter=51340/80000, loss=0.1126, lr=0.003970, batch_cost=1.1775, reader_cost=0.0882 | ETA 09:22:27
2020-11-06 07:17:18 [INFO] [TRAIN] epoch=139, iter=51350/80000, loss=0.1000, lr=0.003969, batch_cost=0.9881, reader_cost=0.0007 | ETA 07:51:48
2020-11-06 07:17:28 [INFO] [TRAIN] epoch=139, iter=51360/80000, loss=0.0648, lr=0.003967, batch_cost=0.9845, reader_cost=0.0002 | ETA 07:49:55
2020-11-06 07:17:38 [INFO] [TRAIN] epoch=139, iter=51370/80000, loss=0.0838, lr=0.003966, batch_cost=1.0194, reader_cost=0.0002 | ETA 08:06:24
2020-11-06 07:17:48 [INFO] [TRAIN] epoch=139, iter=51380/80000, loss=0.0896, lr=0.003965, batch_cost=1.0062, reader_cost=0.0001 | ETA 07:59:57
2020-11-06 07:17:58 [INFO] [TRAIN] epoch=139, iter=51390/80000, loss=0.0974, lr=0.003964, batch_cost=0.9765, reader_cost=0.0002 | ETA 07:45:36
2020-11-06 07:18:07 [INFO] [TRAIN] epoch=139, iter=51400/80000, loss=0.0693, lr=0.003962, batch_cost=0.9767, reader_cost=0.0001 | ETA 07:45:34
2020-11-06 07:18:17 [INFO] [TRAIN] epoch=139, iter=51410/80000, loss=0.0828, lr=0.003961, batch_cost=0.9814, reader_cost=0.0002 | ETA 07:47:38
2020-11-06 07:18:27 [INFO] [TRAIN] epoch=139, iter=51420/80000, loss=0.1189, lr=0.003960, batch_cost=0.9778, reader_cost=0.0002 | ETA 07:45:45
2020-11-06 07:18:37 [INFO] [TRAIN] epoch=139, iter=51430/80000, loss=0.0897, lr=0.003959, batch_cost=0.9786, reader_cost=0.0002 | ETA 07:45:59
2020-11-06 07:18:47 [INFO] [TRAIN] epoch=139, iter=51440/80000, loss=0.0686, lr=0.003957, batch_cost=0.9947, reader_cost=0.0002 | ETA 07:53:28
2020-11-06 07:18:57 [INFO] [TRAIN] epoch=139, iter=51450/80000, loss=0.1248, lr=0.003956, batch_cost=0.9866, reader_cost=0.0002 | ETA 07:49:27
2020-11-06 07:19:07 [INFO] [TRAIN] epoch=139, iter=51460/80000, loss=0.0852, lr=0.003955, batch_cost=0.9874, reader_cost=0.0001 | ETA 07:49:40
2020-11-06 07:19:16 [INFO] [TRAIN] epoch=139, iter=51470/80000, loss=0.0936, lr=0.003954, batch_cost=0.9770, reader_cost=0.0001 | ETA 07:44:32
2020-11-06 07:19:26 [INFO] [TRAIN] epoch=139, iter=51480/80000, loss=0.1209, lr=0.003952, batch_cost=0.9790, reader_cost=0.0001 | ETA 07:45:20
2020-11-06 07:19:36 [INFO] [TRAIN] epoch=139, iter=51490/80000, loss=0.0838, lr=0.003951, batch_cost=0.9785, reader_cost=0.0002 | ETA 07:44:55
2020-11-06 07:19:46 [INFO] [TRAIN] epoch=139, iter=51500/80000, loss=0.0977, lr=0.003950, batch_cost=0.9807, reader_cost=0.0001 | ETA 07:45:49
2020-11-06 07:19:55 [INFO] [TRAIN] epoch=139, iter=51510/80000, loss=0.0944, lr=0.003949, batch_cost=0.9783, reader_cost=0.0001 | ETA 07:44:32
2020-11-06 07:20:05 [INFO] [TRAIN] epoch=139, iter=51520/80000, loss=0.0722, lr=0.003947, batch_cost=0.9791, reader_cost=0.0002 | ETA 07:44:46
2020-11-06 07:20:15 [INFO] [TRAIN] epoch=139, iter=51530/80000, loss=0.0879, lr=0.003946, batch_cost=0.9846, reader_cost=0.0002 | ETA 07:47:11
2020-11-06 07:20:25 [INFO] [TRAIN] epoch=139, iter=51540/80000, loss=0.0751, lr=0.003945, batch_cost=0.9810, reader_cost=0.0001 | ETA 07:45:19
2020-11-06 07:20:35 [INFO] [TRAIN] epoch=139, iter=51550/80000, loss=0.0702, lr=0.003944, batch_cost=0.9838, reader_cost=0.0001 | ETA 07:46:30
2020-11-06 07:20:45 [INFO] [TRAIN] epoch=139, iter=51560/80000, loss=0.0845, lr=0.003942, batch_cost=0.9810, reader_cost=0.0001 | ETA 07:45:00
2020-11-06 07:20:54 [INFO] [TRAIN] epoch=139, iter=51570/80000, loss=0.0702, lr=0.003941, batch_cost=0.9856, reader_cost=0.0001 | ETA 07:47:01
2020-11-06 07:21:04 [INFO] [TRAIN] epoch=139, iter=51580/80000, loss=0.0840, lr=0.003940, batch_cost=0.9802, reader_cost=0.0001 | ETA 07:44:18
2020-11-06 07:21:14 [INFO] [TRAIN] epoch=139, iter=51590/80000, loss=0.0773, lr=0.003939, batch_cost=0.9868, reader_cost=0.0002 | ETA 07:47:13
2020-11-06 07:21:24 [INFO] [TRAIN] epoch=139, iter=51600/80000, loss=0.0944, lr=0.003937, batch_cost=0.9940, reader_cost=0.0002 | ETA 07:50:30
2020-11-06 07:21:34 [INFO] [TRAIN] epoch=139, iter=51610/80000, loss=0.1042, lr=0.003936, batch_cost=0.9905, reader_cost=0.0002 | ETA 07:48:40
2020-11-06 07:21:44 [INFO] [TRAIN] epoch=139, iter=51620/80000, loss=0.0996, lr=0.003935, batch_cost=0.9903, reader_cost=0.0001 | ETA 07:48:24
2020-11-06 07:21:54 [INFO] [TRAIN] epoch=139, iter=51630/80000, loss=0.0844, lr=0.003934, batch_cost=0.9931, reader_cost=0.0001 | ETA 07:49:35
2020-11-06 07:22:04 [INFO] [TRAIN] epoch=139, iter=51640/80000, loss=0.1001, lr=0.003932, batch_cost=0.9921, reader_cost=0.0001 | ETA 07:48:54
2020-11-06 07:22:14 [INFO] [TRAIN] epoch=139, iter=51650/80000, loss=0.0752, lr=0.003931, batch_cost=1.0321, reader_cost=0.0001 | ETA 08:07:39
2020-11-06 07:22:25 [INFO] [TRAIN] epoch=139, iter=51660/80000, loss=0.0810, lr=0.003930, batch_cost=1.0900, reader_cost=0.0002 | ETA 08:34:51
2020-11-06 07:22:36 [INFO] [TRAIN] epoch=139, iter=51670/80000, loss=0.1094, lr=0.003929, batch_cost=1.1349, reader_cost=0.0001 | ETA 08:55:51
2020-11-06 07:22:47 [INFO] [TRAIN] epoch=139, iter=51680/80000, loss=0.0842, lr=0.003928, batch_cost=1.0442, reader_cost=0.0001 | ETA 08:12:52
2020-11-06 07:22:57 [INFO] [TRAIN] epoch=139, iter=51690/80000, loss=0.0987, lr=0.003926, batch_cost=1.0408, reader_cost=0.0017 | ETA 08:11:04
2020-11-06 07:23:07 [INFO] [TRAIN] epoch=139, iter=51700/80000, loss=0.0900, lr=0.003925, batch_cost=1.0094, reader_cost=0.0010 | ETA 07:56:06
2020-11-06 07:23:19 [INFO] [TRAIN] epoch=140, iter=51710/80000, loss=0.1054, lr=0.003924, batch_cost=1.2027, reader_cost=0.1704 | ETA 09:27:05
2020-11-06 07:23:29 [INFO] [TRAIN] epoch=140, iter=51720/80000, loss=0.0805, lr=0.003923, batch_cost=1.0038, reader_cost=0.0005 | ETA 07:53:07
2020-11-06 07:23:39 [INFO] [TRAIN] epoch=140, iter=51730/80000, loss=0.0931, lr=0.003921, batch_cost=0.9845, reader_cost=0.0001 | ETA 07:43:51
2020-11-06 07:23:49 [INFO] [TRAIN] epoch=140, iter=51740/80000, loss=0.0819, lr=0.003920, batch_cost=0.9847, reader_cost=0.0002 | ETA 07:43:46
2020-11-06 07:23:59 [INFO] [TRAIN] epoch=140, iter=51750/80000, loss=0.1161, lr=0.003919, batch_cost=0.9892, reader_cost=0.0001 | ETA 07:45:45
2020-11-06 07:24:09 [INFO] [TRAIN] epoch=140, iter=51760/80000, loss=0.1255, lr=0.003918, batch_cost=0.9947, reader_cost=0.0002 | ETA 07:48:09
2020-11-06 07:24:19 [INFO] [TRAIN] epoch=140, iter=51770/80000, loss=0.0970, lr=0.003916, batch_cost=1.0018, reader_cost=0.0001 | ETA 07:51:21
2020-11-06 07:24:29 [INFO] [TRAIN] epoch=140, iter=51780/80000, loss=0.0947, lr=0.003915, batch_cost=1.0390, reader_cost=0.0001 | ETA 08:08:40
2020-11-06 07:24:39 [INFO] [TRAIN] epoch=140, iter=51790/80000, loss=0.0843, lr=0.003914, batch_cost=1.0183, reader_cost=0.0001 | ETA 07:58:45
2020-11-06 07:24:50 [INFO] [TRAIN] epoch=140, iter=51800/80000, loss=0.1089, lr=0.003913, batch_cost=1.0257, reader_cost=0.0001 | ETA 08:02:04
2020-11-06 07:25:00 [INFO] [TRAIN] epoch=140, iter=51810/80000, loss=0.0920, lr=0.003911, batch_cost=0.9862, reader_cost=0.0001 | ETA 07:43:20
2020-11-06 07:25:09 [INFO] [TRAIN] epoch=140, iter=51820/80000, loss=0.1173, lr=0.003910, batch_cost=0.9858, reader_cost=0.0002 | ETA 07:43:00
2020-11-06 07:25:19 [INFO] [TRAIN] epoch=140, iter=51830/80000, loss=0.0934, lr=0.003909, batch_cost=1.0037, reader_cost=0.0002 | ETA 07:51:14
2020-11-06 07:25:29 [INFO] [TRAIN] epoch=140, iter=51840/80000, loss=0.0924, lr=0.003908, batch_cost=0.9816, reader_cost=0.0002 | ETA 07:40:40
2020-11-06 07:25:39 [INFO] [TRAIN] epoch=140, iter=51850/80000, loss=0.0782, lr=0.003906, batch_cost=1.0097, reader_cost=0.0018 | ETA 07:53:41
2020-11-06 07:25:50 [INFO] [TRAIN] epoch=140, iter=51860/80000, loss=0.0958, lr=0.003905, batch_cost=1.0455, reader_cost=0.0043 | ETA 08:10:20
2020-11-06 07:26:01 [INFO] [TRAIN] epoch=140, iter=51870/80000, loss=0.0860, lr=0.003904, batch_cost=1.0979, reader_cost=0.0035 | ETA 08:34:43
2020-11-06 07:26:11 [INFO] [TRAIN] epoch=140, iter=51880/80000, loss=0.1060, lr=0.003903, batch_cost=1.0615, reader_cost=0.0002 | ETA 08:17:29
2020-11-06 07:26:21 [INFO] [TRAIN] epoch=140, iter=51890/80000, loss=0.0853, lr=0.003901, batch_cost=0.9902, reader_cost=0.0002 | ETA 07:43:53
2020-11-06 07:26:31 [INFO] [TRAIN] epoch=140, iter=51900/80000, loss=0.1112, lr=0.003900, batch_cost=0.9881, reader_cost=0.0002 | ETA 07:42:45
2020-11-06 07:26:41 [INFO] [TRAIN] epoch=140, iter=51910/80000, loss=0.0702, lr=0.003899, batch_cost=0.9828, reader_cost=0.0002 | ETA 07:40:06
2020-11-06 07:26:51 [INFO] [TRAIN] epoch=140, iter=51920/80000, loss=0.0632, lr=0.003898, batch_cost=0.9835, reader_cost=0.0002 | ETA 07:40:16
2020-11-06 07:27:01 [INFO] [TRAIN] epoch=140, iter=51930/80000, loss=0.0794, lr=0.003896, batch_cost=0.9830, reader_cost=0.0002 | ETA 07:39:52
2020-11-06 07:27:11 [INFO] [TRAIN] epoch=140, iter=51940/80000, loss=0.0813, lr=0.003895, batch_cost=0.9853, reader_cost=0.0002 | ETA 07:40:48
2020-11-06 07:27:20 [INFO] [TRAIN] epoch=140, iter=51950/80000, loss=0.1040, lr=0.003894, batch_cost=0.9847, reader_cost=0.0002 | ETA 07:40:19
2020-11-06 07:27:30 [INFO] [TRAIN] epoch=140, iter=51960/80000, loss=0.0709, lr=0.003893, batch_cost=0.9848, reader_cost=0.0002 | ETA 07:40:14
2020-11-06 07:27:40 [INFO] [TRAIN] epoch=140, iter=51970/80000, loss=0.0866, lr=0.003891, batch_cost=0.9826, reader_cost=0.0002 | ETA 07:39:01
2020-11-06 07:27:50 [INFO] [TRAIN] epoch=140, iter=51980/80000, loss=0.0908, lr=0.003890, batch_cost=0.9848, reader_cost=0.0002 | ETA 07:39:54
2020-11-06 07:28:00 [INFO] [TRAIN] epoch=140, iter=51990/80000, loss=0.1137, lr=0.003889, batch_cost=0.9808, reader_cost=0.0002 | ETA 07:37:53
2020-11-06 07:28:10 [INFO] [TRAIN] epoch=140, iter=52000/80000, loss=0.1043, lr=0.003888, batch_cost=0.9889, reader_cost=0.0002 | ETA 07:41:28
2020-11-06 07:28:14 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 07:33:22 [INFO] [EVAL] #Images=500 mIoU=0.8033 Acc=0.9640 Kappa=0.9534
2020-11-06 07:33:22 [INFO] [EVAL] Category IoU:
[0.9817 0.8547 0.9339 0.5958 0.6588 0.6843 0.7359 0.8123 0.9272 0.6536
0.953 0.8391 0.6705 0.9571 0.8162 0.9097 0.8133 0.674 0.7924]
2020-11-06 07:33:22 [INFO] [EVAL] Category Acc:
[0.9934 0.9072 0.9645 0.8713 0.795 0.8378 0.8554 0.9018 0.9601 0.786
0.9693 0.8878 0.8181 0.9755 0.8793 0.9567 0.9607 0.8447 0.8701]
2020-11-06 07:33:25 [INFO] [EVAL] The model with the best validation mIoU (0.8033) was saved at iter 52000.
2020-11-06 07:33:35 [INFO] [TRAIN] epoch=140, iter=52010/80000, loss=0.1077, lr=0.003886, batch_cost=0.9760, reader_cost=0.0002 | ETA 07:35:17
2020-11-06 07:33:45 [INFO] [TRAIN] epoch=140, iter=52020/80000, loss=0.0705, lr=0.003885, batch_cost=0.9784, reader_cost=0.0002 | ETA 07:36:16
2020-11-06 07:33:54 [INFO] [TRAIN] epoch=140, iter=52030/80000, loss=0.0887, lr=0.003884, batch_cost=0.9737, reader_cost=0.0002 | ETA 07:33:54
2020-11-06 07:34:05 [INFO] [TRAIN] epoch=140, iter=52040/80000, loss=0.0955, lr=0.003883, batch_cost=1.0141, reader_cost=0.0002 | ETA 07:52:33
2020-11-06 07:34:14 [INFO] [TRAIN] epoch=140, iter=52050/80000, loss=0.0804, lr=0.003881, batch_cost=0.9861, reader_cost=0.0001 | ETA 07:39:22
2020-11-06 07:34:24 [INFO] [TRAIN] epoch=140, iter=52060/80000, loss=0.0771, lr=0.003880, batch_cost=0.9829, reader_cost=0.0001 | ETA 07:37:43
2020-11-06 07:34:34 [INFO] [TRAIN] epoch=140, iter=52070/80000, loss=0.0841, lr=0.003879, batch_cost=0.9841, reader_cost=0.0001 | ETA 07:38:06
2020-11-06 07:34:44 [INFO] [TRAIN] epoch=140, iter=52080/80000, loss=0.0909, lr=0.003878, batch_cost=0.9706, reader_cost=0.0001 | ETA 07:31:39
2020-11-06 07:34:56 [INFO] [TRAIN] epoch=141, iter=52090/80000, loss=0.0851, lr=0.003876, batch_cost=1.1748, reader_cost=0.1265 | ETA 09:06:27
2020-11-06 07:35:05 [INFO] [TRAIN] epoch=141, iter=52100/80000, loss=0.0996, lr=0.003875, batch_cost=0.9763, reader_cost=0.0004 | ETA 07:33:57
2020-11-06 07:35:16 [INFO] [TRAIN] epoch=141, iter=52110/80000, loss=0.1001, lr=0.003874, batch_cost=1.0231, reader_cost=0.0001 | ETA 07:55:34
2020-11-06 07:35:25 [INFO] [TRAIN] epoch=141, iter=52120/80000, loss=0.0821, lr=0.003873, batch_cost=0.9940, reader_cost=0.0001 | ETA 07:41:54
2020-11-06 07:35:36 [INFO] [TRAIN] epoch=141, iter=52130/80000, loss=0.1095, lr=0.003871, batch_cost=1.0279, reader_cost=0.0002 | ETA 07:57:28
2020-11-06 07:35:47 [INFO] [TRAIN] epoch=141, iter=52140/80000, loss=0.0848, lr=0.003870, batch_cost=1.1197, reader_cost=0.0001 | ETA 08:39:55
2020-11-06 07:35:58 [INFO] [TRAIN] epoch=141, iter=52150/80000, loss=0.0930, lr=0.003869, batch_cost=1.0656, reader_cost=0.0001 | ETA 08:14:36
2020-11-06 07:36:08 [INFO] [TRAIN] epoch=141, iter=52160/80000, loss=0.0948, lr=0.003868, batch_cost=1.0443, reader_cost=0.0001 | ETA 08:04:33
2020-11-06 07:36:18 [INFO] [TRAIN] epoch=141, iter=52170/80000, loss=0.0691, lr=0.003866, batch_cost=1.0391, reader_cost=0.0001 | ETA 08:01:58
2020-11-06 07:36:29 [INFO] [TRAIN] epoch=141, iter=52180/80000, loss=0.0791, lr=0.003865, batch_cost=1.0473, reader_cost=0.0001 | ETA 08:05:36
2020-11-06 07:36:39 [INFO] [TRAIN] epoch=141, iter=52190/80000, loss=0.0713, lr=0.003864, batch_cost=0.9854, reader_cost=0.0001 | ETA 07:36:42
2020-11-06 07:36:49 [INFO] [TRAIN] epoch=141, iter=52200/80000, loss=0.1006, lr=0.003863, batch_cost=0.9895, reader_cost=0.0001 | ETA 07:38:27
2020-11-06 07:36:58 [INFO] [TRAIN] epoch=141, iter=52210/80000, loss=0.0827, lr=0.003861, batch_cost=0.9833, reader_cost=0.0001 | ETA 07:35:24
2020-11-06 07:37:08 [INFO] [TRAIN] epoch=141, iter=52220/80000, loss=0.1018, lr=0.003860, batch_cost=0.9846, reader_cost=0.0001 | ETA 07:35:53
2020-11-06 07:37:18 [INFO] [TRAIN] epoch=141, iter=52230/80000, loss=0.0835, lr=0.003859, batch_cost=0.9888, reader_cost=0.0001 | ETA 07:37:39
2020-11-06 07:37:28 [INFO] [TRAIN] epoch=141, iter=52240/80000, loss=0.1013, lr=0.003858, batch_cost=1.0218, reader_cost=0.0001 | ETA 07:52:44
2020-11-06 07:37:39 [INFO] [TRAIN] epoch=141, iter=52250/80000, loss=0.0891, lr=0.003856, batch_cost=1.0143, reader_cost=0.0001 | ETA 07:49:06
2020-11-06 07:37:48 [INFO] [TRAIN] epoch=141, iter=52260/80000, loss=0.1123, lr=0.003855, batch_cost=0.9816, reader_cost=0.0001 | ETA 07:33:48
2020-11-06 07:37:58 [INFO] [TRAIN] epoch=141, iter=52270/80000, loss=0.1154, lr=0.003854, batch_cost=0.9860, reader_cost=0.0001 | ETA 07:35:40
2020-11-06 07:38:08 [INFO] [TRAIN] epoch=141, iter=52280/80000, loss=0.0992, lr=0.003853, batch_cost=1.0088, reader_cost=0.0001 | ETA 07:46:05
2020-11-06 07:38:18 [INFO] [TRAIN] epoch=141, iter=52290/80000, loss=0.0643, lr=0.003851, batch_cost=0.9873, reader_cost=0.0001 | ETA 07:35:57
2020-11-06 07:38:28 [INFO] [TRAIN] epoch=141, iter=52300/80000, loss=0.0750, lr=0.003850, batch_cost=0.9858, reader_cost=0.0001 | ETA 07:35:07
2020-11-06 07:38:38 [INFO] [TRAIN] epoch=141, iter=52310/80000, loss=0.0806, lr=0.003849, batch_cost=1.0343, reader_cost=0.0001 | ETA 07:57:20
2020-11-06 07:38:49 [INFO] [TRAIN] epoch=141, iter=52320/80000, loss=0.0920, lr=0.003848, batch_cost=1.0499, reader_cost=0.0001 | ETA 08:04:19
2020-11-06 07:38:59 [INFO] [TRAIN] epoch=141, iter=52330/80000, loss=0.1020, lr=0.003846, batch_cost=1.0547, reader_cost=0.0001 | ETA 08:06:23
2020-11-06 07:39:10 [INFO] [TRAIN] epoch=141, iter=52340/80000, loss=0.0791, lr=0.003845, batch_cost=1.0581, reader_cost=0.0001 | ETA 08:07:46
2020-11-06 07:39:21 [INFO] [TRAIN] epoch=141, iter=52350/80000, loss=0.0933, lr=0.003844, batch_cost=1.0701, reader_cost=0.0001 | ETA 08:13:08
2020-11-06 07:39:31 [INFO] [TRAIN] epoch=141, iter=52360/80000, loss=0.1125, lr=0.003843, batch_cost=1.0345, reader_cost=0.0001 | ETA 07:56:32
2020-11-06 07:39:41 [INFO] [TRAIN] epoch=141, iter=52370/80000, loss=0.0878, lr=0.003841, batch_cost=1.0121, reader_cost=0.0001 | ETA 07:46:05
2020-11-06 07:39:52 [INFO] [TRAIN] epoch=141, iter=52380/80000, loss=0.0669, lr=0.003840, batch_cost=1.0290, reader_cost=0.0001 | ETA 07:53:40
2020-11-06 07:40:01 [INFO] [TRAIN] epoch=141, iter=52390/80000, loss=0.0604, lr=0.003839, batch_cost=0.9918, reader_cost=0.0001 | ETA 07:36:23
2020-11-06 07:40:11 [INFO] [TRAIN] epoch=141, iter=52400/80000, loss=0.0736, lr=0.003838, batch_cost=0.9903, reader_cost=0.0001 | ETA 07:35:31
2020-11-06 07:40:21 [INFO] [TRAIN] epoch=141, iter=52410/80000, loss=0.0924, lr=0.003836, batch_cost=0.9919, reader_cost=0.0001 | ETA 07:36:06
2020-11-06 07:40:31 [INFO] [TRAIN] epoch=141, iter=52420/80000, loss=0.0841, lr=0.003835, batch_cost=0.9917, reader_cost=0.0002 | ETA 07:35:52
2020-11-06 07:40:41 [INFO] [TRAIN] epoch=141, iter=52430/80000, loss=0.0759, lr=0.003834, batch_cost=1.0256, reader_cost=0.0001 | ETA 07:51:14
2020-11-06 07:40:52 [INFO] [TRAIN] epoch=141, iter=52440/80000, loss=0.1036, lr=0.003833, batch_cost=1.0386, reader_cost=0.0001 | ETA 07:57:02
2020-11-06 07:41:02 [INFO] [TRAIN] epoch=141, iter=52450/80000, loss=0.1177, lr=0.003831, batch_cost=0.9817, reader_cost=0.0001 | ETA 07:30:46
2020-11-06 07:41:14 [INFO] [TRAIN] epoch=142, iter=52460/80000, loss=0.1214, lr=0.003830, batch_cost=1.2117, reader_cost=0.0855 | ETA 09:16:09
2020-11-06 07:41:24 [INFO] [TRAIN] epoch=142, iter=52470/80000, loss=0.0902, lr=0.003829, batch_cost=1.0179, reader_cost=0.0005 | ETA 07:47:01
2020-11-06 07:41:34 [INFO] [TRAIN] epoch=142, iter=52480/80000, loss=0.1395, lr=0.003828, batch_cost=1.0168, reader_cost=0.0002 | ETA 07:46:22
2020-11-06 07:41:44 [INFO] [TRAIN] epoch=142, iter=52490/80000, loss=0.1080, lr=0.003826, batch_cost=1.0080, reader_cost=0.0001 | ETA 07:42:08
2020-11-06 07:41:54 [INFO] [TRAIN] epoch=142, iter=52500/80000, loss=0.1008, lr=0.003825, batch_cost=0.9903, reader_cost=0.0002 | ETA 07:33:52
2020-11-06 07:42:04 [INFO] [TRAIN] epoch=142, iter=52510/80000, loss=0.1008, lr=0.003824, batch_cost=0.9834, reader_cost=0.0001 | ETA 07:30:33
2020-11-06 07:42:14 [INFO] [TRAIN] epoch=142, iter=52520/80000, loss=0.0942, lr=0.003823, batch_cost=0.9864, reader_cost=0.0001 | ETA 07:31:47
2020-11-06 07:42:24 [INFO] [TRAIN] epoch=142, iter=52530/80000, loss=0.1127, lr=0.003821, batch_cost=0.9851, reader_cost=0.0001 | ETA 07:31:01
2020-11-06 07:42:34 [INFO] [TRAIN] epoch=142, iter=52540/80000, loss=0.0734, lr=0.003820, batch_cost=0.9936, reader_cost=0.0001 | ETA 07:34:43
2020-11-06 07:42:44 [INFO] [TRAIN] epoch=142, iter=52550/80000, loss=0.1212, lr=0.003819, batch_cost=0.9948, reader_cost=0.0002 | ETA 07:35:06
2020-11-06 07:42:54 [INFO] [TRAIN] epoch=142, iter=52560/80000, loss=0.1188, lr=0.003817, batch_cost=1.0101, reader_cost=0.0001 | ETA 07:41:57
2020-11-06 07:43:04 [INFO] [TRAIN] epoch=142, iter=52570/80000, loss=0.1146, lr=0.003816, batch_cost=1.0003, reader_cost=0.0001 | ETA 07:37:19
2020-11-06 07:43:14 [INFO] [TRAIN] epoch=142, iter=52580/80000, loss=0.0959, lr=0.003815, batch_cost=0.9964, reader_cost=0.0002 | ETA 07:35:21
2020-11-06 07:43:24 [INFO] [TRAIN] epoch=142, iter=52590/80000, loss=0.0805, lr=0.003814, batch_cost=0.9938, reader_cost=0.0002 | ETA 07:34:01
2020-11-06 07:43:34 [INFO] [TRAIN] epoch=142, iter=52600/80000, loss=0.1195, lr=0.003812, batch_cost=1.0456, reader_cost=0.0002 | ETA 07:57:29
2020-11-06 07:43:44 [INFO] [TRAIN] epoch=142, iter=52610/80000, loss=0.0986, lr=0.003811, batch_cost=1.0202, reader_cost=0.0002 | ETA 07:45:43
2020-11-06 07:43:55 [INFO] [TRAIN] epoch=142, iter=52620/80000, loss=0.0972, lr=0.003810, batch_cost=1.0386, reader_cost=0.0002 | ETA 07:53:57
2020-11-06 07:44:05 [INFO] [TRAIN] epoch=142, iter=52630/80000, loss=0.1107, lr=0.003809, batch_cost=1.0105, reader_cost=0.0002 | ETA 07:40:57
2020-11-06 07:44:15 [INFO] [TRAIN] epoch=142, iter=52640/80000, loss=0.1208, lr=0.003807, batch_cost=1.0317, reader_cost=0.0002 | ETA 07:50:25
2020-11-06 07:44:25 [INFO] [TRAIN] epoch=142, iter=52650/80000, loss=0.0839, lr=0.003806, batch_cost=1.0145, reader_cost=0.0002 | ETA 07:42:27
2020-11-06 07:44:35 [INFO] [TRAIN] epoch=142, iter=52660/80000, loss=0.0663, lr=0.003805, batch_cost=1.0319, reader_cost=0.0002 | ETA 07:50:12
2020-11-06 07:44:46 [INFO] [TRAIN] epoch=142, iter=52670/80000, loss=0.1263, lr=0.003804, batch_cost=1.0246, reader_cost=0.0002 | ETA 07:46:41
2020-11-06 07:44:56 [INFO] [TRAIN] epoch=142, iter=52680/80000, loss=0.0717, lr=0.003802, batch_cost=1.0029, reader_cost=0.0002 | ETA 07:36:37
2020-11-06 07:45:06 [INFO] [TRAIN] epoch=142, iter=52690/80000, loss=0.0836, lr=0.003801, batch_cost=0.9923, reader_cost=0.0002 | ETA 07:31:38
2020-11-06 07:45:16 [INFO] [TRAIN] epoch=142, iter=52700/80000, loss=0.1101, lr=0.003800, batch_cost=0.9934, reader_cost=0.0002 | ETA 07:31:58
2020-11-06 07:45:25 [INFO] [TRAIN] epoch=142, iter=52710/80000, loss=0.0888, lr=0.003799, batch_cost=0.9873, reader_cost=0.0002 | ETA 07:29:02
2020-11-06 07:45:36 [INFO] [TRAIN] epoch=142, iter=52720/80000, loss=0.1441, lr=0.003797, batch_cost=1.0512, reader_cost=0.0002 | ETA 07:57:57
2020-11-06 07:45:47 [INFO] [TRAIN] epoch=142, iter=52730/80000, loss=0.0904, lr=0.003796, batch_cost=1.0911, reader_cost=0.0002 | ETA 08:15:53
2020-11-06 07:45:57 [INFO] [TRAIN] epoch=142, iter=52740/80000, loss=0.0772, lr=0.003795, batch_cost=1.0436, reader_cost=0.0002 | ETA 07:54:09
2020-11-06 07:46:08 [INFO] [TRAIN] epoch=142, iter=52750/80000, loss=0.0821, lr=0.003794, batch_cost=1.0402, reader_cost=0.0002 | ETA 07:52:26
2020-11-06 07:46:18 [INFO] [TRAIN] epoch=142, iter=52760/80000, loss=0.1222, lr=0.003792, batch_cost=1.0144, reader_cost=0.0002 | ETA 07:40:32
2020-11-06 07:46:28 [INFO] [TRAIN] epoch=142, iter=52770/80000, loss=0.0754, lr=0.003791, batch_cost=0.9990, reader_cost=0.0002 | ETA 07:33:22
2020-11-06 07:46:38 [INFO] [TRAIN] epoch=142, iter=52780/80000, loss=0.0786, lr=0.003790, batch_cost=0.9949, reader_cost=0.0002 | ETA 07:31:20
2020-11-06 07:46:48 [INFO] [TRAIN] epoch=142, iter=52790/80000, loss=0.1282, lr=0.003789, batch_cost=1.0311, reader_cost=0.0002 | ETA 07:47:36
2020-11-06 07:46:59 [INFO] [TRAIN] epoch=142, iter=52800/80000, loss=0.0952, lr=0.003787, batch_cost=1.0401, reader_cost=0.0001 | ETA 07:51:29
2020-11-06 07:47:09 [INFO] [TRAIN] epoch=142, iter=52810/80000, loss=0.1286, lr=0.003786, batch_cost=1.0489, reader_cost=0.0001 | ETA 07:55:20
2020-11-06 07:47:19 [INFO] [TRAIN] epoch=142, iter=52820/80000, loss=0.1314, lr=0.003785, batch_cost=1.0065, reader_cost=0.0001 | ETA 07:35:57
2020-11-06 07:47:31 [INFO] [TRAIN] epoch=143, iter=52830/80000, loss=0.1800, lr=0.003784, batch_cost=1.2125, reader_cost=0.1548 | ETA 09:09:02
2020-11-06 07:47:41 [INFO] [TRAIN] epoch=143, iter=52840/80000, loss=0.1331, lr=0.003782, batch_cost=1.0163, reader_cost=0.0002 | ETA 07:40:03
2020-11-06 07:47:52 [INFO] [TRAIN] epoch=143, iter=52850/80000, loss=0.1291, lr=0.003781, batch_cost=1.0370, reader_cost=0.0002 | ETA 07:49:15
2020-11-06 07:48:02 [INFO] [TRAIN] epoch=143, iter=52860/80000, loss=0.1084, lr=0.003780, batch_cost=0.9898, reader_cost=0.0002 | ETA 07:27:43
2020-11-06 07:48:12 [INFO] [TRAIN] epoch=143, iter=52870/80000, loss=0.0996, lr=0.003779, batch_cost=0.9928, reader_cost=0.0001 | ETA 07:28:55
2020-11-06 07:48:22 [INFO] [TRAIN] epoch=143, iter=52880/80000, loss=0.3158, lr=0.003777, batch_cost=0.9922, reader_cost=0.0001 | ETA 07:28:27
2020-11-06 07:48:32 [INFO] [TRAIN] epoch=143, iter=52890/80000, loss=0.0747, lr=0.003776, batch_cost=1.0280, reader_cost=0.0001 | ETA 07:44:29
2020-11-06 07:48:42 [INFO] [TRAIN] epoch=143, iter=52900/80000, loss=0.1112, lr=0.003775, batch_cost=0.9965, reader_cost=0.0001 | ETA 07:30:05
2020-11-06 07:48:52 [INFO] [TRAIN] epoch=143, iter=52910/80000, loss=0.1005, lr=0.003774, batch_cost=0.9938, reader_cost=0.0001 | ETA 07:28:41
2020-11-06 07:49:02 [INFO] [TRAIN] epoch=143, iter=52920/80000, loss=0.1084, lr=0.003772, batch_cost=0.9908, reader_cost=0.0001 | ETA 07:27:09
2020-11-06 07:49:12 [INFO] [TRAIN] epoch=143, iter=52930/80000, loss=0.0575, lr=0.003771, batch_cost=0.9885, reader_cost=0.0001 | ETA 07:25:59
2020-11-06 07:49:21 [INFO] [TRAIN] epoch=143, iter=52940/80000, loss=0.0857, lr=0.003770, batch_cost=0.9907, reader_cost=0.0001 | ETA 07:26:49
2020-11-06 07:49:31 [INFO] [TRAIN] epoch=143, iter=52950/80000, loss=0.0945, lr=0.003769, batch_cost=0.9919, reader_cost=0.0001 | ETA 07:27:09
2020-11-06 07:49:41 [INFO] [TRAIN] epoch=143, iter=52960/80000, loss=0.0893, lr=0.003767, batch_cost=0.9851, reader_cost=0.0001 | ETA 07:23:56
2020-11-06 07:49:51 [INFO] [TRAIN] epoch=143, iter=52970/80000, loss=0.1077, lr=0.003766, batch_cost=0.9896, reader_cost=0.0001 | ETA 07:25:48
2020-11-06 07:50:01 [INFO] [TRAIN] epoch=143, iter=52980/80000, loss=0.0913, lr=0.003765, batch_cost=0.9976, reader_cost=0.0001 | ETA 07:29:13
2020-11-06 07:50:12 [INFO] [TRAIN] epoch=143, iter=52990/80000, loss=0.1159, lr=0.003764, batch_cost=1.0515, reader_cost=0.0001 | ETA 07:53:22
2020-11-06 07:50:21 [INFO] [TRAIN] epoch=143, iter=53000/80000, loss=0.0984, lr=0.003762, batch_cost=0.9873, reader_cost=0.0001 | ETA 07:24:15
2020-11-06 07:50:31 [INFO] [TRAIN] epoch=143, iter=53010/80000, loss=0.0890, lr=0.003761, batch_cost=0.9921, reader_cost=0.0001 | ETA 07:26:17
2020-11-06 07:50:41 [INFO] [TRAIN] epoch=143, iter=53020/80000, loss=0.0905, lr=0.003760, batch_cost=0.9970, reader_cost=0.0001 | ETA 07:28:19
2020-11-06 07:50:51 [INFO] [TRAIN] epoch=143, iter=53030/80000, loss=0.0739, lr=0.003759, batch_cost=0.9888, reader_cost=0.0001 | ETA 07:24:28
2020-11-06 07:51:01 [INFO] [TRAIN] epoch=143, iter=53040/80000, loss=0.0991, lr=0.003757, batch_cost=0.9920, reader_cost=0.0001 | ETA 07:25:43
2020-11-06 07:51:11 [INFO] [TRAIN] epoch=143, iter=53050/80000, loss=0.0781, lr=0.003756, batch_cost=0.9903, reader_cost=0.0001 | ETA 07:24:49
2020-11-06 07:51:21 [INFO] [TRAIN] epoch=143, iter=53060/80000, loss=0.0844, lr=0.003755, batch_cost=0.9923, reader_cost=0.0001 | ETA 07:25:32
2020-11-06 07:51:31 [INFO] [TRAIN] epoch=143, iter=53070/80000, loss=0.1009, lr=0.003754, batch_cost=0.9865, reader_cost=0.0001 | ETA 07:22:47
2020-11-06 07:51:41 [INFO] [TRAIN] epoch=143, iter=53080/80000, loss=0.1022, lr=0.003752, batch_cost=1.0282, reader_cost=0.0001 | ETA 07:41:17
2020-11-06 07:51:51 [INFO] [TRAIN] epoch=143, iter=53090/80000, loss=0.1101, lr=0.003751, batch_cost=0.9972, reader_cost=0.0001 | ETA 07:27:15
2020-11-06 07:52:01 [INFO] [TRAIN] epoch=143, iter=53100/80000, loss=0.1275, lr=0.003750, batch_cost=0.9972, reader_cost=0.0001 | ETA 07:27:05
2020-11-06 07:52:11 [INFO] [TRAIN] epoch=143, iter=53110/80000, loss=0.0949, lr=0.003749, batch_cost=0.9994, reader_cost=0.0001 | ETA 07:27:54
2020-11-06 07:52:21 [INFO] [TRAIN] epoch=143, iter=53120/80000, loss=0.1188, lr=0.003747, batch_cost=1.0168, reader_cost=0.0001 | ETA 07:35:31
2020-11-06 07:52:31 [INFO] [TRAIN] epoch=143, iter=53130/80000, loss=0.0899, lr=0.003746, batch_cost=1.0004, reader_cost=0.0001 | ETA 07:28:00
2020-11-06 07:52:41 [INFO] [TRAIN] epoch=143, iter=53140/80000, loss=0.0635, lr=0.003745, batch_cost=1.0223, reader_cost=0.0001 | ETA 07:37:38
2020-11-06 07:52:51 [INFO] [TRAIN] epoch=143, iter=53150/80000, loss=0.0936, lr=0.003744, batch_cost=0.9881, reader_cost=0.0001 | ETA 07:22:10
2020-11-06 07:53:01 [INFO] [TRAIN] epoch=143, iter=53160/80000, loss=0.0936, lr=0.003742, batch_cost=0.9964, reader_cost=0.0001 | ETA 07:25:44
2020-11-06 07:53:11 [INFO] [TRAIN] epoch=143, iter=53170/80000, loss=0.0970, lr=0.003741, batch_cost=1.0176, reader_cost=0.0011 | ETA 07:35:01
2020-11-06 07:53:22 [INFO] [TRAIN] epoch=143, iter=53180/80000, loss=0.0958, lr=0.003740, batch_cost=1.0159, reader_cost=0.0010 | ETA 07:34:06
2020-11-06 07:53:32 [INFO] [TRAIN] epoch=143, iter=53190/80000, loss=0.0757, lr=0.003739, batch_cost=1.0148, reader_cost=0.0018 | ETA 07:33:26
2020-11-06 07:53:43 [INFO] [TRAIN] epoch=144, iter=53200/80000, loss=0.1457, lr=0.003737, batch_cost=1.1710, reader_cost=0.1073 | ETA 08:43:04
2020-11-06 07:53:53 [INFO] [TRAIN] epoch=144, iter=53210/80000, loss=0.1164, lr=0.003736, batch_cost=0.9880, reader_cost=0.0005 | ETA 07:21:09
2020-11-06 07:54:03 [INFO] [TRAIN] epoch=144, iter=53220/80000, loss=0.1265, lr=0.003735, batch_cost=0.9871, reader_cost=0.0002 | ETA 07:20:34
2020-11-06 07:54:13 [INFO] [TRAIN] epoch=144, iter=53230/80000, loss=0.1067, lr=0.003734, batch_cost=0.9907, reader_cost=0.0002 | ETA 07:22:00
2020-11-06 07:54:23 [INFO] [TRAIN] epoch=144, iter=53240/80000, loss=0.1157, lr=0.003732, batch_cost=0.9926, reader_cost=0.0002 | ETA 07:22:41
2020-11-06 07:54:33 [INFO] [TRAIN] epoch=144, iter=53250/80000, loss=0.1377, lr=0.003731, batch_cost=0.9828, reader_cost=0.0002 | ETA 07:18:11
2020-11-06 07:54:43 [INFO] [TRAIN] epoch=144, iter=53260/80000, loss=0.0819, lr=0.003730, batch_cost=0.9958, reader_cost=0.0001 | ETA 07:23:46
2020-11-06 07:54:53 [INFO] [TRAIN] epoch=144, iter=53270/80000, loss=0.1266, lr=0.003728, batch_cost=1.0015, reader_cost=0.0002 | ETA 07:26:09
2020-11-06 07:55:03 [INFO] [TRAIN] epoch=144, iter=53280/80000, loss=0.0687, lr=0.003727, batch_cost=0.9943, reader_cost=0.0002 | ETA 07:22:47
2020-11-06 07:55:13 [INFO] [TRAIN] epoch=144, iter=53290/80000, loss=0.0832, lr=0.003726, batch_cost=0.9925, reader_cost=0.0001 | ETA 07:21:50
2020-11-06 07:55:23 [INFO] [TRAIN] epoch=144, iter=53300/80000, loss=0.0643, lr=0.003725, batch_cost=0.9928, reader_cost=0.0002 | ETA 07:21:48
2020-11-06 07:55:33 [INFO] [TRAIN] epoch=144, iter=53310/80000, loss=0.0888, lr=0.003723, batch_cost=0.9877, reader_cost=0.0002 | ETA 07:19:22
2020-11-06 07:55:43 [INFO] [TRAIN] epoch=144, iter=53320/80000, loss=0.0940, lr=0.003722, batch_cost=0.9960, reader_cost=0.0002 | ETA 07:22:52
2020-11-06 07:55:52 [INFO] [TRAIN] epoch=144, iter=53330/80000, loss=0.0939, lr=0.003721, batch_cost=0.9914, reader_cost=0.0002 | ETA 07:20:41
2020-11-06 07:56:02 [INFO] [TRAIN] epoch=144, iter=53340/80000, loss=0.0835, lr=0.003720, batch_cost=1.0028, reader_cost=0.0002 | ETA 07:25:35
2020-11-06 07:56:13 [INFO] [TRAIN] epoch=144, iter=53350/80000, loss=0.0885, lr=0.003718, batch_cost=1.0218, reader_cost=0.0002 | ETA 07:33:49
2020-11-06 07:56:23 [INFO] [TRAIN] epoch=144, iter=53360/80000, loss=0.0768, lr=0.003717, batch_cost=0.9919, reader_cost=0.0002 | ETA 07:20:23
2020-11-06 07:56:32 [INFO] [TRAIN] epoch=144, iter=53370/80000, loss=0.0829, lr=0.003716, batch_cost=0.9868, reader_cost=0.0001 | ETA 07:17:58
2020-11-06 07:56:42 [INFO] [TRAIN] epoch=144, iter=53380/80000, loss=0.0719, lr=0.003715, batch_cost=0.9913, reader_cost=0.0002 | ETA 07:19:48
2020-11-06 07:56:52 [INFO] [TRAIN] epoch=144, iter=53390/80000, loss=0.0889, lr=0.003713, batch_cost=0.9902, reader_cost=0.0001 | ETA 07:19:09
2020-11-06 07:57:03 [INFO] [TRAIN] epoch=144, iter=53400/80000, loss=0.0673, lr=0.003712, batch_cost=1.0232, reader_cost=0.0001 | ETA 07:33:36
2020-11-06 07:57:13 [INFO] [TRAIN] epoch=144, iter=53410/80000, loss=0.0682, lr=0.003711, batch_cost=1.0293, reader_cost=0.0001 | ETA 07:36:10
2020-11-06 07:57:23 [INFO] [TRAIN] epoch=144, iter=53420/80000, loss=0.0872, lr=0.003710, batch_cost=1.0065, reader_cost=0.0002 | ETA 07:25:53
2020-11-06 07:57:33 [INFO] [TRAIN] epoch=144, iter=53430/80000, loss=0.0763, lr=0.003708, batch_cost=0.9882, reader_cost=0.0001 | ETA 07:17:36
2020-11-06 07:57:43 [INFO] [TRAIN] epoch=144, iter=53440/80000, loss=0.1063, lr=0.003707, batch_cost=0.9898, reader_cost=0.0002 | ETA 07:18:08
2020-11-06 07:57:53 [INFO] [TRAIN] epoch=144, iter=53450/80000, loss=0.0934, lr=0.003706, batch_cost=0.9844, reader_cost=0.0001 | ETA 07:15:34
2020-11-06 07:58:02 [INFO] [TRAIN] epoch=144, iter=53460/80000, loss=0.0924, lr=0.003705, batch_cost=0.9970, reader_cost=0.0001 | ETA 07:21:00
2020-11-06 07:58:12 [INFO] [TRAIN] epoch=144, iter=53470/80000, loss=0.1156, lr=0.003703, batch_cost=0.9909, reader_cost=0.0001 | ETA 07:18:07
2020-11-06 07:58:22 [INFO] [TRAIN] epoch=144, iter=53480/80000, loss=0.0812, lr=0.003702, batch_cost=1.0104, reader_cost=0.0001 | ETA 07:26:36
2020-11-06 07:58:33 [INFO] [TRAIN] epoch=144, iter=53490/80000, loss=0.0769, lr=0.003701, batch_cost=1.0293, reader_cost=0.0001 | ETA 07:34:45
2020-11-06 07:58:43 [INFO] [TRAIN] epoch=144, iter=53500/80000, loss=0.0987, lr=0.003700, batch_cost=1.0318, reader_cost=0.0001 | ETA 07:35:42
2020-11-06 07:58:53 [INFO] [TRAIN] epoch=144, iter=53510/80000, loss=0.0670, lr=0.003698, batch_cost=1.0043, reader_cost=0.0001 | ETA 07:23:23
2020-11-06 07:59:03 [INFO] [TRAIN] epoch=144, iter=53520/80000, loss=0.0769, lr=0.003697, batch_cost=1.0043, reader_cost=0.0001 | ETA 07:23:13
2020-11-06 07:59:13 [INFO] [TRAIN] epoch=144, iter=53530/80000, loss=0.1046, lr=0.003696, batch_cost=1.0267, reader_cost=0.0001 | ETA 07:32:55
2020-11-06 07:59:24 [INFO] [TRAIN] epoch=144, iter=53540/80000, loss=0.0851, lr=0.003695, batch_cost=1.0396, reader_cost=0.0002 | ETA 07:38:28
2020-11-06 07:59:34 [INFO] [TRAIN] epoch=144, iter=53550/80000, loss=0.0916, lr=0.003693, batch_cost=1.0286, reader_cost=0.0001 | ETA 07:33:25
2020-11-06 07:59:45 [INFO] [TRAIN] epoch=144, iter=53560/80000, loss=0.1317, lr=0.003692, batch_cost=1.0472, reader_cost=0.0001 | ETA 07:41:27
2020-11-06 07:59:56 [INFO] [TRAIN] epoch=145, iter=53570/80000, loss=0.0970, lr=0.003691, batch_cost=1.1537, reader_cost=0.1291 | ETA 08:28:13
2020-11-06 08:00:06 [INFO] [TRAIN] epoch=145, iter=53580/80000, loss=0.1008, lr=0.003690, batch_cost=0.9900, reader_cost=0.0004 | ETA 07:15:54
2020-11-06 08:00:16 [INFO] [TRAIN] epoch=145, iter=53590/80000, loss=0.2268, lr=0.003688, batch_cost=0.9946, reader_cost=0.0002 | ETA 07:17:46
2020-11-06 08:00:26 [INFO] [TRAIN] epoch=145, iter=53600/80000, loss=0.0898, lr=0.003687, batch_cost=1.0000, reader_cost=0.0001 | ETA 07:20:01
2020-11-06 08:00:36 [INFO] [TRAIN] epoch=145, iter=53610/80000, loss=0.1089, lr=0.003686, batch_cost=1.0045, reader_cost=0.0001 | ETA 07:21:49
2020-11-06 08:00:46 [INFO] [TRAIN] epoch=145, iter=53620/80000, loss=0.0960, lr=0.003685, batch_cost=0.9848, reader_cost=0.0001 | ETA 07:12:58
2020-11-06 08:00:56 [INFO] [TRAIN] epoch=145, iter=53630/80000, loss=0.0964, lr=0.003683, batch_cost=0.9895, reader_cost=0.0001 | ETA 07:14:51
2020-11-06 08:01:06 [INFO] [TRAIN] epoch=145, iter=53640/80000, loss=0.1731, lr=0.003682, batch_cost=0.9765, reader_cost=0.0001 | ETA 07:09:00
2020-11-06 08:01:15 [INFO] [TRAIN] epoch=145, iter=53650/80000, loss=0.1095, lr=0.003681, batch_cost=0.9825, reader_cost=0.0002 | ETA 07:11:28
2020-11-06 08:01:25 [INFO] [TRAIN] epoch=145, iter=53660/80000, loss=0.0974, lr=0.003679, batch_cost=1.0061, reader_cost=0.0002 | ETA 07:21:40
2020-11-06 08:01:36 [INFO] [TRAIN] epoch=145, iter=53670/80000, loss=0.0842, lr=0.003678, batch_cost=1.0496, reader_cost=0.0002 | ETA 07:40:36
2020-11-06 08:01:46 [INFO] [TRAIN] epoch=145, iter=53680/80000, loss=0.0804, lr=0.003677, batch_cost=1.0225, reader_cost=0.0001 | ETA 07:28:31
2020-11-06 08:01:56 [INFO] [TRAIN] epoch=145, iter=53690/80000, loss=0.1034, lr=0.003676, batch_cost=1.0230, reader_cost=0.0001 | ETA 07:28:34
2020-11-06 08:02:06 [INFO] [TRAIN] epoch=145, iter=53700/80000, loss=0.0808, lr=0.003674, batch_cost=0.9861, reader_cost=0.0001 | ETA 07:12:15
2020-11-06 08:02:16 [INFO] [TRAIN] epoch=145, iter=53710/80000, loss=0.1269, lr=0.003673, batch_cost=0.9938, reader_cost=0.0002 | ETA 07:15:27
2020-11-06 08:02:26 [INFO] [TRAIN] epoch=145, iter=53720/80000, loss=0.0976, lr=0.003672, batch_cost=0.9902, reader_cost=0.0001 | ETA 07:13:41
2020-11-06 08:02:36 [INFO] [TRAIN] epoch=145, iter=53730/80000, loss=0.0900, lr=0.003671, batch_cost=0.9899, reader_cost=0.0001 | ETA 07:13:23
2020-11-06 08:02:46 [INFO] [TRAIN] epoch=145, iter=53740/80000, loss=0.0880, lr=0.003669, batch_cost=1.0394, reader_cost=0.0001 | ETA 07:34:54
2020-11-06 08:02:57 [INFO] [TRAIN] epoch=145, iter=53750/80000, loss=0.0918, lr=0.003668, batch_cost=1.0454, reader_cost=0.0001 | ETA 07:37:22
2020-11-06 08:03:07 [INFO] [TRAIN] epoch=145, iter=53760/80000, loss=0.0882, lr=0.003667, batch_cost=1.0312, reader_cost=0.0001 | ETA 07:30:58
2020-11-06 08:03:17 [INFO] [TRAIN] epoch=145, iter=53770/80000, loss=0.1033, lr=0.003666, batch_cost=0.9997, reader_cost=0.0001 | ETA 07:17:03
2020-11-06 08:03:27 [INFO] [TRAIN] epoch=145, iter=53780/80000, loss=0.0548, lr=0.003664, batch_cost=0.9883, reader_cost=0.0002 | ETA 07:11:52
2020-11-06 08:03:38 [INFO] [TRAIN] epoch=145, iter=53790/80000, loss=0.0947, lr=0.003663, batch_cost=1.0511, reader_cost=0.0001 | ETA 07:39:09
2020-11-06 08:03:47 [INFO] [TRAIN] epoch=145, iter=53800/80000, loss=0.0746, lr=0.003662, batch_cost=0.9947, reader_cost=0.0001 | ETA 07:14:20
2020-11-06 08:03:57 [INFO] [TRAIN] epoch=145, iter=53810/80000, loss=0.0834, lr=0.003661, batch_cost=0.9927, reader_cost=0.0001 | ETA 07:13:19
2020-11-06 08:04:07 [INFO] [TRAIN] epoch=145, iter=53820/80000, loss=0.0712, lr=0.003659, batch_cost=0.9927, reader_cost=0.0002 | ETA 07:13:09
2020-11-06 08:04:17 [INFO] [TRAIN] epoch=145, iter=53830/80000, loss=0.0905, lr=0.003658, batch_cost=0.9940, reader_cost=0.0002 | ETA 07:13:31
2020-11-06 08:04:27 [INFO] [TRAIN] epoch=145, iter=53840/80000, loss=0.0848, lr=0.003657, batch_cost=0.9889, reader_cost=0.0002 | ETA 07:11:10
2020-11-06 08:04:37 [INFO] [TRAIN] epoch=145, iter=53850/80000, loss=0.0926, lr=0.003656, batch_cost=1.0137, reader_cost=0.0001 | ETA 07:21:47
2020-11-06 08:04:48 [INFO] [TRAIN] epoch=145, iter=53860/80000, loss=0.1011, lr=0.003654, batch_cost=1.0377, reader_cost=0.0001 | ETA 07:32:06
2020-11-06 08:04:58 [INFO] [TRAIN] epoch=145, iter=53870/80000, loss=0.0839, lr=0.003653, batch_cost=1.0326, reader_cost=0.0001 | ETA 07:29:42
2020-11-06 08:05:08 [INFO] [TRAIN] epoch=145, iter=53880/80000, loss=0.0729, lr=0.003652, batch_cost=1.0209, reader_cost=0.0002 | ETA 07:24:24
2020-11-06 08:05:19 [INFO] [TRAIN] epoch=145, iter=53890/80000, loss=0.0830, lr=0.003651, batch_cost=1.0290, reader_cost=0.0002 | ETA 07:27:46
2020-11-06 08:05:29 [INFO] [TRAIN] epoch=145, iter=53900/80000, loss=0.0839, lr=0.003649, batch_cost=1.0617, reader_cost=0.0002 | ETA 07:41:49
2020-11-06 08:05:39 [INFO] [TRAIN] epoch=145, iter=53910/80000, loss=0.1056, lr=0.003648, batch_cost=1.0312, reader_cost=0.0001 | ETA 07:28:25
2020-11-06 08:05:49 [INFO] [TRAIN] epoch=145, iter=53920/80000, loss=0.0766, lr=0.003647, batch_cost=1.0011, reader_cost=0.0002 | ETA 07:15:09
2020-11-06 08:05:59 [INFO] [TRAIN] epoch=145, iter=53930/80000, loss=0.0917, lr=0.003646, batch_cost=0.9972, reader_cost=0.0002 | ETA 07:13:16
2020-11-06 08:06:09 [INFO] [TRAIN] epoch=145, iter=53940/80000, loss=0.1183, lr=0.003644, batch_cost=0.9758, reader_cost=0.0001 | ETA 07:03:48
2020-11-06 08:06:22 [INFO] [TRAIN] epoch=146, iter=53950/80000, loss=0.0831, lr=0.003643, batch_cost=1.2454, reader_cost=0.1168 | ETA 09:00:43
2020-11-06 08:06:33 [INFO] [TRAIN] epoch=146, iter=53960/80000, loss=0.1105, lr=0.003642, batch_cost=1.1146, reader_cost=0.0005 | ETA 08:03:43
2020-11-06 08:06:43 [INFO] [TRAIN] epoch=146, iter=53970/80000, loss=0.0860, lr=0.003640, batch_cost=1.0444, reader_cost=0.0001 | ETA 07:33:04
2020-11-06 08:06:53 [INFO] [TRAIN] epoch=146, iter=53980/80000, loss=0.1032, lr=0.003639, batch_cost=1.0073, reader_cost=0.0001 | ETA 07:16:49
2020-11-06 08:07:04 [INFO] [TRAIN] epoch=146, iter=53990/80000, loss=0.1031, lr=0.003638, batch_cost=1.0299, reader_cost=0.0001 | ETA 07:26:28
2020-11-06 08:07:14 [INFO] [TRAIN] epoch=146, iter=54000/80000, loss=0.1550, lr=0.003637, batch_cost=1.0058, reader_cost=0.0002 | ETA 07:15:49
2020-11-06 08:07:19 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 08:12:27 [INFO] [EVAL] #Images=500 mIoU=0.8041 Acc=0.9636 Kappa=0.9528
2020-11-06 08:12:27 [INFO] [EVAL] Category IoU:
[0.9802 0.8452 0.9336 0.6022 0.6402 0.6823 0.7369 0.8085 0.9292 0.6505
0.9517 0.8452 0.6758 0.9568 0.8447 0.9161 0.8043 0.6815 0.7939]
2020-11-06 08:12:27 [INFO] [EVAL] Category Acc:
[0.9936 0.8949 0.9614 0.8681 0.8074 0.8405 0.8402 0.9184 0.9588 0.8224
0.9727 0.9081 0.7915 0.9753 0.92 0.9584 0.9557 0.8873 0.8722]
2020-11-06 08:12:30 [INFO] [EVAL] The model with the best validation mIoU (0.8041) was saved at iter 54000.
2020-11-06 08:12:39 [INFO] [TRAIN] epoch=146, iter=54010/80000, loss=0.0942, lr=0.003635, batch_cost=0.9835, reader_cost=0.0001 | ETA 07:06:00
2020-11-06 08:12:50 [INFO] [TRAIN] epoch=146, iter=54020/80000, loss=0.0893, lr=0.003634, batch_cost=1.0096, reader_cost=0.0002 | ETA 07:17:09
2020-11-06 08:12:59 [INFO] [TRAIN] epoch=146, iter=54030/80000, loss=0.0748, lr=0.003633, batch_cost=0.9801, reader_cost=0.0001 | ETA 07:04:13
2020-11-06 08:13:09 [INFO] [TRAIN] epoch=146, iter=54040/80000, loss=0.0640, lr=0.003632, batch_cost=0.9939, reader_cost=0.0001 | ETA 07:10:01
2020-11-06 08:13:19 [INFO] [TRAIN] epoch=146, iter=54050/80000, loss=0.0891, lr=0.003630, batch_cost=0.9788, reader_cost=0.0002 | ETA 07:03:19
2020-11-06 08:13:29 [INFO] [TRAIN] epoch=146, iter=54060/80000, loss=0.0896, lr=0.003629, batch_cost=0.9788, reader_cost=0.0001 | ETA 07:03:10
2020-11-06 08:13:39 [INFO] [TRAIN] epoch=146, iter=54070/80000, loss=0.0932, lr=0.003628, batch_cost=0.9776, reader_cost=0.0001 | ETA 07:02:29
2020-11-06 08:13:48 [INFO] [TRAIN] epoch=146, iter=54080/80000, loss=0.0902, lr=0.003627, batch_cost=0.9769, reader_cost=0.0001 | ETA 07:02:01
2020-11-06 08:13:58 [INFO] [TRAIN] epoch=146, iter=54090/80000, loss=0.1010, lr=0.003625, batch_cost=0.9810, reader_cost=0.0002 | ETA 07:03:38
2020-11-06 08:14:08 [INFO] [TRAIN] epoch=146, iter=54100/80000, loss=0.0925, lr=0.003624, batch_cost=0.9773, reader_cost=0.0001 | ETA 07:01:51
2020-11-06 08:14:18 [INFO] [TRAIN] epoch=146, iter=54110/80000, loss=0.0954, lr=0.003623, batch_cost=0.9768, reader_cost=0.0002 | ETA 07:01:29
2020-11-06 08:14:28 [INFO] [TRAIN] epoch=146, iter=54120/80000, loss=0.0698, lr=0.003622, batch_cost=0.9764, reader_cost=0.0002 | ETA 07:01:08
2020-11-06 08:14:37 [INFO] [TRAIN] epoch=146, iter=54130/80000, loss=0.0872, lr=0.003620, batch_cost=0.9836, reader_cost=0.0001 | ETA 07:04:04
2020-11-06 08:14:47 [INFO] [TRAIN] epoch=146, iter=54140/80000, loss=0.1047, lr=0.003619, batch_cost=0.9926, reader_cost=0.0001 | ETA 07:07:48
2020-11-06 08:14:57 [INFO] [TRAIN] epoch=146, iter=54150/80000, loss=0.0496, lr=0.003618, batch_cost=0.9760, reader_cost=0.0002 | ETA 07:00:29
2020-11-06 08:15:07 [INFO] [TRAIN] epoch=146, iter=54160/80000, loss=0.1157, lr=0.003617, batch_cost=0.9793, reader_cost=0.0002 | ETA 07:01:44
2020-11-06 08:15:17 [INFO] [TRAIN] epoch=146, iter=54170/80000, loss=0.0597, lr=0.003615, batch_cost=0.9800, reader_cost=0.0002 | ETA 07:01:53
2020-11-06 08:15:27 [INFO] [TRAIN] epoch=146, iter=54180/80000, loss=0.0878, lr=0.003614, batch_cost=0.9852, reader_cost=0.0001 | ETA 07:03:57
2020-11-06 08:15:36 [INFO] [TRAIN] epoch=146, iter=54190/80000, loss=0.1724, lr=0.003613, batch_cost=0.9945, reader_cost=0.0002 | ETA 07:07:47
2020-11-06 08:15:46 [INFO] [TRAIN] epoch=146, iter=54200/80000, loss=0.1114, lr=0.003612, batch_cost=0.9764, reader_cost=0.0002 | ETA 06:59:50
2020-11-06 08:15:56 [INFO] [TRAIN] epoch=146, iter=54210/80000, loss=0.1489, lr=0.003610, batch_cost=0.9759, reader_cost=0.0001 | ETA 06:59:27
2020-11-06 08:16:06 [INFO] [TRAIN] epoch=146, iter=54220/80000, loss=0.1031, lr=0.003609, batch_cost=1.0265, reader_cost=0.0002 | ETA 07:21:02
2020-11-06 08:16:16 [INFO] [TRAIN] epoch=146, iter=54230/80000, loss=0.0855, lr=0.003608, batch_cost=1.0168, reader_cost=0.0002 | ETA 07:16:41
2020-11-06 08:16:26 [INFO] [TRAIN] epoch=146, iter=54240/80000, loss=0.0870, lr=0.003606, batch_cost=1.0048, reader_cost=0.0002 | ETA 07:11:22
2020-11-06 08:16:37 [INFO] [TRAIN] epoch=146, iter=54250/80000, loss=0.0662, lr=0.003605, batch_cost=1.0362, reader_cost=0.0002 | ETA 07:24:41
2020-11-06 08:16:47 [INFO] [TRAIN] epoch=146, iter=54260/80000, loss=0.0824, lr=0.003604, batch_cost=1.0148, reader_cost=0.0001 | ETA 07:15:21
2020-11-06 08:16:57 [INFO] [TRAIN] epoch=146, iter=54270/80000, loss=0.0856, lr=0.003603, batch_cost=1.0335, reader_cost=0.0001 | ETA 07:23:10
2020-11-06 08:17:08 [INFO] [TRAIN] epoch=146, iter=54280/80000, loss=0.0707, lr=0.003601, batch_cost=1.0180, reader_cost=0.0002 | ETA 07:16:23
2020-11-06 08:17:17 [INFO] [TRAIN] epoch=146, iter=54290/80000, loss=0.0804, lr=0.003600, batch_cost=0.9810, reader_cost=0.0001 | ETA 07:00:22
2020-11-06 08:17:27 [INFO] [TRAIN] epoch=146, iter=54300/80000, loss=0.1109, lr=0.003599, batch_cost=0.9865, reader_cost=0.0002 | ETA 07:02:33
2020-11-06 08:17:37 [INFO] [TRAIN] epoch=146, iter=54310/80000, loss=0.1155, lr=0.003598, batch_cost=0.9726, reader_cost=0.0001 | ETA 06:56:26
2020-11-06 08:17:48 [INFO] [TRAIN] epoch=147, iter=54320/80000, loss=0.1044, lr=0.003596, batch_cost=1.1489, reader_cost=0.1567 | ETA 08:11:44
2020-11-06 08:17:58 [INFO] [TRAIN] epoch=147, iter=54330/80000, loss=0.1054, lr=0.003595, batch_cost=0.9761, reader_cost=0.0004 | ETA 06:57:35
2020-11-06 08:18:08 [INFO] [TRAIN] epoch=147, iter=54340/80000, loss=0.1117, lr=0.003594, batch_cost=0.9741, reader_cost=0.0002 | ETA 06:56:34
2020-11-06 08:18:18 [INFO] [TRAIN] epoch=147, iter=54350/80000, loss=0.0911, lr=0.003593, batch_cost=1.0141, reader_cost=0.0002 | ETA 07:13:31
2020-11-06 08:18:28 [INFO] [TRAIN] epoch=147, iter=54360/80000, loss=0.1044, lr=0.003591, batch_cost=0.9904, reader_cost=0.0001 | ETA 07:03:12
2020-11-06 08:18:38 [INFO] [TRAIN] epoch=147, iter=54370/80000, loss=0.0984, lr=0.003590, batch_cost=0.9849, reader_cost=0.0002 | ETA 07:00:41
2020-11-06 08:18:48 [INFO] [TRAIN] epoch=147, iter=54380/80000, loss=0.1081, lr=0.003589, batch_cost=0.9884, reader_cost=0.0002 | ETA 07:02:03
2020-11-06 08:18:58 [INFO] [TRAIN] epoch=147, iter=54390/80000, loss=0.0893, lr=0.003588, batch_cost=0.9841, reader_cost=0.0002 | ETA 07:00:04
2020-11-06 08:19:07 [INFO] [TRAIN] epoch=147, iter=54400/80000, loss=0.0715, lr=0.003586, batch_cost=0.9825, reader_cost=0.0002 | ETA 06:59:12
2020-11-06 08:19:18 [INFO] [TRAIN] epoch=147, iter=54410/80000, loss=0.0970, lr=0.003585, batch_cost=1.0161, reader_cost=0.0002 | ETA 07:13:20
2020-11-06 08:19:28 [INFO] [TRAIN] epoch=147, iter=54420/80000, loss=0.0631, lr=0.003584, batch_cost=1.0523, reader_cost=0.0002 | ETA 07:28:37
2020-11-06 08:19:38 [INFO] [TRAIN] epoch=147, iter=54430/80000, loss=0.0974, lr=0.003583, batch_cost=1.0276, reader_cost=0.0002 | ETA 07:17:55
2020-11-06 08:19:48 [INFO] [TRAIN] epoch=147, iter=54440/80000, loss=0.0859, lr=0.003581, batch_cost=1.0139, reader_cost=0.0002 | ETA 07:11:54
2020-11-06 08:19:59 [INFO] [TRAIN] epoch=147, iter=54450/80000, loss=0.1049, lr=0.003580, batch_cost=1.0164, reader_cost=0.0002 | ETA 07:12:50
2020-11-06 08:20:09 [INFO] [TRAIN] epoch=147, iter=54460/80000, loss=0.0953, lr=0.003579, batch_cost=1.0464, reader_cost=0.0002 | ETA 07:25:24
2020-11-06 08:20:19 [INFO] [TRAIN] epoch=147, iter=54470/80000, loss=0.0798, lr=0.003578, batch_cost=1.0235, reader_cost=0.0002 | ETA 07:15:31
2020-11-06 08:20:29 [INFO] [TRAIN] epoch=147, iter=54480/80000, loss=0.0798, lr=0.003576, batch_cost=1.0061, reader_cost=0.0014 | ETA 07:07:55
2020-11-06 08:20:39 [INFO] [TRAIN] epoch=147, iter=54490/80000, loss=0.0670, lr=0.003575, batch_cost=0.9967, reader_cost=0.0002 | ETA 07:03:44
2020-11-06 08:20:49 [INFO] [TRAIN] epoch=147, iter=54500/80000, loss=0.1051, lr=0.003574, batch_cost=1.0014, reader_cost=0.0001 | ETA 07:05:34
2020-11-06 08:20:59 [INFO] [TRAIN] epoch=147, iter=54510/80000, loss=0.0968, lr=0.003572, batch_cost=1.0111, reader_cost=0.0002 | ETA 07:09:33
2020-11-06 08:21:10 [INFO] [TRAIN] epoch=147, iter=54520/80000, loss=0.0501, lr=0.003571, batch_cost=1.0478, reader_cost=0.0001 | ETA 07:24:57
2020-11-06 08:21:20 [INFO] [TRAIN] epoch=147, iter=54530/80000, loss=0.0970, lr=0.003570, batch_cost=0.9973, reader_cost=0.0002 | ETA 07:03:20
2020-11-06 08:21:30 [INFO] [TRAIN] epoch=147, iter=54540/80000, loss=0.0732, lr=0.003569, batch_cost=1.0332, reader_cost=0.0002 | ETA 07:18:24
2020-11-06 08:21:41 [INFO] [TRAIN] epoch=147, iter=54550/80000, loss=0.0772, lr=0.003567, batch_cost=1.0503, reader_cost=0.0001 | ETA 07:25:28
2020-11-06 08:21:51 [INFO] [TRAIN] epoch=147, iter=54560/80000, loss=0.0642, lr=0.003566, batch_cost=1.0457, reader_cost=0.0001 | ETA 07:23:21
2020-11-06 08:22:01 [INFO] [TRAIN] epoch=147, iter=54570/80000, loss=0.0894, lr=0.003565, batch_cost=1.0171, reader_cost=0.0001 | ETA 07:11:05
2020-11-06 08:22:11 [INFO] [TRAIN] epoch=147, iter=54580/80000, loss=0.1352, lr=0.003564, batch_cost=0.9946, reader_cost=0.0001 | ETA 07:01:23
2020-11-06 08:22:21 [INFO] [TRAIN] epoch=147, iter=54590/80000, loss=0.1212, lr=0.003562, batch_cost=0.9956, reader_cost=0.0002 | ETA 07:01:37
2020-11-06 08:22:31 [INFO] [TRAIN] epoch=147, iter=54600/80000, loss=0.1137, lr=0.003561, batch_cost=1.0091, reader_cost=0.0001 | ETA 07:07:12
2020-11-06 08:22:41 [INFO] [TRAIN] epoch=147, iter=54610/80000, loss=0.0763, lr=0.003560, batch_cost=0.9946, reader_cost=0.0001 | ETA 07:00:53
2020-11-06 08:22:51 [INFO] [TRAIN] epoch=147, iter=54620/80000, loss=0.0938, lr=0.003559, batch_cost=0.9915, reader_cost=0.0001 | ETA 06:59:25
2020-11-06 08:23:01 [INFO] [TRAIN] epoch=147, iter=54630/80000, loss=0.0500, lr=0.003557, batch_cost=0.9904, reader_cost=0.0001 | ETA 06:58:45
2020-11-06 08:23:11 [INFO] [TRAIN] epoch=147, iter=54640/80000, loss=0.0818, lr=0.003556, batch_cost=0.9899, reader_cost=0.0001 | ETA 06:58:23
2020-11-06 08:23:21 [INFO] [TRAIN] epoch=147, iter=54650/80000, loss=0.1009, lr=0.003555, batch_cost=0.9917, reader_cost=0.0002 | ETA 06:58:58
2020-11-06 08:23:31 [INFO] [TRAIN] epoch=147, iter=54660/80000, loss=0.0832, lr=0.003554, batch_cost=0.9930, reader_cost=0.0001 | ETA 06:59:21
2020-11-06 08:23:41 [INFO] [TRAIN] epoch=147, iter=54670/80000, loss=0.1101, lr=0.003552, batch_cost=0.9933, reader_cost=0.0001 | ETA 06:59:19
2020-11-06 08:23:51 [INFO] [TRAIN] epoch=147, iter=54680/80000, loss=0.1021, lr=0.003551, batch_cost=0.9846, reader_cost=0.0001 | ETA 06:55:30
2020-11-06 08:24:03 [INFO] [TRAIN] epoch=148, iter=54690/80000, loss=0.0888, lr=0.003550, batch_cost=1.1837, reader_cost=0.0956 | ETA 08:19:20
2020-11-06 08:24:13 [INFO] [TRAIN] epoch=148, iter=54700/80000, loss=0.0836, lr=0.003548, batch_cost=1.0012, reader_cost=0.0005 | ETA 07:02:09
2020-11-06 08:24:22 [INFO] [TRAIN] epoch=148, iter=54710/80000, loss=0.1615, lr=0.003547, batch_cost=0.9898, reader_cost=0.0001 | ETA 06:57:12
2020-11-06 08:24:33 [INFO] [TRAIN] epoch=148, iter=54720/80000, loss=0.1201, lr=0.003546, batch_cost=1.0082, reader_cost=0.0001 | ETA 07:04:47
2020-11-06 08:24:42 [INFO] [TRAIN] epoch=148, iter=54730/80000, loss=0.0988, lr=0.003545, batch_cost=0.9990, reader_cost=0.0002 | ETA 07:00:45
2020-11-06 08:24:53 [INFO] [TRAIN] epoch=148, iter=54740/80000, loss=0.0882, lr=0.003543, batch_cost=1.0469, reader_cost=0.0001 | ETA 07:20:44
2020-11-06 08:25:03 [INFO] [TRAIN] epoch=148, iter=54750/80000, loss=0.0732, lr=0.003542, batch_cost=0.9989, reader_cost=0.0001 | ETA 07:00:21
2020-11-06 08:25:13 [INFO] [TRAIN] epoch=148, iter=54760/80000, loss=0.1120, lr=0.003541, batch_cost=0.9962, reader_cost=0.0001 | ETA 06:59:04
2020-11-06 08:25:23 [INFO] [TRAIN] epoch=148, iter=54770/80000, loss=0.0855, lr=0.003540, batch_cost=0.9967, reader_cost=0.0002 | ETA 06:59:07
2020-11-06 08:25:33 [INFO] [TRAIN] epoch=148, iter=54780/80000, loss=0.0857, lr=0.003538, batch_cost=1.0166, reader_cost=0.0002 | ETA 07:07:18
2020-11-06 08:25:43 [INFO] [TRAIN] epoch=148, iter=54790/80000, loss=0.0972, lr=0.003537, batch_cost=0.9914, reader_cost=0.0001 | ETA 06:56:32
2020-11-06 08:25:53 [INFO] [TRAIN] epoch=148, iter=54800/80000, loss=0.1486, lr=0.003536, batch_cost=0.9943, reader_cost=0.0001 | ETA 06:57:37
2020-11-06 08:26:03 [INFO] [TRAIN] epoch=148, iter=54810/80000, loss=0.1022, lr=0.003535, batch_cost=0.9977, reader_cost=0.0001 | ETA 06:58:53
2020-11-06 08:26:13 [INFO] [TRAIN] epoch=148, iter=54820/80000, loss=0.0767, lr=0.003533, batch_cost=0.9902, reader_cost=0.0002 | ETA 06:55:33
2020-11-06 08:26:23 [INFO] [TRAIN] epoch=148, iter=54830/80000, loss=0.0818, lr=0.003532, batch_cost=0.9937, reader_cost=0.0002 | ETA 06:56:50
2020-11-06 08:26:33 [INFO] [TRAIN] epoch=148, iter=54840/80000, loss=0.1007, lr=0.003531, batch_cost=0.9943, reader_cost=0.0002 | ETA 06:56:57
2020-11-06 08:26:43 [INFO] [TRAIN] epoch=148, iter=54850/80000, loss=0.0898, lr=0.003530, batch_cost=0.9914, reader_cost=0.0001 | ETA 06:55:34
2020-11-06 08:26:52 [INFO] [TRAIN] epoch=148, iter=54860/80000, loss=0.0624, lr=0.003528, batch_cost=0.9891, reader_cost=0.0001 | ETA 06:54:25
2020-11-06 08:27:03 [INFO] [TRAIN] epoch=148, iter=54870/80000, loss=0.0784, lr=0.003527, batch_cost=1.0361, reader_cost=0.0001 | ETA 07:13:58
2020-11-06 08:27:13 [INFO] [TRAIN] epoch=148, iter=54880/80000, loss=0.1232, lr=0.003526, batch_cost=1.0499, reader_cost=0.0002 | ETA 07:19:34
2020-11-06 08:27:24 [INFO] [TRAIN] epoch=148, iter=54890/80000, loss=0.0654, lr=0.003524, batch_cost=1.0185, reader_cost=0.0002 | ETA 07:06:14
2020-11-06 08:27:33 [INFO] [TRAIN] epoch=148, iter=54900/80000, loss=0.0644, lr=0.003523, batch_cost=0.9956, reader_cost=0.0001 | ETA 06:56:28
2020-11-06 08:27:43 [INFO] [TRAIN] epoch=148, iter=54910/80000, loss=0.0738, lr=0.003522, batch_cost=0.9894, reader_cost=0.0001 | ETA 06:53:44
2020-11-06 08:27:53 [INFO] [TRAIN] epoch=148, iter=54920/80000, loss=0.0751, lr=0.003521, batch_cost=0.9881, reader_cost=0.0002 | ETA 06:53:01
2020-11-06 08:28:03 [INFO] [TRAIN] epoch=148, iter=54930/80000, loss=0.0881, lr=0.003519, batch_cost=0.9962, reader_cost=0.0002 | ETA 06:56:14
2020-11-06 08:28:13 [INFO] [TRAIN] epoch=148, iter=54940/80000, loss=0.0798, lr=0.003518, batch_cost=0.9989, reader_cost=0.0002 | ETA 06:57:11
2020-11-06 08:28:23 [INFO] [TRAIN] epoch=148, iter=54950/80000, loss=0.1111, lr=0.003517, batch_cost=0.9978, reader_cost=0.0002 | ETA 06:56:34
2020-11-06 08:28:33 [INFO] [TRAIN] epoch=148, iter=54960/80000, loss=0.0724, lr=0.003516, batch_cost=0.9960, reader_cost=0.0002 | ETA 06:55:38
2020-11-06 08:28:44 [INFO] [TRAIN] epoch=148, iter=54970/80000, loss=0.0864, lr=0.003514, batch_cost=1.0540, reader_cost=0.0001 | ETA 07:19:41
2020-11-06 08:28:54 [INFO] [TRAIN] epoch=148, iter=54980/80000, loss=0.1204, lr=0.003513, batch_cost=1.0319, reader_cost=0.0001 | ETA 07:10:18
2020-11-06 08:29:05 [INFO] [TRAIN] epoch=148, iter=54990/80000, loss=0.1046, lr=0.003512, batch_cost=1.0519, reader_cost=0.0002 | ETA 07:18:27
2020-11-06 08:29:15 [INFO] [TRAIN] epoch=148, iter=55000/80000, loss=0.0665, lr=0.003511, batch_cost=1.0160, reader_cost=0.0002 | ETA 07:03:21
2020-11-06 08:29:25 [INFO] [TRAIN] epoch=148, iter=55010/80000, loss=0.0787, lr=0.003509, batch_cost=0.9926, reader_cost=0.0002 | ETA 06:53:25
2020-11-06 08:29:35 [INFO] [TRAIN] epoch=148, iter=55020/80000, loss=0.0861, lr=0.003508, batch_cost=1.0872, reader_cost=0.0001 | ETA 07:32:39
2020-11-06 08:29:46 [INFO] [TRAIN] epoch=148, iter=55030/80000, loss=0.0938, lr=0.003507, batch_cost=1.0640, reader_cost=0.0001 | ETA 07:22:47
2020-11-06 08:29:56 [INFO] [TRAIN] epoch=148, iter=55040/80000, loss=0.0899, lr=0.003506, batch_cost=1.0053, reader_cost=0.0001 | ETA 06:58:12
2020-11-06 08:30:06 [INFO] [TRAIN] epoch=148, iter=55050/80000, loss=0.0895, lr=0.003504, batch_cost=1.0242, reader_cost=0.0001 | ETA 07:05:54
2020-11-06 08:30:18 [INFO] [TRAIN] epoch=149, iter=55060/80000, loss=0.1162, lr=0.003503, batch_cost=1.1798, reader_cost=0.1102 | ETA 08:10:23
2020-11-06 08:30:28 [INFO] [TRAIN] epoch=149, iter=55070/80000, loss=0.1025, lr=0.003502, batch_cost=1.0155, reader_cost=0.0004 | ETA 07:01:55
2020-11-06 08:30:38 [INFO] [TRAIN] epoch=149, iter=55080/80000, loss=0.1087, lr=0.003500, batch_cost=0.9998, reader_cost=0.0001 | ETA 06:55:14
2020-11-06 08:30:48 [INFO] [TRAIN] epoch=149, iter=55090/80000, loss=0.0958, lr=0.003499, batch_cost=0.9785, reader_cost=0.0001 | ETA 06:46:13
2020-11-06 08:30:58 [INFO] [TRAIN] epoch=149, iter=55100/80000, loss=0.0882, lr=0.003498, batch_cost=0.9895, reader_cost=0.0001 | ETA 06:50:37
2020-11-06 08:31:08 [INFO] [TRAIN] epoch=149, iter=55110/80000, loss=0.0991, lr=0.003497, batch_cost=0.9809, reader_cost=0.0002 | ETA 06:46:55
2020-11-06 08:31:18 [INFO] [TRAIN] epoch=149, iter=55120/80000, loss=0.0766, lr=0.003495, batch_cost=0.9824, reader_cost=0.0002 | ETA 06:47:21
2020-11-06 08:31:28 [INFO] [TRAIN] epoch=149, iter=55130/80000, loss=0.1100, lr=0.003494, batch_cost=0.9834, reader_cost=0.0002 | ETA 06:47:36
2020-11-06 08:31:37 [INFO] [TRAIN] epoch=149, iter=55140/80000, loss=0.0796, lr=0.003493, batch_cost=0.9860, reader_cost=0.0001 | ETA 06:48:30
2020-11-06 08:31:47 [INFO] [TRAIN] epoch=149, iter=55150/80000, loss=0.0935, lr=0.003492, batch_cost=0.9856, reader_cost=0.0001 | ETA 06:48:11
2020-11-06 08:31:57 [INFO] [TRAIN] epoch=149, iter=55160/80000, loss=0.0835, lr=0.003490, batch_cost=0.9852, reader_cost=0.0001 | ETA 06:47:52
2020-11-06 08:32:07 [INFO] [TRAIN] epoch=149, iter=55170/80000, loss=0.0849, lr=0.003489, batch_cost=0.9864, reader_cost=0.0002 | ETA 06:48:12
2020-11-06 08:32:17 [INFO] [TRAIN] epoch=149, iter=55180/80000, loss=0.0988, lr=0.003488, batch_cost=0.9893, reader_cost=0.0001 | ETA 06:49:14
2020-11-06 08:32:27 [INFO] [TRAIN] epoch=149, iter=55190/80000, loss=0.0927, lr=0.003487, batch_cost=0.9939, reader_cost=0.0002 | ETA 06:50:59
2020-11-06 08:32:37 [INFO] [TRAIN] epoch=149, iter=55200/80000, loss=0.1020, lr=0.003485, batch_cost=0.9957, reader_cost=0.0001 | ETA 06:51:32
2020-11-06 08:32:47 [INFO] [TRAIN] epoch=149, iter=55210/80000, loss=0.0930, lr=0.003484, batch_cost=0.9816, reader_cost=0.0002 | ETA 06:45:34
2020-11-06 08:32:57 [INFO] [TRAIN] epoch=149, iter=55220/80000, loss=0.0831, lr=0.003483, batch_cost=1.0047, reader_cost=0.0001 | ETA 06:54:55
2020-11-06 08:33:07 [INFO] [TRAIN] epoch=149, iter=55230/80000, loss=0.0870, lr=0.003482, batch_cost=0.9912, reader_cost=0.0001 | ETA 06:49:10
2020-11-06 08:33:17 [INFO] [TRAIN] epoch=149, iter=55240/80000, loss=0.0899, lr=0.003480, batch_cost=1.0086, reader_cost=0.0001 | ETA 06:56:12
2020-11-06 08:33:27 [INFO] [TRAIN] epoch=149, iter=55250/80000, loss=0.0701, lr=0.003479, batch_cost=0.9937, reader_cost=0.0001 | ETA 06:49:54
2020-11-06 08:33:37 [INFO] [TRAIN] epoch=149, iter=55260/80000, loss=0.0867, lr=0.003478, batch_cost=1.0183, reader_cost=0.0001 | ETA 06:59:51
2020-11-06 08:33:47 [INFO] [TRAIN] epoch=149, iter=55270/80000, loss=0.0579, lr=0.003476, batch_cost=0.9926, reader_cost=0.0001 | ETA 06:49:06
2020-11-06 08:33:57 [INFO] [TRAIN] epoch=149, iter=55280/80000, loss=0.0885, lr=0.003475, batch_cost=0.9884, reader_cost=0.0001 | ETA 06:47:12
2020-11-06 08:34:06 [INFO] [TRAIN] epoch=149, iter=55290/80000, loss=0.0668, lr=0.003474, batch_cost=0.9871, reader_cost=0.0001 | ETA 06:46:30
2020-11-06 08:34:16 [INFO] [TRAIN] epoch=149, iter=55300/80000, loss=0.1130, lr=0.003473, batch_cost=0.9830, reader_cost=0.0001 | ETA 06:44:39
2020-11-06 08:34:26 [INFO] [TRAIN] epoch=149, iter=55310/80000, loss=0.0807, lr=0.003471, batch_cost=0.9894, reader_cost=0.0001 | ETA 06:47:09
2020-11-06 08:34:36 [INFO] [TRAIN] epoch=149, iter=55320/80000, loss=0.1157, lr=0.003470, batch_cost=1.0311, reader_cost=0.0001 | ETA 07:04:08
2020-11-06 08:34:46 [INFO] [TRAIN] epoch=149, iter=55330/80000, loss=0.0893, lr=0.003469, batch_cost=0.9913, reader_cost=0.0001 | ETA 06:47:34
2020-11-06 08:34:56 [INFO] [TRAIN] epoch=149, iter=55340/80000, loss=0.1010, lr=0.003468, batch_cost=0.9991, reader_cost=0.0001 | ETA 06:50:37
2020-11-06 08:35:06 [INFO] [TRAIN] epoch=149, iter=55350/80000, loss=0.0762, lr=0.003466, batch_cost=0.9988, reader_cost=0.0001 | ETA 06:50:19
2020-11-06 08:35:16 [INFO] [TRAIN] epoch=149, iter=55360/80000, loss=0.0908, lr=0.003465, batch_cost=0.9913, reader_cost=0.0001 | ETA 06:47:05
2020-11-06 08:35:26 [INFO] [TRAIN] epoch=149, iter=55370/80000, loss=0.0776, lr=0.003464, batch_cost=0.9860, reader_cost=0.0002 | ETA 06:44:44
2020-11-06 08:35:36 [INFO] [TRAIN] epoch=149, iter=55380/80000, loss=0.0852, lr=0.003463, batch_cost=0.9849, reader_cost=0.0001 | ETA 06:44:09
2020-11-06 08:35:46 [INFO] [TRAIN] epoch=149, iter=55390/80000, loss=0.0970, lr=0.003461, batch_cost=0.9855, reader_cost=0.0001 | ETA 06:44:12
2020-11-06 08:35:56 [INFO] [TRAIN] epoch=149, iter=55400/80000, loss=0.1012, lr=0.003460, batch_cost=1.0143, reader_cost=0.0002 | ETA 06:55:52
2020-11-06 08:36:06 [INFO] [TRAIN] epoch=149, iter=55410/80000, loss=0.0817, lr=0.003459, batch_cost=1.0034, reader_cost=0.0002 | ETA 06:51:12
2020-11-06 08:36:16 [INFO] [TRAIN] epoch=149, iter=55420/80000, loss=0.0847, lr=0.003457, batch_cost=0.9957, reader_cost=0.0002 | ETA 06:47:53
2020-11-06 08:36:28 [INFO] [TRAIN] epoch=150, iter=55430/80000, loss=0.1116, lr=0.003456, batch_cost=1.2137, reader_cost=0.0916 | ETA 08:17:00
2020-11-06 08:36:38 [INFO] [TRAIN] epoch=150, iter=55440/80000, loss=0.0852, lr=0.003455, batch_cost=0.9890, reader_cost=0.0004 | ETA 06:44:50
2020-11-06 08:36:48 [INFO] [TRAIN] epoch=150, iter=55450/80000, loss=0.1266, lr=0.003454, batch_cost=0.9814, reader_cost=0.0001 | ETA 06:41:33
2020-11-06 08:36:58 [INFO] [TRAIN] epoch=150, iter=55460/80000, loss=0.1065, lr=0.003452, batch_cost=0.9830, reader_cost=0.0002 | ETA 06:42:03
2020-11-06 08:37:08 [INFO] [TRAIN] epoch=150, iter=55470/80000, loss=0.0803, lr=0.003451, batch_cost=0.9965, reader_cost=0.0001 | ETA 06:47:23
2020-11-06 08:37:18 [INFO] [TRAIN] epoch=150, iter=55480/80000, loss=0.1232, lr=0.003450, batch_cost=1.0115, reader_cost=0.0002 | ETA 06:53:20
2020-11-06 08:37:28 [INFO] [TRAIN] epoch=150, iter=55490/80000, loss=0.1501, lr=0.003449, batch_cost=0.9938, reader_cost=0.0002 | ETA 06:45:57
2020-11-06 08:37:38 [INFO] [TRAIN] epoch=150, iter=55500/80000, loss=0.1202, lr=0.003447, batch_cost=0.9892, reader_cost=0.0001 | ETA 06:43:56
2020-11-06 08:37:47 [INFO] [TRAIN] epoch=150, iter=55510/80000, loss=0.0853, lr=0.003446, batch_cost=0.9958, reader_cost=0.0002 | ETA 06:46:25
2020-11-06 08:37:57 [INFO] [TRAIN] epoch=150, iter=55520/80000, loss=0.0741, lr=0.003445, batch_cost=0.9822, reader_cost=0.0001 | ETA 06:40:44
2020-11-06 08:38:07 [INFO] [TRAIN] epoch=150, iter=55530/80000, loss=0.0766, lr=0.003444, batch_cost=0.9898, reader_cost=0.0001 | ETA 06:43:41
2020-11-06 08:38:17 [INFO] [TRAIN] epoch=150, iter=55540/80000, loss=0.0788, lr=0.003442, batch_cost=0.9902, reader_cost=0.0001 | ETA 06:43:41
2020-11-06 08:38:27 [INFO] [TRAIN] epoch=150, iter=55550/80000, loss=0.0780, lr=0.003441, batch_cost=0.9891, reader_cost=0.0001 | ETA 06:43:03
2020-11-06 08:38:37 [INFO] [TRAIN] epoch=150, iter=55560/80000, loss=0.0819, lr=0.003440, batch_cost=0.9861, reader_cost=0.0002 | ETA 06:41:40
2020-11-06 08:38:47 [INFO] [TRAIN] epoch=150, iter=55570/80000, loss=0.1304, lr=0.003438, batch_cost=0.9896, reader_cost=0.0001 | ETA 06:42:56
2020-11-06 08:38:57 [INFO] [TRAIN] epoch=150, iter=55580/80000, loss=0.0951, lr=0.003437, batch_cost=0.9927, reader_cost=0.0001 | ETA 06:44:00
2020-11-06 08:39:07 [INFO] [TRAIN] epoch=150, iter=55590/80000, loss=0.0855, lr=0.003436, batch_cost=0.9878, reader_cost=0.0001 | ETA 06:41:52
2020-11-06 08:39:16 [INFO] [TRAIN] epoch=150, iter=55600/80000, loss=0.0800, lr=0.003435, batch_cost=0.9878, reader_cost=0.0002 | ETA 06:41:42
2020-11-06 08:39:26 [INFO] [TRAIN] epoch=150, iter=55610/80000, loss=0.0863, lr=0.003433, batch_cost=0.9925, reader_cost=0.0002 | ETA 06:43:27
2020-11-06 08:39:36 [INFO] [TRAIN] epoch=150, iter=55620/80000, loss=0.0755, lr=0.003432, batch_cost=0.9941, reader_cost=0.0001 | ETA 06:43:56
2020-11-06 08:39:46 [INFO] [TRAIN] epoch=150, iter=55630/80000, loss=0.0917, lr=0.003431, batch_cost=0.9864, reader_cost=0.0001 | ETA 06:40:38
2020-11-06 08:39:56 [INFO] [TRAIN] epoch=150, iter=55640/80000, loss=0.0619, lr=0.003430, batch_cost=0.9839, reader_cost=0.0001 | ETA 06:39:28
2020-11-06 08:40:06 [INFO] [TRAIN] epoch=150, iter=55650/80000, loss=0.0893, lr=0.003428, batch_cost=0.9830, reader_cost=0.0001 | ETA 06:38:55
2020-11-06 08:40:16 [INFO] [TRAIN] epoch=150, iter=55660/80000, loss=0.0841, lr=0.003427, batch_cost=0.9827, reader_cost=0.0002 | ETA 06:38:39
2020-11-06 08:40:26 [INFO] [TRAIN] epoch=150, iter=55670/80000, loss=0.0808, lr=0.003426, batch_cost=0.9927, reader_cost=0.0001 | ETA 06:42:31
2020-11-06 08:40:35 [INFO] [TRAIN] epoch=150, iter=55680/80000, loss=0.0829, lr=0.003425, batch_cost=0.9815, reader_cost=0.0001 | ETA 06:37:49
2020-11-06 08:40:45 [INFO] [TRAIN] epoch=150, iter=55690/80000, loss=0.0974, lr=0.003423, batch_cost=0.9877, reader_cost=0.0001 | ETA 06:40:11
2020-11-06 08:40:55 [INFO] [TRAIN] epoch=150, iter=55700/80000, loss=0.1081, lr=0.003422, batch_cost=0.9846, reader_cost=0.0001 | ETA 06:38:45
2020-11-06 08:41:05 [INFO] [TRAIN] epoch=150, iter=55710/80000, loss=0.1178, lr=0.003421, batch_cost=0.9878, reader_cost=0.0001 | ETA 06:39:54
2020-11-06 08:41:15 [INFO] [TRAIN] epoch=150, iter=55720/80000, loss=0.1664, lr=0.003419, batch_cost=0.9944, reader_cost=0.0001 | ETA 06:42:24
2020-11-06 08:41:25 [INFO] [TRAIN] epoch=150, iter=55730/80000, loss=0.0926, lr=0.003418, batch_cost=0.9846, reader_cost=0.0001 | ETA 06:38:16
2020-11-06 08:41:35 [INFO] [TRAIN] epoch=150, iter=55740/80000, loss=0.0687, lr=0.003417, batch_cost=0.9803, reader_cost=0.0001 | ETA 06:36:21
2020-11-06 08:41:45 [INFO] [TRAIN] epoch=150, iter=55750/80000, loss=0.0969, lr=0.003416, batch_cost=1.0682, reader_cost=0.0001 | ETA 07:11:44
2020-11-06 08:41:56 [INFO] [TRAIN] epoch=150, iter=55760/80000, loss=0.0853, lr=0.003414, batch_cost=1.0303, reader_cost=0.0001 | ETA 06:56:15
2020-11-06 08:42:06 [INFO] [TRAIN] epoch=150, iter=55770/80000, loss=0.0812, lr=0.003413, batch_cost=1.0420, reader_cost=0.0001 | ETA 07:00:47
2020-11-06 08:42:16 [INFO] [TRAIN] epoch=150, iter=55780/80000, loss=0.0852, lr=0.003412, batch_cost=1.0241, reader_cost=0.0001 | ETA 06:53:22
2020-11-06 08:42:26 [INFO] [TRAIN] epoch=150, iter=55790/80000, loss=0.1051, lr=0.003411, batch_cost=1.0116, reader_cost=0.0001 | ETA 06:48:11
2020-11-06 08:42:36 [INFO] [TRAIN] epoch=150, iter=55800/80000, loss=0.1179, lr=0.003409, batch_cost=0.9736, reader_cost=0.0001 | ETA 06:32:41
2020-11-06 08:42:48 [INFO] [TRAIN] epoch=151, iter=55810/80000, loss=0.0802, lr=0.003408, batch_cost=1.2193, reader_cost=0.1009 | ETA 08:11:33
2020-11-06 08:42:58 [INFO] [TRAIN] epoch=151, iter=55820/80000, loss=0.2224, lr=0.003407, batch_cost=1.0020, reader_cost=0.0005 | ETA 06:43:47
2020-11-06 08:43:08 [INFO] [TRAIN] epoch=151, iter=55830/80000, loss=0.0757, lr=0.003406, batch_cost=0.9902, reader_cost=0.0001 | ETA 06:38:53
2020-11-06 08:43:18 [INFO] [TRAIN] epoch=151, iter=55840/80000, loss=0.0813, lr=0.003404, batch_cost=0.9950, reader_cost=0.0002 | ETA 06:40:39
2020-11-06 08:43:28 [INFO] [TRAIN] epoch=151, iter=55850/80000, loss=0.0997, lr=0.003403, batch_cost=1.0017, reader_cost=0.0001 | ETA 06:43:10
2020-11-06 08:43:38 [INFO] [TRAIN] epoch=151, iter=55860/80000, loss=0.2792, lr=0.003402, batch_cost=1.0054, reader_cost=0.0001 | ETA 06:44:31
2020-11-06 08:43:48 [INFO] [TRAIN] epoch=151, iter=55870/80000, loss=0.3518, lr=0.003400, batch_cost=0.9860, reader_cost=0.0002 | ETA 06:36:31
2020-11-06 08:43:58 [INFO] [TRAIN] epoch=151, iter=55880/80000, loss=0.1569, lr=0.003399, batch_cost=0.9981, reader_cost=0.0001 | ETA 06:41:13
2020-11-06 08:44:08 [INFO] [TRAIN] epoch=151, iter=55890/80000, loss=0.1133, lr=0.003398, batch_cost=1.0319, reader_cost=0.0001 | ETA 06:54:38
2020-11-06 08:44:19 [INFO] [TRAIN] epoch=151, iter=55900/80000, loss=0.1424, lr=0.003397, batch_cost=1.0540, reader_cost=0.0001 | ETA 07:03:20
2020-11-06 08:44:34 [INFO] [TRAIN] epoch=151, iter=55910/80000, loss=0.0944, lr=0.003395, batch_cost=1.5362, reader_cost=0.0001 | ETA 10:16:45
2020-11-06 08:44:54 [INFO] [TRAIN] epoch=151, iter=55920/80000, loss=0.1056, lr=0.003394, batch_cost=1.9981, reader_cost=0.0001 | ETA 13:21:55
2020-11-06 08:45:04 [INFO] [TRAIN] epoch=151, iter=55930/80000, loss=0.1160, lr=0.003393, batch_cost=1.0146, reader_cost=0.0001 | ETA 06:47:02
2020-11-06 08:45:15 [INFO] [TRAIN] epoch=151, iter=55940/80000, loss=0.0807, lr=0.003392, batch_cost=1.0174, reader_cost=0.0001 | ETA 06:47:58
2020-11-06 08:45:25 [INFO] [TRAIN] epoch=151, iter=55950/80000, loss=0.0970, lr=0.003390, batch_cost=1.0177, reader_cost=0.0001 | ETA 06:47:56
2020-11-06 08:45:35 [INFO] [TRAIN] epoch=151, iter=55960/80000, loss=0.1078, lr=0.003389, batch_cost=1.0402, reader_cost=0.0001 | ETA 06:56:45
2020-11-06 08:45:45 [INFO] [TRAIN] epoch=151, iter=55970/80000, loss=0.1430, lr=0.003388, batch_cost=1.0239, reader_cost=0.0001 | ETA 06:50:04
2020-11-06 08:45:56 [INFO] [TRAIN] epoch=151, iter=55980/80000, loss=0.1399, lr=0.003386, batch_cost=1.0237, reader_cost=0.0001 | ETA 06:49:48
2020-11-06 08:46:06 [INFO] [TRAIN] epoch=151, iter=55990/80000, loss=0.1040, lr=0.003385, batch_cost=1.0331, reader_cost=0.0001 | ETA 06:53:23
2020-11-06 08:46:16 [INFO] [TRAIN] epoch=151, iter=56000/80000, loss=0.1090, lr=0.003384, batch_cost=1.0401, reader_cost=0.0001 | ETA 06:56:02
2020-11-06 08:46:21 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 08:51:30 [INFO] [EVAL] #Images=500 mIoU=0.7995 Acc=0.9638 Kappa=0.9531
2020-11-06 08:51:30 [INFO] [EVAL] Category IoU:
[0.9827 0.8637 0.9313 0.6161 0.626 0.6678 0.7185 0.7958 0.9285 0.6798
0.9485 0.8309 0.6219 0.9532 0.814 0.893 0.8309 0.6966 0.7905]
2020-11-06 08:51:30 [INFO] [EVAL] Category Acc:
[0.9926 0.922 0.9603 0.8462 0.7878 0.8301 0.8728 0.9115 0.9599 0.8123
0.9652 0.8817 0.8443 0.9769 0.9143 0.9439 0.9694 0.84 0.8787]
2020-11-06 08:51:30 [INFO] [EVAL] The model with the best validation mIoU (0.8041) was saved at iter 54000.
2020-11-06 08:51:40 [INFO] [TRAIN] epoch=151, iter=56010/80000, loss=0.0790, lr=0.003383, batch_cost=0.9726, reader_cost=0.0001 | ETA 06:28:53
2020-11-06 08:51:50 [INFO] [TRAIN] epoch=151, iter=56020/80000, loss=0.1054, lr=0.003381, batch_cost=0.9782, reader_cost=0.0001 | ETA 06:30:56
2020-11-06 08:51:59 [INFO] [TRAIN] epoch=151, iter=56030/80000, loss=0.0870, lr=0.003380, batch_cost=0.9799, reader_cost=0.0001 | ETA 06:31:27
2020-11-06 08:52:09 [INFO] [TRAIN] epoch=151, iter=56040/80000, loss=0.1107, lr=0.003379, batch_cost=0.9784, reader_cost=0.0001 | ETA 06:30:42
2020-11-06 08:52:19 [INFO] [TRAIN] epoch=151, iter=56050/80000, loss=0.0787, lr=0.003378, batch_cost=0.9792, reader_cost=0.0001 | ETA 06:30:52
2020-11-06 08:52:29 [INFO] [TRAIN] epoch=151, iter=56060/80000, loss=0.0781, lr=0.003376, batch_cost=0.9893, reader_cost=0.0001 | ETA 06:34:43
2020-11-06 08:52:39 [INFO] [TRAIN] epoch=151, iter=56070/80000, loss=0.0922, lr=0.003375, batch_cost=0.9718, reader_cost=0.0002 | ETA 06:27:34
2020-11-06 08:52:48 [INFO] [TRAIN] epoch=151, iter=56080/80000, loss=0.1047, lr=0.003374, batch_cost=0.9699, reader_cost=0.0002 | ETA 06:26:40
2020-11-06 08:52:58 [INFO] [TRAIN] epoch=151, iter=56090/80000, loss=0.0986, lr=0.003373, batch_cost=0.9709, reader_cost=0.0002 | ETA 06:26:54
2020-11-06 08:53:08 [INFO] [TRAIN] epoch=151, iter=56100/80000, loss=0.0745, lr=0.003371, batch_cost=0.9735, reader_cost=0.0002 | ETA 06:27:45
2020-11-06 08:53:18 [INFO] [TRAIN] epoch=151, iter=56110/80000, loss=0.0867, lr=0.003370, batch_cost=0.9827, reader_cost=0.0002 | ETA 06:31:16
2020-11-06 08:53:27 [INFO] [TRAIN] epoch=151, iter=56120/80000, loss=0.0613, lr=0.003369, batch_cost=0.9776, reader_cost=0.0001 | ETA 06:29:04
2020-11-06 08:53:37 [INFO] [TRAIN] epoch=151, iter=56130/80000, loss=0.1154, lr=0.003367, batch_cost=0.9772, reader_cost=0.0001 | ETA 06:28:46
2020-11-06 08:53:47 [INFO] [TRAIN] epoch=151, iter=56140/80000, loss=0.0916, lr=0.003366, batch_cost=0.9806, reader_cost=0.0001 | ETA 06:29:57
2020-11-06 08:53:57 [INFO] [TRAIN] epoch=151, iter=56150/80000, loss=0.0950, lr=0.003365, batch_cost=0.9781, reader_cost=0.0001 | ETA 06:28:47
2020-11-06 08:54:06 [INFO] [TRAIN] epoch=151, iter=56160/80000, loss=0.0989, lr=0.003364, batch_cost=0.9824, reader_cost=0.0001 | ETA 06:30:20
2020-11-06 08:54:16 [INFO] [TRAIN] epoch=151, iter=56170/80000, loss=0.0943, lr=0.003362, batch_cost=0.9722, reader_cost=0.0001 | ETA 06:26:08
2020-11-06 08:54:28 [INFO] [TRAIN] epoch=152, iter=56180/80000, loss=0.0829, lr=0.003361, batch_cost=1.2217, reader_cost=0.1498 | ETA 08:05:00
2020-11-06 08:54:39 [INFO] [TRAIN] epoch=152, iter=56190/80000, loss=0.1334, lr=0.003360, batch_cost=1.0556, reader_cost=0.0019 | ETA 06:58:53
2020-11-06 08:54:49 [INFO] [TRAIN] epoch=152, iter=56200/80000, loss=0.1053, lr=0.003359, batch_cost=0.9955, reader_cost=0.0002 | ETA 06:34:52
2020-11-06 08:54:59 [INFO] [TRAIN] epoch=152, iter=56210/80000, loss=0.0799, lr=0.003357, batch_cost=1.0025, reader_cost=0.0002 | ETA 06:37:28
2020-11-06 08:55:09 [INFO] [TRAIN] epoch=152, iter=56220/80000, loss=0.1326, lr=0.003356, batch_cost=0.9979, reader_cost=0.0001 | ETA 06:35:29
2020-11-06 08:55:19 [INFO] [TRAIN] epoch=152, iter=56230/80000, loss=0.0830, lr=0.003355, batch_cost=1.0003, reader_cost=0.0002 | ETA 06:36:18
2020-11-06 08:55:29 [INFO] [TRAIN] epoch=152, iter=56240/80000, loss=0.0962, lr=0.003353, batch_cost=1.0000, reader_cost=0.0001 | ETA 06:35:59
2020-11-06 08:55:39 [INFO] [TRAIN] epoch=152, iter=56250/80000, loss=0.2697, lr=0.003352, batch_cost=0.9966, reader_cost=0.0001 | ETA 06:34:29
2020-11-06 08:55:49 [INFO] [TRAIN] epoch=152, iter=56260/80000, loss=0.0706, lr=0.003351, batch_cost=1.0099, reader_cost=0.0002 | ETA 06:39:33
2020-11-06 08:55:59 [INFO] [TRAIN] epoch=152, iter=56270/80000, loss=0.0930, lr=0.003350, batch_cost=1.0005, reader_cost=0.0002 | ETA 06:35:42
2020-11-06 08:56:09 [INFO] [TRAIN] epoch=152, iter=56280/80000, loss=0.0879, lr=0.003348, batch_cost=0.9916, reader_cost=0.0001 | ETA 06:32:00
2020-11-06 08:56:19 [INFO] [TRAIN] epoch=152, iter=56290/80000, loss=0.1143, lr=0.003347, batch_cost=1.0029, reader_cost=0.0002 | ETA 06:36:17
2020-11-06 08:56:29 [INFO] [TRAIN] epoch=152, iter=56300/80000, loss=0.1044, lr=0.003346, batch_cost=0.9927, reader_cost=0.0001 | ETA 06:32:07
2020-11-06 08:56:39 [INFO] [TRAIN] epoch=152, iter=56310/80000, loss=0.0840, lr=0.003345, batch_cost=0.9963, reader_cost=0.0002 | ETA 06:33:21
2020-11-06 08:56:49 [INFO] [TRAIN] epoch=152, iter=56320/80000, loss=0.0905, lr=0.003343, batch_cost=1.0015, reader_cost=0.0001 | ETA 06:35:14
2020-11-06 08:56:59 [INFO] [TRAIN] epoch=152, iter=56330/80000, loss=0.0859, lr=0.003342, batch_cost=1.0011, reader_cost=0.0001 | ETA 06:34:56
2020-11-06 08:57:09 [INFO] [TRAIN] epoch=152, iter=56340/80000, loss=0.0956, lr=0.003341, batch_cost=1.0129, reader_cost=0.0001 | ETA 06:39:24
2020-11-06 08:57:19 [INFO] [TRAIN] epoch=152, iter=56350/80000, loss=0.1451, lr=0.003340, batch_cost=0.9950, reader_cost=0.0001 | ETA 06:32:11
2020-11-06 08:57:30 [INFO] [TRAIN] epoch=152, iter=56360/80000, loss=0.1003, lr=0.003338, batch_cost=1.1107, reader_cost=0.0001 | ETA 07:17:37
2020-11-06 08:57:40 [INFO] [TRAIN] epoch=152, iter=56370/80000, loss=0.1033, lr=0.003337, batch_cost=0.9976, reader_cost=0.0001 | ETA 06:32:53
2020-11-06 08:57:50 [INFO] [TRAIN] epoch=152, iter=56380/80000, loss=0.0441, lr=0.003336, batch_cost=1.0330, reader_cost=0.0002 | ETA 06:46:40
2020-11-06 08:58:01 [INFO] [TRAIN] epoch=152, iter=56390/80000, loss=0.1080, lr=0.003334, batch_cost=1.0586, reader_cost=0.0002 | ETA 06:56:33
2020-11-06 08:58:11 [INFO] [TRAIN] epoch=152, iter=56400/80000, loss=0.0785, lr=0.003333, batch_cost=1.0384, reader_cost=0.0002 | ETA 06:48:26
2020-11-06 08:58:22 [INFO] [TRAIN] epoch=152, iter=56410/80000, loss=0.1003, lr=0.003332, batch_cost=1.0505, reader_cost=0.0001 | ETA 06:53:01
2020-11-06 08:58:32 [INFO] [TRAIN] epoch=152, iter=56420/80000, loss=0.0724, lr=0.003331, batch_cost=1.0284, reader_cost=0.0001 | ETA 06:44:09
2020-11-06 08:58:43 [INFO] [TRAIN] epoch=152, iter=56430/80000, loss=0.1010, lr=0.003329, batch_cost=1.0517, reader_cost=0.0002 | ETA 06:53:07
2020-11-06 08:58:53 [INFO] [TRAIN] epoch=152, iter=56440/80000, loss=0.1339, lr=0.003328, batch_cost=1.0069, reader_cost=0.0002 | ETA 06:35:22
2020-11-06 08:59:03 [INFO] [TRAIN] epoch=152, iter=56450/80000, loss=0.1150, lr=0.003327, batch_cost=1.0416, reader_cost=0.0001 | ETA 06:48:49
2020-11-06 08:59:13 [INFO] [TRAIN] epoch=152, iter=56460/80000, loss=0.1010, lr=0.003326, batch_cost=1.0023, reader_cost=0.0002 | ETA 06:33:13
2020-11-06 08:59:23 [INFO] [TRAIN] epoch=152, iter=56470/80000, loss=0.0740, lr=0.003324, batch_cost=1.0073, reader_cost=0.0002 | ETA 06:35:02
2020-11-06 08:59:34 [INFO] [TRAIN] epoch=152, iter=56480/80000, loss=0.1054, lr=0.003323, batch_cost=1.0328, reader_cost=0.0002 | ETA 06:44:52
2020-11-06 08:59:44 [INFO] [TRAIN] epoch=152, iter=56490/80000, loss=0.0667, lr=0.003322, batch_cost=0.9988, reader_cost=0.0002 | ETA 06:31:21
2020-11-06 08:59:54 [INFO] [TRAIN] epoch=152, iter=56500/80000, loss=0.0861, lr=0.003320, batch_cost=1.0056, reader_cost=0.0002 | ETA 06:33:51
2020-11-06 09:00:04 [INFO] [TRAIN] epoch=152, iter=56510/80000, loss=0.1022, lr=0.003319, batch_cost=0.9998, reader_cost=0.0002 | ETA 06:31:26
2020-11-06 09:00:14 [INFO] [TRAIN] epoch=152, iter=56520/80000, loss=0.0905, lr=0.003318, batch_cost=0.9983, reader_cost=0.0002 | ETA 06:30:41
2020-11-06 09:00:24 [INFO] [TRAIN] epoch=152, iter=56530/80000, loss=0.0940, lr=0.003317, batch_cost=1.0095, reader_cost=0.0002 | ETA 06:34:52
2020-11-06 09:00:34 [INFO] [TRAIN] epoch=152, iter=56540/80000, loss=0.0980, lr=0.003315, batch_cost=0.9957, reader_cost=0.0001 | ETA 06:29:20
2020-11-06 09:00:46 [INFO] [TRAIN] epoch=153, iter=56550/80000, loss=0.1000, lr=0.003314, batch_cost=1.2082, reader_cost=0.1327 | ETA 07:52:11
2020-11-06 09:00:57 [INFO] [TRAIN] epoch=153, iter=56560/80000, loss=0.1060, lr=0.003313, batch_cost=1.1012, reader_cost=0.0005 | ETA 07:10:13
2020-11-06 09:01:08 [INFO] [TRAIN] epoch=153, iter=56570/80000, loss=0.1024, lr=0.003312, batch_cost=1.0796, reader_cost=0.0010 | ETA 07:01:35
2020-11-06 09:01:19 [INFO] [TRAIN] epoch=153, iter=56580/80000, loss=0.0908, lr=0.003310, batch_cost=1.1123, reader_cost=0.0002 | ETA 07:14:09
2020-11-06 09:01:29 [INFO] [TRAIN] epoch=153, iter=56590/80000, loss=0.1160, lr=0.003309, batch_cost=1.0751, reader_cost=0.0028 | ETA 06:59:28
2020-11-06 09:01:40 [INFO] [TRAIN] epoch=153, iter=56600/80000, loss=0.1353, lr=0.003308, batch_cost=1.0923, reader_cost=0.0002 | ETA 07:05:59
2020-11-06 09:01:51 [INFO] [TRAIN] epoch=153, iter=56610/80000, loss=0.0908, lr=0.003306, batch_cost=1.0425, reader_cost=0.0002 | ETA 06:46:24
2020-11-06 09:02:01 [INFO] [TRAIN] epoch=153, iter=56620/80000, loss=0.0810, lr=0.003305, batch_cost=0.9989, reader_cost=0.0002 | ETA 06:29:14
2020-11-06 09:02:11 [INFO] [TRAIN] epoch=153, iter=56630/80000, loss=0.0900, lr=0.003304, batch_cost=1.0098, reader_cost=0.0002 | ETA 06:33:18
2020-11-06 09:02:21 [INFO] [TRAIN] epoch=153, iter=56640/80000, loss=0.1048, lr=0.003303, batch_cost=0.9957, reader_cost=0.0002 | ETA 06:27:38
2020-11-06 09:02:31 [INFO] [TRAIN] epoch=153, iter=56650/80000, loss=0.1166, lr=0.003301, batch_cost=1.0105, reader_cost=0.0002 | ETA 06:33:16
2020-11-06 09:02:41 [INFO] [TRAIN] epoch=153, iter=56660/80000, loss=0.0774, lr=0.003300, batch_cost=1.0281, reader_cost=0.0002 | ETA 06:39:55
2020-11-06 09:02:52 [INFO] [TRAIN] epoch=153, iter=56670/80000, loss=0.0835, lr=0.003299, batch_cost=1.0357, reader_cost=0.0002 | ETA 06:42:42
2020-11-06 09:03:02 [INFO] [TRAIN] epoch=153, iter=56680/80000, loss=0.0929, lr=0.003298, batch_cost=1.0596, reader_cost=0.0002 | ETA 06:51:50
2020-11-06 09:03:13 [INFO] [TRAIN] epoch=153, iter=56690/80000, loss=0.1013, lr=0.003296, batch_cost=1.0342, reader_cost=0.0002 | ETA 06:41:47
2020-11-06 09:03:23 [INFO] [TRAIN] epoch=153, iter=56700/80000, loss=0.1141, lr=0.003295, batch_cost=1.0303, reader_cost=0.0002 | ETA 06:40:05
2020-11-06 09:03:33 [INFO] [TRAIN] epoch=153, iter=56710/80000, loss=0.0920, lr=0.003294, batch_cost=1.0355, reader_cost=0.0002 | ETA 06:41:56
2020-11-06 09:03:44 [INFO] [TRAIN] epoch=153, iter=56720/80000, loss=0.0863, lr=0.003292, batch_cost=1.0436, reader_cost=0.0002 | ETA 06:44:54
2020-11-06 09:03:54 [INFO] [TRAIN] epoch=153, iter=56730/80000, loss=0.1072, lr=0.003291, batch_cost=1.0561, reader_cost=0.0002 | ETA 06:49:35
2020-11-06 09:04:05 [INFO] [TRAIN] epoch=153, iter=56740/80000, loss=0.0895, lr=0.003290, batch_cost=1.0562, reader_cost=0.0002 | ETA 06:49:26
2020-11-06 09:04:15 [INFO] [TRAIN] epoch=153, iter=56750/80000, loss=0.0731, lr=0.003289, batch_cost=1.0324, reader_cost=0.0002 | ETA 06:40:04
2020-11-06 09:04:25 [INFO] [TRAIN] epoch=153, iter=56760/80000, loss=0.0757, lr=0.003287, batch_cost=1.0314, reader_cost=0.0002 | ETA 06:39:30
2020-11-06 09:04:36 [INFO] [TRAIN] epoch=153, iter=56770/80000, loss=0.0850, lr=0.003286, batch_cost=1.0307, reader_cost=0.0002 | ETA 06:39:02
2020-11-06 09:04:46 [INFO] [TRAIN] epoch=153, iter=56780/80000, loss=0.0654, lr=0.003285, batch_cost=1.0290, reader_cost=0.0002 | ETA 06:38:13
2020-11-06 09:04:56 [INFO] [TRAIN] epoch=153, iter=56790/80000, loss=0.0830, lr=0.003284, batch_cost=1.0406, reader_cost=0.0002 | ETA 06:42:32
2020-11-06 09:05:07 [INFO] [TRAIN] epoch=153, iter=56800/80000, loss=0.0843, lr=0.003282, batch_cost=1.0300, reader_cost=0.0002 | ETA 06:38:15
2020-11-06 09:05:17 [INFO] [TRAIN] epoch=153, iter=56810/80000, loss=0.1043, lr=0.003281, batch_cost=1.0308, reader_cost=0.0002 | ETA 06:38:24
2020-11-06 09:05:27 [INFO] [TRAIN] epoch=153, iter=56820/80000, loss=0.0801, lr=0.003280, batch_cost=1.0289, reader_cost=0.0002 | ETA 06:37:30
2020-11-06 09:05:38 [INFO] [TRAIN] epoch=153, iter=56830/80000, loss=0.0866, lr=0.003278, batch_cost=1.0345, reader_cost=0.0002 | ETA 06:39:28
2020-11-06 09:05:48 [INFO] [TRAIN] epoch=153, iter=56840/80000, loss=0.0656, lr=0.003277, batch_cost=1.0353, reader_cost=0.0002 | ETA 06:39:38
2020-11-06 09:05:58 [INFO] [TRAIN] epoch=153, iter=56850/80000, loss=0.0788, lr=0.003276, batch_cost=1.0292, reader_cost=0.0002 | ETA 06:37:06
2020-11-06 09:06:09 [INFO] [TRAIN] epoch=153, iter=56860/80000, loss=0.0535, lr=0.003275, batch_cost=1.0320, reader_cost=0.0002 | ETA 06:37:59
2020-11-06 09:06:19 [INFO] [TRAIN] epoch=153, iter=56870/80000, loss=0.0817, lr=0.003273, batch_cost=1.0287, reader_cost=0.0002 | ETA 06:36:33
2020-11-06 09:06:29 [INFO] [TRAIN] epoch=153, iter=56880/80000, loss=0.0888, lr=0.003272, batch_cost=1.0437, reader_cost=0.0002 | ETA 06:42:09
2020-11-06 09:06:40 [INFO] [TRAIN] epoch=153, iter=56890/80000, loss=0.0978, lr=0.003271, batch_cost=1.0241, reader_cost=0.0002 | ETA 06:34:25
2020-11-06 09:06:50 [INFO] [TRAIN] epoch=153, iter=56900/80000, loss=0.0923, lr=0.003270, batch_cost=1.0304, reader_cost=0.0002 | ETA 06:36:42
2020-11-06 09:07:00 [INFO] [TRAIN] epoch=153, iter=56910/80000, loss=0.1082, lr=0.003268, batch_cost=1.0286, reader_cost=0.0002 | ETA 06:35:50
2020-11-06 09:07:13 [INFO] [TRAIN] epoch=154, iter=56920/80000, loss=0.1111, lr=0.003267, batch_cost=1.2486, reader_cost=0.1497 | ETA 08:00:18
2020-11-06 09:07:23 [INFO] [TRAIN] epoch=154, iter=56930/80000, loss=0.0711, lr=0.003266, batch_cost=1.0101, reader_cost=0.0005 | ETA 06:28:23
2020-11-06 09:07:33 [INFO] [TRAIN] epoch=154, iter=56940/80000, loss=0.0797, lr=0.003264, batch_cost=1.0254, reader_cost=0.0001 | ETA 06:34:05
2020-11-06 09:07:43 [INFO] [TRAIN] epoch=154, iter=56950/80000, loss=0.1151, lr=0.003263, batch_cost=0.9849, reader_cost=0.0001 | ETA 06:18:21
2020-11-06 09:07:53 [INFO] [TRAIN] epoch=154, iter=56960/80000, loss=0.0873, lr=0.003262, batch_cost=1.0210, reader_cost=0.0001 | ETA 06:32:03
2020-11-06 09:08:03 [INFO] [TRAIN] epoch=154, iter=56970/80000, loss=0.1026, lr=0.003261, batch_cost=0.9913, reader_cost=0.0002 | ETA 06:20:29
2020-11-06 09:08:13 [INFO] [TRAIN] epoch=154, iter=56980/80000, loss=0.0695, lr=0.003259, batch_cost=0.9912, reader_cost=0.0002 | ETA 06:20:17
2020-11-06 09:08:23 [INFO] [TRAIN] epoch=154, iter=56990/80000, loss=0.1059, lr=0.003258, batch_cost=1.0237, reader_cost=0.0001 | ETA 06:32:34
2020-11-06 09:08:33 [INFO] [TRAIN] epoch=154, iter=57000/80000, loss=0.1743, lr=0.003257, batch_cost=1.0010, reader_cost=0.0019 | ETA 06:23:42
2020-11-06 09:08:43 [INFO] [TRAIN] epoch=154, iter=57010/80000, loss=0.0906, lr=0.003256, batch_cost=0.9970, reader_cost=0.0002 | ETA 06:22:00
2020-11-06 09:08:53 [INFO] [TRAIN] epoch=154, iter=57020/80000, loss=0.0686, lr=0.003254, batch_cost=0.9951, reader_cost=0.0001 | ETA 06:21:08
2020-11-06 09:09:03 [INFO] [TRAIN] epoch=154, iter=57030/80000, loss=0.0902, lr=0.003253, batch_cost=1.0186, reader_cost=0.0002 | ETA 06:29:56
2020-11-06 09:09:13 [INFO] [TRAIN] epoch=154, iter=57040/80000, loss=0.0866, lr=0.003252, batch_cost=0.9980, reader_cost=0.0002 | ETA 06:21:53
2020-11-06 09:09:23 [INFO] [TRAIN] epoch=154, iter=57050/80000, loss=0.0777, lr=0.003250, batch_cost=0.9898, reader_cost=0.0002 | ETA 06:18:35
2020-11-06 09:09:33 [INFO] [TRAIN] epoch=154, iter=57060/80000, loss=0.1023, lr=0.003249, batch_cost=1.0007, reader_cost=0.0001 | ETA 06:22:37
2020-11-06 09:09:43 [INFO] [TRAIN] epoch=154, iter=57070/80000, loss=0.1068, lr=0.003248, batch_cost=0.9925, reader_cost=0.0002 | ETA 06:19:17
2020-11-06 09:09:53 [INFO] [TRAIN] epoch=154, iter=57080/80000, loss=0.0905, lr=0.003247, batch_cost=0.9918, reader_cost=0.0001 | ETA 06:18:52
2020-11-06 09:10:03 [INFO] [TRAIN] epoch=154, iter=57090/80000, loss=0.0821, lr=0.003245, batch_cost=0.9874, reader_cost=0.0001 | ETA 06:17:01
2020-11-06 09:10:13 [INFO] [TRAIN] epoch=154, iter=57100/80000, loss=0.0800, lr=0.003244, batch_cost=0.9860, reader_cost=0.0001 | ETA 06:16:19
2020-11-06 09:10:23 [INFO] [TRAIN] epoch=154, iter=57110/80000, loss=0.0769, lr=0.003243, batch_cost=1.0068, reader_cost=0.0001 | ETA 06:24:06
2020-11-06 09:10:33 [INFO] [TRAIN] epoch=154, iter=57120/80000, loss=0.0959, lr=0.003242, batch_cost=1.0102, reader_cost=0.0001 | ETA 06:25:12
2020-11-06 09:10:43 [INFO] [TRAIN] epoch=154, iter=57130/80000, loss=0.0565, lr=0.003240, batch_cost=0.9891, reader_cost=0.0001 | ETA 06:17:00
2020-11-06 09:10:53 [INFO] [TRAIN] epoch=154, iter=57140/80000, loss=0.0774, lr=0.003239, batch_cost=1.0013, reader_cost=0.0002 | ETA 06:21:29
2020-11-06 09:11:03 [INFO] [TRAIN] epoch=154, iter=57150/80000, loss=0.1014, lr=0.003238, batch_cost=1.0033, reader_cost=0.0018 | ETA 06:22:06
2020-11-06 09:11:13 [INFO] [TRAIN] epoch=154, iter=57160/80000, loss=0.0851, lr=0.003236, batch_cost=0.9941, reader_cost=0.0014 | ETA 06:18:26
2020-11-06 09:11:23 [INFO] [TRAIN] epoch=154, iter=57170/80000, loss=0.0821, lr=0.003235, batch_cost=0.9893, reader_cost=0.0002 | ETA 06:16:26
2020-11-06 09:11:33 [INFO] [TRAIN] epoch=154, iter=57180/80000, loss=0.0901, lr=0.003234, batch_cost=1.0323, reader_cost=0.0002 | ETA 06:32:37
2020-11-06 09:11:43 [INFO] [TRAIN] epoch=154, iter=57190/80000, loss=0.1338, lr=0.003233, batch_cost=1.0500, reader_cost=0.0002 | ETA 06:39:11
2020-11-06 09:11:54 [INFO] [TRAIN] epoch=154, iter=57200/80000, loss=0.1010, lr=0.003231, batch_cost=1.0039, reader_cost=0.0010 | ETA 06:21:28
2020-11-06 09:12:04 [INFO] [TRAIN] epoch=154, iter=57210/80000, loss=0.1050, lr=0.003230, batch_cost=1.0118, reader_cost=0.0002 | ETA 06:24:19
2020-11-06 09:12:14 [INFO] [TRAIN] epoch=154, iter=57220/80000, loss=0.0980, lr=0.003229, batch_cost=1.0441, reader_cost=0.0046 | ETA 06:36:24
2020-11-06 09:12:24 [INFO] [TRAIN] epoch=154, iter=57230/80000, loss=0.0636, lr=0.003227, batch_cost=1.0308, reader_cost=0.0002 | ETA 06:31:10
2020-11-06 09:12:35 [INFO] [TRAIN] epoch=154, iter=57240/80000, loss=0.0837, lr=0.003226, batch_cost=1.0599, reader_cost=0.0026 | ETA 06:42:02
2020-11-06 09:12:45 [INFO] [TRAIN] epoch=154, iter=57250/80000, loss=0.1140, lr=0.003225, batch_cost=1.0414, reader_cost=0.0015 | ETA 06:34:51
2020-11-06 09:12:56 [INFO] [TRAIN] epoch=154, iter=57260/80000, loss=0.0909, lr=0.003224, batch_cost=1.0571, reader_cost=0.0033 | ETA 06:40:38
2020-11-06 09:13:06 [INFO] [TRAIN] epoch=154, iter=57270/80000, loss=0.0873, lr=0.003222, batch_cost=1.0384, reader_cost=0.0016 | ETA 06:33:23
2020-11-06 09:13:17 [INFO] [TRAIN] epoch=154, iter=57280/80000, loss=0.0910, lr=0.003221, batch_cost=1.0623, reader_cost=0.0031 | ETA 06:42:14
2020-11-06 09:13:29 [INFO] [TRAIN] epoch=155, iter=57290/80000, loss=0.1117, lr=0.003220, batch_cost=1.1729, reader_cost=0.0994 | ETA 07:23:56
2020-11-06 09:13:39 [INFO] [TRAIN] epoch=155, iter=57300/80000, loss=0.1002, lr=0.003219, batch_cost=1.0328, reader_cost=0.0004 | ETA 06:30:44
2020-11-06 09:13:49 [INFO] [TRAIN] epoch=155, iter=57310/80000, loss=0.1218, lr=0.003217, batch_cost=1.0283, reader_cost=0.0001 | ETA 06:28:52
2020-11-06 09:14:00 [INFO] [TRAIN] epoch=155, iter=57320/80000, loss=0.0833, lr=0.003216, batch_cost=1.0309, reader_cost=0.0001 | ETA 06:29:40
2020-11-06 09:14:10 [INFO] [TRAIN] epoch=155, iter=57330/80000, loss=0.0847, lr=0.003215, batch_cost=1.0320, reader_cost=0.0002 | ETA 06:29:55
2020-11-06 09:14:20 [INFO] [TRAIN] epoch=155, iter=57340/80000, loss=0.0913, lr=0.003213, batch_cost=1.0375, reader_cost=0.0002 | ETA 06:31:49
2020-11-06 09:14:31 [INFO] [TRAIN] epoch=155, iter=57350/80000, loss=0.1789, lr=0.003212, batch_cost=1.0366, reader_cost=0.0001 | ETA 06:31:18
2020-11-06 09:14:41 [INFO] [TRAIN] epoch=155, iter=57360/80000, loss=0.1395, lr=0.003211, batch_cost=1.0299, reader_cost=0.0001 | ETA 06:28:38
2020-11-06 09:14:51 [INFO] [TRAIN] epoch=155, iter=57370/80000, loss=0.0844, lr=0.003210, batch_cost=1.0268, reader_cost=0.0001 | ETA 06:27:16
2020-11-06 09:15:02 [INFO] [TRAIN] epoch=155, iter=57380/80000, loss=0.1091, lr=0.003208, batch_cost=1.0302, reader_cost=0.0001 | ETA 06:28:23
2020-11-06 09:15:12 [INFO] [TRAIN] epoch=155, iter=57390/80000, loss=0.1080, lr=0.003207, batch_cost=1.0255, reader_cost=0.0001 | ETA 06:26:26
2020-11-06 09:15:22 [INFO] [TRAIN] epoch=155, iter=57400/80000, loss=0.0818, lr=0.003206, batch_cost=1.0291, reader_cost=0.0002 | ETA 06:27:37
2020-11-06 09:15:33 [INFO] [TRAIN] epoch=155, iter=57410/80000, loss=0.0731, lr=0.003205, batch_cost=1.0353, reader_cost=0.0002 | ETA 06:29:47
2020-11-06 09:15:43 [INFO] [TRAIN] epoch=155, iter=57420/80000, loss=0.0808, lr=0.003203, batch_cost=1.0237, reader_cost=0.0002 | ETA 06:25:16
2020-11-06 09:15:53 [INFO] [TRAIN] epoch=155, iter=57430/80000, loss=0.1005, lr=0.003202, batch_cost=1.0307, reader_cost=0.0002 | ETA 06:27:42
2020-11-06 09:16:03 [INFO] [TRAIN] epoch=155, iter=57440/80000, loss=0.0983, lr=0.003201, batch_cost=1.0272, reader_cost=0.0002 | ETA 06:26:13
2020-11-06 09:16:14 [INFO] [TRAIN] epoch=155, iter=57450/80000, loss=0.0858, lr=0.003199, batch_cost=1.0248, reader_cost=0.0001 | ETA 06:25:08
2020-11-06 09:16:24 [INFO] [TRAIN] epoch=155, iter=57460/80000, loss=0.0902, lr=0.003198, batch_cost=1.0257, reader_cost=0.0002 | ETA 06:25:19
2020-11-06 09:16:34 [INFO] [TRAIN] epoch=155, iter=57470/80000, loss=0.0731, lr=0.003197, batch_cost=1.0287, reader_cost=0.0002 | ETA 06:26:16
2020-11-06 09:16:44 [INFO] [TRAIN] epoch=155, iter=57480/80000, loss=0.0861, lr=0.003196, batch_cost=1.0353, reader_cost=0.0001 | ETA 06:28:35
2020-11-06 09:16:55 [INFO] [TRAIN] epoch=155, iter=57490/80000, loss=0.0740, lr=0.003194, batch_cost=1.0323, reader_cost=0.0001 | ETA 06:27:17
2020-11-06 09:17:05 [INFO] [TRAIN] epoch=155, iter=57500/80000, loss=0.0722, lr=0.003193, batch_cost=1.0298, reader_cost=0.0001 | ETA 06:26:10
2020-11-06 09:17:15 [INFO] [TRAIN] epoch=155, iter=57510/80000, loss=0.0802, lr=0.003192, batch_cost=1.0354, reader_cost=0.0001 | ETA 06:28:05
2020-11-06 09:17:26 [INFO] [TRAIN] epoch=155, iter=57520/80000, loss=0.0753, lr=0.003190, batch_cost=1.0324, reader_cost=0.0002 | ETA 06:26:48
2020-11-06 09:17:36 [INFO] [TRAIN] epoch=155, iter=57530/80000, loss=0.0884, lr=0.003189, batch_cost=1.0286, reader_cost=0.0002 | ETA 06:25:11
2020-11-06 09:17:46 [INFO] [TRAIN] epoch=155, iter=57540/80000, loss=0.0741, lr=0.003188, batch_cost=1.0285, reader_cost=0.0001 | ETA 06:25:00
2020-11-06 09:17:57 [INFO] [TRAIN] epoch=155, iter=57550/80000, loss=0.0849, lr=0.003187, batch_cost=1.0335, reader_cost=0.0001 | ETA 06:26:42
2020-11-06 09:18:07 [INFO] [TRAIN] epoch=155, iter=57560/80000, loss=0.0927, lr=0.003185, batch_cost=1.0328, reader_cost=0.0001 | ETA 06:26:17
2020-11-06 09:18:17 [INFO] [TRAIN] epoch=155, iter=57570/80000, loss=0.1004, lr=0.003184, batch_cost=1.0107, reader_cost=0.0001 | ETA 06:17:50
2020-11-06 09:18:27 [INFO] [TRAIN] epoch=155, iter=57580/80000, loss=0.0718, lr=0.003183, batch_cost=0.9936, reader_cost=0.0002 | ETA 06:11:16
2020-11-06 09:18:41 [INFO] [TRAIN] epoch=155, iter=57590/80000, loss=0.0901, lr=0.003182, batch_cost=1.3615, reader_cost=0.0001 | ETA 08:28:30
2020-11-06 09:18:51 [INFO] [TRAIN] epoch=155, iter=57600/80000, loss=0.0682, lr=0.003180, batch_cost=1.0280, reader_cost=0.0002 | ETA 06:23:47
2020-11-06 09:19:01 [INFO] [TRAIN] epoch=155, iter=57610/80000, loss=0.0809, lr=0.003179, batch_cost=1.0264, reader_cost=0.0002 | ETA 06:23:00
2020-11-06 09:19:12 [INFO] [TRAIN] epoch=155, iter=57620/80000, loss=0.0875, lr=0.003178, batch_cost=1.0284, reader_cost=0.0002 | ETA 06:23:34
2020-11-06 09:19:22 [INFO] [TRAIN] epoch=155, iter=57630/80000, loss=0.0902, lr=0.003176, batch_cost=1.0272, reader_cost=0.0002 | ETA 06:22:57
2020-11-06 09:19:32 [INFO] [TRAIN] epoch=155, iter=57640/80000, loss=0.0647, lr=0.003175, batch_cost=1.0262, reader_cost=0.0002 | ETA 06:22:26
2020-11-06 09:19:42 [INFO] [TRAIN] epoch=155, iter=57650/80000, loss=0.0807, lr=0.003174, batch_cost=1.0298, reader_cost=0.0002 | ETA 06:23:36
2020-11-06 09:19:53 [INFO] [TRAIN] epoch=155, iter=57660/80000, loss=0.1146, lr=0.003173, batch_cost=1.0157, reader_cost=0.0001 | ETA 06:18:11
2020-11-06 09:20:04 [INFO] [TRAIN] epoch=156, iter=57670/80000, loss=0.1092, lr=0.003171, batch_cost=1.1762, reader_cost=0.1686 | ETA 07:17:43
2020-11-06 09:20:14 [INFO] [TRAIN] epoch=156, iter=57680/80000, loss=0.0902, lr=0.003170, batch_cost=0.9825, reader_cost=0.0005 | ETA 06:05:29
2020-11-06 09:20:24 [INFO] [TRAIN] epoch=156, iter=57690/80000, loss=0.1022, lr=0.003169, batch_cost=0.9949, reader_cost=0.0002 | ETA 06:09:55
2020-11-06 09:20:34 [INFO] [TRAIN] epoch=156, iter=57700/80000, loss=0.1014, lr=0.003167, batch_cost=1.0098, reader_cost=0.0001 | ETA 06:15:17
2020-11-06 09:20:44 [INFO] [TRAIN] epoch=156, iter=57710/80000, loss=0.0942, lr=0.003166, batch_cost=0.9937, reader_cost=0.0001 | ETA 06:09:08
2020-11-06 09:20:54 [INFO] [TRAIN] epoch=156, iter=57720/80000, loss=0.1026, lr=0.003165, batch_cost=0.9964, reader_cost=0.0001 | ETA 06:09:59
2020-11-06 09:21:04 [INFO] [TRAIN] epoch=156, iter=57730/80000, loss=0.0957, lr=0.003164, batch_cost=0.9959, reader_cost=0.0001 | ETA 06:09:38
2020-11-06 09:21:14 [INFO] [TRAIN] epoch=156, iter=57740/80000, loss=0.0813, lr=0.003162, batch_cost=0.9967, reader_cost=0.0002 | ETA 06:09:45
2020-11-06 09:21:24 [INFO] [TRAIN] epoch=156, iter=57750/80000, loss=0.0762, lr=0.003161, batch_cost=0.9973, reader_cost=0.0002 | ETA 06:09:49
2020-11-06 09:21:34 [INFO] [TRAIN] epoch=156, iter=57760/80000, loss=0.0843, lr=0.003160, batch_cost=0.9959, reader_cost=0.0002 | ETA 06:09:08
2020-11-06 09:21:44 [INFO] [TRAIN] epoch=156, iter=57770/80000, loss=0.0795, lr=0.003159, batch_cost=0.9927, reader_cost=0.0002 | ETA 06:07:48
2020-11-06 09:21:54 [INFO] [TRAIN] epoch=156, iter=57780/80000, loss=0.0836, lr=0.003157, batch_cost=0.9974, reader_cost=0.0002 | ETA 06:09:22
2020-11-06 09:22:04 [INFO] [TRAIN] epoch=156, iter=57790/80000, loss=0.0807, lr=0.003156, batch_cost=1.0010, reader_cost=0.0002 | ETA 06:10:31
2020-11-06 09:22:14 [INFO] [TRAIN] epoch=156, iter=57800/80000, loss=0.0927, lr=0.003155, batch_cost=1.0076, reader_cost=0.0001 | ETA 06:12:48
2020-11-06 09:22:24 [INFO] [TRAIN] epoch=156, iter=57810/80000, loss=0.0832, lr=0.003153, batch_cost=1.0273, reader_cost=0.0001 | ETA 06:19:55
2020-11-06 09:22:34 [INFO] [TRAIN] epoch=156, iter=57820/80000, loss=0.0962, lr=0.003152, batch_cost=0.9877, reader_cost=0.0001 | ETA 06:05:06
2020-11-06 09:22:44 [INFO] [TRAIN] epoch=156, iter=57830/80000, loss=0.1095, lr=0.003151, batch_cost=0.9858, reader_cost=0.0001 | ETA 06:04:15
2020-11-06 09:22:54 [INFO] [TRAIN] epoch=156, iter=57840/80000, loss=0.0741, lr=0.003150, batch_cost=0.9818, reader_cost=0.0001 | ETA 06:02:36
2020-11-06 09:23:04 [INFO] [TRAIN] epoch=156, iter=57850/80000, loss=0.0923, lr=0.003148, batch_cost=0.9905, reader_cost=0.0001 | ETA 06:05:39
2020-11-06 09:23:14 [INFO] [TRAIN] epoch=156, iter=57860/80000, loss=0.0988, lr=0.003147, batch_cost=1.0039, reader_cost=0.0001 | ETA 06:10:25
2020-11-06 09:23:24 [INFO] [TRAIN] epoch=156, iter=57870/80000, loss=0.0932, lr=0.003146, batch_cost=0.9917, reader_cost=0.0001 | ETA 06:05:45
2020-11-06 09:23:34 [INFO] [TRAIN] epoch=156, iter=57880/80000, loss=0.0809, lr=0.003144, batch_cost=1.0250, reader_cost=0.0001 | ETA 06:17:53
2020-11-06 09:23:44 [INFO] [TRAIN] epoch=156, iter=57890/80000, loss=0.0712, lr=0.003143, batch_cost=1.0132, reader_cost=0.0001 | ETA 06:13:21
2020-11-06 09:23:54 [INFO] [TRAIN] epoch=156, iter=57900/80000, loss=0.1059, lr=0.003142, batch_cost=1.0478, reader_cost=0.0001 | ETA 06:25:56
2020-11-06 09:24:05 [INFO] [TRAIN] epoch=156, iter=57910/80000, loss=0.0935, lr=0.003141, batch_cost=1.0284, reader_cost=0.0001 | ETA 06:18:36
2020-11-06 09:24:15 [INFO] [TRAIN] epoch=156, iter=57920/80000, loss=0.0918, lr=0.003139, batch_cost=1.0301, reader_cost=0.0001 | ETA 06:19:04
2020-11-06 09:24:25 [INFO] [TRAIN] epoch=156, iter=57930/80000, loss=0.0980, lr=0.003138, batch_cost=0.9920, reader_cost=0.0001 | ETA 06:04:53
2020-11-06 09:24:35 [INFO] [TRAIN] epoch=156, iter=57940/80000, loss=0.1029, lr=0.003137, batch_cost=0.9919, reader_cost=0.0002 | ETA 06:04:41
2020-11-06 09:24:45 [INFO] [TRAIN] epoch=156, iter=57950/80000, loss=0.0729, lr=0.003135, batch_cost=0.9891, reader_cost=0.0001 | ETA 06:03:29
2020-11-06 09:24:55 [INFO] [TRAIN] epoch=156, iter=57960/80000, loss=0.0709, lr=0.003134, batch_cost=0.9914, reader_cost=0.0002 | ETA 06:04:11
2020-11-06 09:25:05 [INFO] [TRAIN] epoch=156, iter=57970/80000, loss=0.0574, lr=0.003133, batch_cost=0.9882, reader_cost=0.0002 | ETA 06:02:49
2020-11-06 09:25:14 [INFO] [TRAIN] epoch=156, iter=57980/80000, loss=0.0681, lr=0.003132, batch_cost=0.9871, reader_cost=0.0002 | ETA 06:02:16
2020-11-06 09:25:24 [INFO] [TRAIN] epoch=156, iter=57990/80000, loss=0.0900, lr=0.003130, batch_cost=0.9814, reader_cost=0.0002 | ETA 06:00:00
2020-11-06 09:25:34 [INFO] [TRAIN] epoch=156, iter=58000/80000, loss=0.0944, lr=0.003129, batch_cost=0.9847, reader_cost=0.0002 | ETA 06:01:02
2020-11-06 09:25:39 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 09:30:50 [INFO] [EVAL] #Images=500 mIoU=0.7988 Acc=0.9642 Kappa=0.9536
2020-11-06 09:30:50 [INFO] [EVAL] Category IoU:
[0.9824 0.8564 0.9334 0.5755 0.6449 0.6838 0.7389 0.8149 0.9288 0.6428
0.9515 0.8428 0.6683 0.9571 0.8452 0.8874 0.7312 0.6972 0.7951]
2020-11-06 09:30:50 [INFO] [EVAL] Category Acc:
[0.9941 0.9032 0.9644 0.8182 0.8446 0.8375 0.8408 0.8927 0.9556 0.8681
0.968 0.8934 0.8212 0.9754 0.9251 0.9396 0.9821 0.8419 0.8634]
2020-11-06 09:30:50 [INFO] [EVAL] The model with the best validation mIoU (0.8041) was saved at iter 54000.
2020-11-06 09:31:00 [INFO] [TRAIN] epoch=156, iter=58010/80000, loss=0.0761, lr=0.003128, batch_cost=1.0185, reader_cost=0.0001 | ETA 06:13:16
2020-11-06 09:31:10 [INFO] [TRAIN] epoch=156, iter=58020/80000, loss=0.1056, lr=0.003127, batch_cost=0.9717, reader_cost=0.0002 | ETA 05:55:58
2020-11-06 09:31:20 [INFO] [TRAIN] epoch=156, iter=58030/80000, loss=0.0913, lr=0.003125, batch_cost=1.0065, reader_cost=0.0001 | ETA 06:08:33
2020-11-06 09:31:32 [INFO] [TRAIN] epoch=157, iter=58040/80000, loss=0.0737, lr=0.003124, batch_cost=1.1692, reader_cost=0.1107 | ETA 07:07:56
2020-11-06 09:31:41 [INFO] [TRAIN] epoch=157, iter=58050/80000, loss=0.1232, lr=0.003123, batch_cost=0.9807, reader_cost=0.0004 | ETA 05:58:46
2020-11-06 09:31:51 [INFO] [TRAIN] epoch=157, iter=58060/80000, loss=0.1007, lr=0.003121, batch_cost=0.9834, reader_cost=0.0001 | ETA 05:59:36
2020-11-06 09:32:01 [INFO] [TRAIN] epoch=157, iter=58070/80000, loss=0.1054, lr=0.003120, batch_cost=0.9898, reader_cost=0.0001 | ETA 06:01:47
2020-11-06 09:32:11 [INFO] [TRAIN] epoch=157, iter=58080/80000, loss=0.0902, lr=0.003119, batch_cost=0.9923, reader_cost=0.0001 | ETA 06:02:31
2020-11-06 09:32:21 [INFO] [TRAIN] epoch=157, iter=58090/80000, loss=0.1532, lr=0.003118, batch_cost=0.9873, reader_cost=0.0001 | ETA 06:00:31
2020-11-06 09:32:31 [INFO] [TRAIN] epoch=157, iter=58100/80000, loss=0.0816, lr=0.003116, batch_cost=0.9897, reader_cost=0.0001 | ETA 06:01:14
2020-11-06 09:32:41 [INFO] [TRAIN] epoch=157, iter=58110/80000, loss=0.1048, lr=0.003115, batch_cost=0.9863, reader_cost=0.0001 | ETA 05:59:49
2020-11-06 09:32:51 [INFO] [TRAIN] epoch=157, iter=58120/80000, loss=0.0710, lr=0.003114, batch_cost=0.9852, reader_cost=0.0001 | ETA 05:59:16
2020-11-06 09:33:00 [INFO] [TRAIN] epoch=157, iter=58130/80000, loss=0.1033, lr=0.003112, batch_cost=0.9898, reader_cost=0.0001 | ETA 06:00:47
2020-11-06 09:33:10 [INFO] [TRAIN] epoch=157, iter=58140/80000, loss=0.0727, lr=0.003111, batch_cost=0.9890, reader_cost=0.0001 | ETA 06:00:20
2020-11-06 09:33:21 [INFO] [TRAIN] epoch=157, iter=58150/80000, loss=0.0960, lr=0.003110, batch_cost=1.0245, reader_cost=0.0002 | ETA 06:13:05
2020-11-06 09:33:31 [INFO] [TRAIN] epoch=157, iter=58160/80000, loss=0.0871, lr=0.003109, batch_cost=0.9923, reader_cost=0.0001 | ETA 06:01:11
2020-11-06 09:33:40 [INFO] [TRAIN] epoch=157, iter=58170/80000, loss=0.0875, lr=0.003107, batch_cost=0.9867, reader_cost=0.0001 | ETA 05:58:58
2020-11-06 09:33:50 [INFO] [TRAIN] epoch=157, iter=58180/80000, loss=0.0868, lr=0.003106, batch_cost=0.9855, reader_cost=0.0002 | ETA 05:58:24
2020-11-06 09:34:00 [INFO] [TRAIN] epoch=157, iter=58190/80000, loss=0.0874, lr=0.003105, batch_cost=0.9829, reader_cost=0.0001 | ETA 05:57:16
2020-11-06 09:34:10 [INFO] [TRAIN] epoch=157, iter=58200/80000, loss=0.1286, lr=0.003103, batch_cost=0.9831, reader_cost=0.0001 | ETA 05:57:10
2020-11-06 09:34:20 [INFO] [TRAIN] epoch=157, iter=58210/80000, loss=0.1012, lr=0.003102, batch_cost=0.9827, reader_cost=0.0002 | ETA 05:56:52
2020-11-06 09:34:30 [INFO] [TRAIN] epoch=157, iter=58220/80000, loss=0.1009, lr=0.003101, batch_cost=1.0059, reader_cost=0.0002 | ETA 06:05:08
2020-11-06 09:34:40 [INFO] [TRAIN] epoch=157, iter=58230/80000, loss=0.1103, lr=0.003100, batch_cost=1.0346, reader_cost=0.0001 | ETA 06:15:22
2020-11-06 09:34:51 [INFO] [TRAIN] epoch=157, iter=58240/80000, loss=0.0683, lr=0.003098, batch_cost=1.0391, reader_cost=0.0001 | ETA 06:16:50
2020-11-06 09:35:01 [INFO] [TRAIN] epoch=157, iter=58250/80000, loss=0.1223, lr=0.003097, batch_cost=1.0442, reader_cost=0.0001 | ETA 06:18:32
2020-11-06 09:35:11 [INFO] [TRAIN] epoch=157, iter=58260/80000, loss=0.0740, lr=0.003096, batch_cost=1.0279, reader_cost=0.0002 | ETA 06:12:26
2020-11-06 09:35:22 [INFO] [TRAIN] epoch=157, iter=58270/80000, loss=0.0765, lr=0.003095, batch_cost=1.0381, reader_cost=0.0002 | ETA 06:15:58
2020-11-06 09:35:32 [INFO] [TRAIN] epoch=157, iter=58280/80000, loss=0.0892, lr=0.003093, batch_cost=1.0184, reader_cost=0.0001 | ETA 06:08:40
2020-11-06 09:35:42 [INFO] [TRAIN] epoch=157, iter=58290/80000, loss=0.1012, lr=0.003092, batch_cost=1.0396, reader_cost=0.0002 | ETA 06:16:09
2020-11-06 09:35:52 [INFO] [TRAIN] epoch=157, iter=58300/80000, loss=0.1135, lr=0.003091, batch_cost=0.9889, reader_cost=0.0001 | ETA 05:57:40
2020-11-06 09:36:02 [INFO] [TRAIN] epoch=157, iter=58310/80000, loss=0.0659, lr=0.003089, batch_cost=1.0203, reader_cost=0.0001 | ETA 06:08:51
2020-11-06 09:36:12 [INFO] [TRAIN] epoch=157, iter=58320/80000, loss=0.0808, lr=0.003088, batch_cost=1.0069, reader_cost=0.0002 | ETA 06:03:50
2020-11-06 09:36:22 [INFO] [TRAIN] epoch=157, iter=58330/80000, loss=0.0814, lr=0.003087, batch_cost=0.9909, reader_cost=0.0002 | ETA 05:57:52
2020-11-06 09:36:32 [INFO] [TRAIN] epoch=157, iter=58340/80000, loss=0.0830, lr=0.003086, batch_cost=0.9918, reader_cost=0.0001 | ETA 05:58:03
2020-11-06 09:36:42 [INFO] [TRAIN] epoch=157, iter=58350/80000, loss=0.0641, lr=0.003084, batch_cost=0.9856, reader_cost=0.0002 | ETA 05:55:37
2020-11-06 09:36:52 [INFO] [TRAIN] epoch=157, iter=58360/80000, loss=0.0778, lr=0.003083, batch_cost=0.9883, reader_cost=0.0001 | ETA 05:56:26
2020-11-06 09:37:02 [INFO] [TRAIN] epoch=157, iter=58370/80000, loss=0.0738, lr=0.003082, batch_cost=0.9949, reader_cost=0.0002 | ETA 05:58:38
2020-11-06 09:37:12 [INFO] [TRAIN] epoch=157, iter=58380/80000, loss=0.0873, lr=0.003080, batch_cost=0.9802, reader_cost=0.0002 | ETA 05:53:11
2020-11-06 09:37:22 [INFO] [TRAIN] epoch=157, iter=58390/80000, loss=0.0994, lr=0.003079, batch_cost=0.9854, reader_cost=0.0002 | ETA 05:54:54
2020-11-06 09:37:31 [INFO] [TRAIN] epoch=157, iter=58400/80000, loss=0.1116, lr=0.003078, batch_cost=0.9838, reader_cost=0.0001 | ETA 05:54:09
2020-11-06 09:37:43 [INFO] [TRAIN] epoch=158, iter=58410/80000, loss=0.1242, lr=0.003077, batch_cost=1.1724, reader_cost=0.0838 | ETA 07:01:51
2020-11-06 09:37:53 [INFO] [TRAIN] epoch=158, iter=58420/80000, loss=0.1064, lr=0.003075, batch_cost=0.9831, reader_cost=0.0001 | ETA 05:53:36
2020-11-06 09:38:03 [INFO] [TRAIN] epoch=158, iter=58430/80000, loss=0.0904, lr=0.003074, batch_cost=0.9799, reader_cost=0.0002 | ETA 05:52:16
2020-11-06 09:38:13 [INFO] [TRAIN] epoch=158, iter=58440/80000, loss=0.0976, lr=0.003073, batch_cost=0.9854, reader_cost=0.0001 | ETA 05:54:05
2020-11-06 09:38:22 [INFO] [TRAIN] epoch=158, iter=58450/80000, loss=0.0805, lr=0.003071, batch_cost=0.9881, reader_cost=0.0001 | ETA 05:54:54
2020-11-06 09:38:32 [INFO] [TRAIN] epoch=158, iter=58460/80000, loss=0.1111, lr=0.003070, batch_cost=0.9847, reader_cost=0.0001 | ETA 05:53:29
2020-11-06 09:38:43 [INFO] [TRAIN] epoch=158, iter=58470/80000, loss=0.0907, lr=0.003069, batch_cost=1.0289, reader_cost=0.0002 | ETA 06:09:13
2020-11-06 09:38:53 [INFO] [TRAIN] epoch=158, iter=58480/80000, loss=0.1323, lr=0.003068, batch_cost=1.0267, reader_cost=0.0001 | ETA 06:08:15
2020-11-06 09:39:03 [INFO] [TRAIN] epoch=158, iter=58490/80000, loss=0.0751, lr=0.003066, batch_cost=1.0347, reader_cost=0.0001 | ETA 06:10:55
2020-11-06 09:39:14 [INFO] [TRAIN] epoch=158, iter=58500/80000, loss=0.0751, lr=0.003065, batch_cost=1.0295, reader_cost=0.0001 | ETA 06:08:54
2020-11-06 09:39:23 [INFO] [TRAIN] epoch=158, iter=58510/80000, loss=0.0801, lr=0.003064, batch_cost=0.9891, reader_cost=0.0002 | ETA 05:54:16
2020-11-06 09:39:33 [INFO] [TRAIN] epoch=158, iter=58520/80000, loss=0.0959, lr=0.003062, batch_cost=0.9900, reader_cost=0.0001 | ETA 05:54:24
2020-11-06 09:39:43 [INFO] [TRAIN] epoch=158, iter=58530/80000, loss=0.0985, lr=0.003061, batch_cost=0.9900, reader_cost=0.0001 | ETA 05:54:14
2020-11-06 09:39:53 [INFO] [TRAIN] epoch=158, iter=58540/80000, loss=0.0706, lr=0.003060, batch_cost=0.9947, reader_cost=0.0002 | ETA 05:55:46
2020-11-06 09:40:03 [INFO] [TRAIN] epoch=158, iter=58550/80000, loss=0.1152, lr=0.003059, batch_cost=1.0029, reader_cost=0.0002 | ETA 05:58:32
2020-11-06 09:40:13 [INFO] [TRAIN] epoch=158, iter=58560/80000, loss=0.1002, lr=0.003057, batch_cost=0.9863, reader_cost=0.0001 | ETA 05:52:26
2020-11-06 09:40:23 [INFO] [TRAIN] epoch=158, iter=58570/80000, loss=0.0958, lr=0.003056, batch_cost=0.9974, reader_cost=0.0002 | ETA 05:56:14
2020-11-06 09:40:33 [INFO] [TRAIN] epoch=158, iter=58580/80000, loss=0.0869, lr=0.003055, batch_cost=0.9908, reader_cost=0.0002 | ETA 05:53:42
2020-11-06 09:40:43 [INFO] [TRAIN] epoch=158, iter=58590/80000, loss=0.0609, lr=0.003053, batch_cost=0.9968, reader_cost=0.0001 | ETA 05:55:42
2020-11-06 09:40:53 [INFO] [TRAIN] epoch=158, iter=58600/80000, loss=0.0683, lr=0.003052, batch_cost=0.9912, reader_cost=0.0001 | ETA 05:53:32
2020-11-06 09:41:03 [INFO] [TRAIN] epoch=158, iter=58610/80000, loss=0.0756, lr=0.003051, batch_cost=0.9886, reader_cost=0.0001 | ETA 05:52:26
2020-11-06 09:41:13 [INFO] [TRAIN] epoch=158, iter=58620/80000, loss=0.0687, lr=0.003050, batch_cost=0.9824, reader_cost=0.0002 | ETA 05:50:02
2020-11-06 09:41:22 [INFO] [TRAIN] epoch=158, iter=58630/80000, loss=0.0917, lr=0.003048, batch_cost=0.9828, reader_cost=0.0002 | ETA 05:50:01
2020-11-06 09:41:32 [INFO] [TRAIN] epoch=158, iter=58640/80000, loss=0.0836, lr=0.003047, batch_cost=0.9888, reader_cost=0.0002 | ETA 05:52:00
2020-11-06 09:41:42 [INFO] [TRAIN] epoch=158, iter=58650/80000, loss=0.0730, lr=0.003046, batch_cost=0.9815, reader_cost=0.0001 | ETA 05:49:14
2020-11-06 09:41:52 [INFO] [TRAIN] epoch=158, iter=58660/80000, loss=0.0828, lr=0.003044, batch_cost=0.9873, reader_cost=0.0002 | ETA 05:51:09
2020-11-06 09:42:02 [INFO] [TRAIN] epoch=158, iter=58670/80000, loss=0.1158, lr=0.003043, batch_cost=1.0085, reader_cost=0.0001 | ETA 05:58:31
2020-11-06 09:42:12 [INFO] [TRAIN] epoch=158, iter=58680/80000, loss=0.1703, lr=0.003042, batch_cost=0.9914, reader_cost=0.0002 | ETA 05:52:16
2020-11-06 09:42:22 [INFO] [TRAIN] epoch=158, iter=58690/80000, loss=0.1079, lr=0.003041, batch_cost=0.9974, reader_cost=0.0002 | ETA 05:54:13
2020-11-06 09:42:32 [INFO] [TRAIN] epoch=158, iter=58700/80000, loss=0.0969, lr=0.003039, batch_cost=0.9946, reader_cost=0.0002 | ETA 05:53:04
2020-11-06 09:42:42 [INFO] [TRAIN] epoch=158, iter=58710/80000, loss=0.0911, lr=0.003038, batch_cost=0.9959, reader_cost=0.0002 | ETA 05:53:21
2020-11-06 09:42:52 [INFO] [TRAIN] epoch=158, iter=58720/80000, loss=0.0684, lr=0.003037, batch_cost=0.9965, reader_cost=0.0002 | ETA 05:53:25
2020-11-06 09:43:02 [INFO] [TRAIN] epoch=158, iter=58730/80000, loss=0.0679, lr=0.003035, batch_cost=0.9946, reader_cost=0.0001 | ETA 05:52:35
2020-11-06 09:43:12 [INFO] [TRAIN] epoch=158, iter=58740/80000, loss=0.0809, lr=0.003034, batch_cost=1.0073, reader_cost=0.0002 | ETA 05:56:55
2020-11-06 09:43:22 [INFO] [TRAIN] epoch=158, iter=58750/80000, loss=0.0806, lr=0.003033, batch_cost=0.9946, reader_cost=0.0002 | ETA 05:52:14
2020-11-06 09:43:32 [INFO] [TRAIN] epoch=158, iter=58760/80000, loss=0.1161, lr=0.003032, batch_cost=1.0017, reader_cost=0.0002 | ETA 05:54:35
2020-11-06 09:43:42 [INFO] [TRAIN] epoch=158, iter=58770/80000, loss=0.0836, lr=0.003030, batch_cost=1.0108, reader_cost=0.0001 | ETA 05:57:40
2020-11-06 09:43:58 [INFO] [TRAIN] epoch=159, iter=58780/80000, loss=0.0989, lr=0.003029, batch_cost=1.5853, reader_cost=0.0942 | ETA 09:20:40
2020-11-06 09:44:08 [INFO] [TRAIN] epoch=159, iter=58790/80000, loss=0.0862, lr=0.003028, batch_cost=1.0097, reader_cost=0.0004 | ETA 05:56:55
2020-11-06 09:44:18 [INFO] [TRAIN] epoch=159, iter=58800/80000, loss=0.1179, lr=0.003026, batch_cost=0.9992, reader_cost=0.0002 | ETA 05:53:03
2020-11-06 09:44:28 [INFO] [TRAIN] epoch=159, iter=58810/80000, loss=0.1113, lr=0.003025, batch_cost=0.9884, reader_cost=0.0001 | ETA 05:49:03
2020-11-06 09:44:38 [INFO] [TRAIN] epoch=159, iter=58820/80000, loss=0.1152, lr=0.003024, batch_cost=0.9950, reader_cost=0.0001 | ETA 05:51:14
2020-11-06 09:44:48 [INFO] [TRAIN] epoch=159, iter=58830/80000, loss=0.1752, lr=0.003023, batch_cost=0.9912, reader_cost=0.0001 | ETA 05:49:43
2020-11-06 09:44:58 [INFO] [TRAIN] epoch=159, iter=58840/80000, loss=0.0707, lr=0.003021, batch_cost=1.0023, reader_cost=0.0002 | ETA 05:53:28
2020-11-06 09:45:08 [INFO] [TRAIN] epoch=159, iter=58850/80000, loss=0.0988, lr=0.003020, batch_cost=1.0355, reader_cost=0.0002 | ETA 06:05:01
2020-11-06 09:45:18 [INFO] [TRAIN] epoch=159, iter=58860/80000, loss=0.0846, lr=0.003019, batch_cost=1.0400, reader_cost=0.0002 | ETA 06:06:24
2020-11-06 09:45:29 [INFO] [TRAIN] epoch=159, iter=58870/80000, loss=0.0826, lr=0.003017, batch_cost=1.0178, reader_cost=0.0002 | ETA 05:58:26
2020-11-06 09:45:38 [INFO] [TRAIN] epoch=159, iter=58880/80000, loss=0.0845, lr=0.003016, batch_cost=0.9857, reader_cost=0.0002 | ETA 05:46:57
2020-11-06 09:45:48 [INFO] [TRAIN] epoch=159, iter=58890/80000, loss=0.0794, lr=0.003015, batch_cost=1.0022, reader_cost=0.0002 | ETA 05:52:37
2020-11-06 09:45:59 [INFO] [TRAIN] epoch=159, iter=58900/80000, loss=0.0989, lr=0.003014, batch_cost=1.0162, reader_cost=0.0002 | ETA 05:57:21
2020-11-06 09:46:09 [INFO] [TRAIN] epoch=159, iter=58910/80000, loss=0.0971, lr=0.003012, batch_cost=0.9935, reader_cost=0.0002 | ETA 05:49:13
2020-11-06 09:46:19 [INFO] [TRAIN] epoch=159, iter=58920/80000, loss=0.1148, lr=0.003011, batch_cost=1.0244, reader_cost=0.0002 | ETA 05:59:54
2020-11-06 09:46:29 [INFO] [TRAIN] epoch=159, iter=58930/80000, loss=0.0989, lr=0.003010, batch_cost=1.0056, reader_cost=0.0002 | ETA 05:53:06
2020-11-06 09:46:39 [INFO] [TRAIN] epoch=159, iter=58940/80000, loss=0.0949, lr=0.003009, batch_cost=1.0190, reader_cost=0.0002 | ETA 05:57:39
2020-11-06 09:46:49 [INFO] [TRAIN] epoch=159, iter=58950/80000, loss=0.1130, lr=0.003007, batch_cost=0.9968, reader_cost=0.0002 | ETA 05:49:41
2020-11-06 09:46:59 [INFO] [TRAIN] epoch=159, iter=58960/80000, loss=0.0787, lr=0.003006, batch_cost=1.0357, reader_cost=0.0002 | ETA 06:03:11
2020-11-06 09:47:09 [INFO] [TRAIN] epoch=159, iter=58970/80000, loss=0.0666, lr=0.003005, batch_cost=1.0038, reader_cost=0.0002 | ETA 05:51:50
2020-11-06 09:47:19 [INFO] [TRAIN] epoch=159, iter=58980/80000, loss=0.0823, lr=0.003003, batch_cost=0.9868, reader_cost=0.0002 | ETA 05:45:41
2020-11-06 09:47:29 [INFO] [TRAIN] epoch=159, iter=58990/80000, loss=0.0720, lr=0.003002, batch_cost=0.9822, reader_cost=0.0002 | ETA 05:43:56
2020-11-06 09:47:39 [INFO] [TRAIN] epoch=159, iter=59000/80000, loss=0.0789, lr=0.003001, batch_cost=0.9841, reader_cost=0.0001 | ETA 05:44:26
2020-11-06 09:47:49 [INFO] [TRAIN] epoch=159, iter=59010/80000, loss=0.0609, lr=0.002999, batch_cost=0.9850, reader_cost=0.0001 | ETA 05:44:36
2020-11-06 09:47:59 [INFO] [TRAIN] epoch=159, iter=59020/80000, loss=0.0898, lr=0.002998, batch_cost=0.9874, reader_cost=0.0002 | ETA 05:45:15
2020-11-06 09:48:08 [INFO] [TRAIN] epoch=159, iter=59030/80000, loss=0.0801, lr=0.002997, batch_cost=0.9866, reader_cost=0.0001 | ETA 05:44:48
2020-11-06 09:48:19 [INFO] [TRAIN] epoch=159, iter=59040/80000, loss=0.0861, lr=0.002996, batch_cost=1.0432, reader_cost=0.0002 | ETA 06:04:25
2020-11-06 09:48:29 [INFO] [TRAIN] epoch=159, iter=59050/80000, loss=0.1284, lr=0.002994, batch_cost=0.9955, reader_cost=0.0002 | ETA 05:47:35
2020-11-06 09:48:39 [INFO] [TRAIN] epoch=159, iter=59060/80000, loss=0.1075, lr=0.002993, batch_cost=0.9933, reader_cost=0.0001 | ETA 05:46:39
2020-11-06 09:48:49 [INFO] [TRAIN] epoch=159, iter=59070/80000, loss=0.0839, lr=0.002992, batch_cost=0.9873, reader_cost=0.0001 | ETA 05:44:24
2020-11-06 09:48:59 [INFO] [TRAIN] epoch=159, iter=59080/80000, loss=0.1036, lr=0.002990, batch_cost=0.9862, reader_cost=0.0001 | ETA 05:43:51
2020-11-06 09:49:08 [INFO] [TRAIN] epoch=159, iter=59090/80000, loss=0.0699, lr=0.002989, batch_cost=0.9788, reader_cost=0.0002 | ETA 05:41:06
2020-11-06 09:49:18 [INFO] [TRAIN] epoch=159, iter=59100/80000, loss=0.0870, lr=0.002988, batch_cost=0.9777, reader_cost=0.0002 | ETA 05:40:33
2020-11-06 09:49:28 [INFO] [TRAIN] epoch=159, iter=59110/80000, loss=0.0904, lr=0.002987, batch_cost=0.9810, reader_cost=0.0002 | ETA 05:41:34
2020-11-06 09:49:38 [INFO] [TRAIN] epoch=159, iter=59120/80000, loss=0.0735, lr=0.002985, batch_cost=0.9783, reader_cost=0.0001 | ETA 05:40:26
2020-11-06 09:49:47 [INFO] [TRAIN] epoch=159, iter=59130/80000, loss=0.0815, lr=0.002984, batch_cost=0.9760, reader_cost=0.0002 | ETA 05:39:29
2020-11-06 09:49:57 [INFO] [TRAIN] epoch=159, iter=59140/80000, loss=0.1368, lr=0.002983, batch_cost=0.9777, reader_cost=0.0002 | ETA 05:39:55
2020-11-06 09:50:09 [INFO] [TRAIN] epoch=160, iter=59150/80000, loss=0.0937, lr=0.002981, batch_cost=1.1993, reader_cost=0.1424 | ETA 06:56:46
2020-11-06 09:50:20 [INFO] [TRAIN] epoch=160, iter=59160/80000, loss=0.0960, lr=0.002980, batch_cost=1.0343, reader_cost=0.0005 | ETA 05:59:13
2020-11-06 09:50:30 [INFO] [TRAIN] epoch=160, iter=59170/80000, loss=0.1074, lr=0.002979, batch_cost=1.0275, reader_cost=0.0002 | ETA 05:56:43
2020-11-06 09:50:40 [INFO] [TRAIN] epoch=160, iter=59180/80000, loss=0.0872, lr=0.002978, batch_cost=1.0307, reader_cost=0.0002 | ETA 05:57:38
2020-11-06 09:50:50 [INFO] [TRAIN] epoch=160, iter=59190/80000, loss=0.1019, lr=0.002976, batch_cost=1.0276, reader_cost=0.0002 | ETA 05:56:23
2020-11-06 09:51:01 [INFO] [TRAIN] epoch=160, iter=59200/80000, loss=0.1010, lr=0.002975, batch_cost=1.0273, reader_cost=0.0002 | ETA 05:56:06
2020-11-06 09:51:11 [INFO] [TRAIN] epoch=160, iter=59210/80000, loss=0.1164, lr=0.002974, batch_cost=1.0396, reader_cost=0.0001 | ETA 06:00:13
2020-11-06 09:51:21 [INFO] [TRAIN] epoch=160, iter=59220/80000, loss=0.0833, lr=0.002972, batch_cost=1.0236, reader_cost=0.0001 | ETA 05:54:31
2020-11-06 09:51:32 [INFO] [TRAIN] epoch=160, iter=59230/80000, loss=0.0731, lr=0.002971, batch_cost=1.0429, reader_cost=0.0001 | ETA 06:01:01
2020-11-06 09:51:42 [INFO] [TRAIN] epoch=160, iter=59240/80000, loss=0.0734, lr=0.002970, batch_cost=1.0240, reader_cost=0.0001 | ETA 05:54:19
2020-11-06 09:51:52 [INFO] [TRAIN] epoch=160, iter=59250/80000, loss=0.0637, lr=0.002969, batch_cost=1.0436, reader_cost=0.0001 | ETA 06:00:55
2020-11-06 09:52:03 [INFO] [TRAIN] epoch=160, iter=59260/80000, loss=0.0652, lr=0.002967, batch_cost=1.0216, reader_cost=0.0001 | ETA 05:53:07
2020-11-06 09:52:13 [INFO] [TRAIN] epoch=160, iter=59270/80000, loss=0.0697, lr=0.002966, batch_cost=1.0501, reader_cost=0.0001 | ETA 06:02:48
2020-11-06 09:52:24 [INFO] [TRAIN] epoch=160, iter=59280/80000, loss=0.0786, lr=0.002965, batch_cost=1.0376, reader_cost=0.0002 | ETA 05:58:18
2020-11-06 09:52:34 [INFO] [TRAIN] epoch=160, iter=59290/80000, loss=0.1298, lr=0.002963, batch_cost=1.0361, reader_cost=0.0001 | ETA 05:57:36
2020-11-06 09:52:44 [INFO] [TRAIN] epoch=160, iter=59300/80000, loss=0.0808, lr=0.002962, batch_cost=1.0055, reader_cost=0.0021 | ETA 05:46:54
2020-11-06 09:52:54 [INFO] [TRAIN] epoch=160, iter=59310/80000, loss=0.0750, lr=0.002961, batch_cost=1.0266, reader_cost=0.0002 | ETA 05:53:59
2020-11-06 09:53:04 [INFO] [TRAIN] epoch=160, iter=59320/80000, loss=0.1130, lr=0.002960, batch_cost=0.9938, reader_cost=0.0002 | ETA 05:42:32
2020-11-06 09:53:14 [INFO] [TRAIN] epoch=160, iter=59330/80000, loss=0.0907, lr=0.002958, batch_cost=1.0081, reader_cost=0.0002 | ETA 05:47:17
2020-11-06 09:53:24 [INFO] [TRAIN] epoch=160, iter=59340/80000, loss=0.0907, lr=0.002957, batch_cost=0.9951, reader_cost=0.0002 | ETA 05:42:38
2020-11-06 09:53:34 [INFO] [TRAIN] epoch=160, iter=59350/80000, loss=0.0834, lr=0.002956, batch_cost=0.9882, reader_cost=0.0002 | ETA 05:40:06
2020-11-06 09:53:44 [INFO] [TRAIN] epoch=160, iter=59360/80000, loss=0.0600, lr=0.002954, batch_cost=0.9917, reader_cost=0.0002 | ETA 05:41:09
2020-11-06 09:53:54 [INFO] [TRAIN] epoch=160, iter=59370/80000, loss=0.0925, lr=0.002953, batch_cost=1.0142, reader_cost=0.0002 | ETA 05:48:42
2020-11-06 09:54:05 [INFO] [TRAIN] epoch=160, iter=59380/80000, loss=0.0636, lr=0.002952, batch_cost=1.0474, reader_cost=0.0002 | ETA 05:59:56
2020-11-06 09:54:15 [INFO] [TRAIN] epoch=160, iter=59390/80000, loss=0.0948, lr=0.002951, batch_cost=1.0255, reader_cost=0.0001 | ETA 05:52:14
2020-11-06 09:54:25 [INFO] [TRAIN] epoch=160, iter=59400/80000, loss=0.0638, lr=0.002949, batch_cost=1.0189, reader_cost=0.0002 | ETA 05:49:48
2020-11-06 09:54:35 [INFO] [TRAIN] epoch=160, iter=59410/80000, loss=0.0731, lr=0.002948, batch_cost=1.0110, reader_cost=0.0002 | ETA 05:46:57
2020-11-06 09:54:46 [INFO] [TRAIN] epoch=160, iter=59420/80000, loss=0.0936, lr=0.002947, batch_cost=1.0486, reader_cost=0.0002 | ETA 05:59:41
2020-11-06 09:54:56 [INFO] [TRAIN] epoch=160, iter=59430/80000, loss=0.1282, lr=0.002945, batch_cost=1.0244, reader_cost=0.0002 | ETA 05:51:12
2020-11-06 09:55:06 [INFO] [TRAIN] epoch=160, iter=59440/80000, loss=0.0769, lr=0.002944, batch_cost=1.0417, reader_cost=0.0002 | ETA 05:56:57
2020-11-06 09:55:16 [INFO] [TRAIN] epoch=160, iter=59450/80000, loss=0.0946, lr=0.002943, batch_cost=0.9856, reader_cost=0.0002 | ETA 05:37:33
2020-11-06 09:55:26 [INFO] [TRAIN] epoch=160, iter=59460/80000, loss=0.0611, lr=0.002942, batch_cost=0.9818, reader_cost=0.0001 | ETA 05:36:06
2020-11-06 09:55:36 [INFO] [TRAIN] epoch=160, iter=59470/80000, loss=0.0897, lr=0.002940, batch_cost=0.9814, reader_cost=0.0002 | ETA 05:35:48
2020-11-06 09:55:46 [INFO] [TRAIN] epoch=160, iter=59480/80000, loss=0.1277, lr=0.002939, batch_cost=0.9790, reader_cost=0.0002 | ETA 05:34:49
2020-11-06 09:55:55 [INFO] [TRAIN] epoch=160, iter=59490/80000, loss=0.0721, lr=0.002938, batch_cost=0.9812, reader_cost=0.0001 | ETA 05:35:24
2020-11-06 09:56:05 [INFO] [TRAIN] epoch=160, iter=59500/80000, loss=0.0655, lr=0.002936, batch_cost=0.9814, reader_cost=0.0001 | ETA 05:35:18
2020-11-06 09:56:15 [INFO] [TRAIN] epoch=160, iter=59510/80000, loss=0.1686, lr=0.002935, batch_cost=0.9832, reader_cost=0.0001 | ETA 05:35:45
2020-11-06 09:56:25 [INFO] [TRAIN] epoch=160, iter=59520/80000, loss=0.1058, lr=0.002934, batch_cost=0.9703, reader_cost=0.0001 | ETA 05:31:11
2020-11-06 09:56:37 [INFO] [TRAIN] epoch=161, iter=59530/80000, loss=0.0966, lr=0.002933, batch_cost=1.2425, reader_cost=0.1473 | ETA 07:03:54
2020-11-06 09:56:47 [INFO] [TRAIN] epoch=161, iter=59540/80000, loss=0.1166, lr=0.002931, batch_cost=1.0191, reader_cost=0.0005 | ETA 05:47:29
2020-11-06 09:56:58 [INFO] [TRAIN] epoch=161, iter=59550/80000, loss=0.0825, lr=0.002930, batch_cost=1.0459, reader_cost=0.0010 | ETA 05:56:27
2020-11-06 09:57:09 [INFO] [TRAIN] epoch=161, iter=59560/80000, loss=0.0905, lr=0.002929, batch_cost=1.0749, reader_cost=0.0002 | ETA 06:06:11
2020-11-06 09:57:19 [INFO] [TRAIN] epoch=161, iter=59570/80000, loss=0.1093, lr=0.002927, batch_cost=0.9954, reader_cost=0.0001 | ETA 05:38:55
2020-11-06 09:57:29 [INFO] [TRAIN] epoch=161, iter=59580/80000, loss=0.0878, lr=0.002926, batch_cost=1.0320, reader_cost=0.0001 | ETA 05:51:13
2020-11-06 09:57:39 [INFO] [TRAIN] epoch=161, iter=59590/80000, loss=0.0910, lr=0.002925, batch_cost=1.0242, reader_cost=0.0001 | ETA 05:48:24
2020-11-06 09:57:50 [INFO] [TRAIN] epoch=161, iter=59600/80000, loss=0.0948, lr=0.002924, batch_cost=1.0491, reader_cost=0.0001 | ETA 05:56:41
2020-11-06 09:58:00 [INFO] [TRAIN] epoch=161, iter=59610/80000, loss=0.0876, lr=0.002922, batch_cost=0.9990, reader_cost=0.0001 | ETA 05:39:29
2020-11-06 09:58:10 [INFO] [TRAIN] epoch=161, iter=59620/80000, loss=0.0881, lr=0.002921, batch_cost=0.9903, reader_cost=0.0001 | ETA 05:36:21
2020-11-06 09:58:20 [INFO] [TRAIN] epoch=161, iter=59630/80000, loss=0.0730, lr=0.002920, batch_cost=1.0128, reader_cost=0.0001 | ETA 05:43:49
2020-11-06 09:58:30 [INFO] [TRAIN] epoch=161, iter=59640/80000, loss=0.1073, lr=0.002918, batch_cost=1.0052, reader_cost=0.0001 | ETA 05:41:06
2020-11-06 09:58:40 [INFO] [TRAIN] epoch=161, iter=59650/80000, loss=0.0982, lr=0.002917, batch_cost=1.0035, reader_cost=0.0001 | ETA 05:40:21
2020-11-06 09:58:50 [INFO] [TRAIN] epoch=161, iter=59660/80000, loss=0.1349, lr=0.002916, batch_cost=0.9987, reader_cost=0.0002 | ETA 05:38:33
2020-11-06 09:59:00 [INFO] [TRAIN] epoch=161, iter=59670/80000, loss=0.1000, lr=0.002914, batch_cost=0.9964, reader_cost=0.0002 | ETA 05:37:35
2020-11-06 09:59:10 [INFO] [TRAIN] epoch=161, iter=59680/80000, loss=0.0787, lr=0.002913, batch_cost=1.0003, reader_cost=0.0002 | ETA 05:38:46
2020-11-06 09:59:20 [INFO] [TRAIN] epoch=161, iter=59690/80000, loss=0.0848, lr=0.002912, batch_cost=1.0078, reader_cost=0.0002 | ETA 05:41:09
2020-11-06 09:59:30 [INFO] [TRAIN] epoch=161, iter=59700/80000, loss=0.0734, lr=0.002911, batch_cost=1.0173, reader_cost=0.0002 | ETA 05:44:11
2020-11-06 09:59:40 [INFO] [TRAIN] epoch=161, iter=59710/80000, loss=0.1019, lr=0.002909, batch_cost=1.0389, reader_cost=0.0001 | ETA 05:51:18
2020-11-06 09:59:52 [INFO] [TRAIN] epoch=161, iter=59720/80000, loss=0.0801, lr=0.002908, batch_cost=1.1368, reader_cost=0.0001 | ETA 06:24:14
2020-11-06 10:00:03 [INFO] [TRAIN] epoch=161, iter=59730/80000, loss=0.0551, lr=0.002907, batch_cost=1.0857, reader_cost=0.0001 | ETA 06:06:47
2020-11-06 10:00:13 [INFO] [TRAIN] epoch=161, iter=59740/80000, loss=0.0752, lr=0.002905, batch_cost=1.0027, reader_cost=0.0001 | ETA 05:38:34
2020-11-06 10:00:23 [INFO] [TRAIN] epoch=161, iter=59750/80000, loss=0.0647, lr=0.002904, batch_cost=0.9982, reader_cost=0.0001 | ETA 05:36:54
2020-11-06 10:00:32 [INFO] [TRAIN] epoch=161, iter=59760/80000, loss=0.0745, lr=0.002903, batch_cost=0.9886, reader_cost=0.0001 | ETA 05:33:29
2020-11-06 10:00:43 [INFO] [TRAIN] epoch=161, iter=59770/80000, loss=0.0570, lr=0.002902, batch_cost=1.0073, reader_cost=0.0001 | ETA 05:39:36
2020-11-06 10:00:53 [INFO] [TRAIN] epoch=161, iter=59780/80000, loss=0.0759, lr=0.002900, batch_cost=1.0516, reader_cost=0.0001 | ETA 05:54:23
2020-11-06 10:01:03 [INFO] [TRAIN] epoch=161, iter=59790/80000, loss=0.0949, lr=0.002899, batch_cost=1.0226, reader_cost=0.0001 | ETA 05:44:26
2020-11-06 10:01:14 [INFO] [TRAIN] epoch=161, iter=59800/80000, loss=0.1102, lr=0.002898, batch_cost=1.0755, reader_cost=0.0002 | ETA 06:02:05
2020-11-06 10:01:24 [INFO] [TRAIN] epoch=161, iter=59810/80000, loss=0.1208, lr=0.002896, batch_cost=1.0330, reader_cost=0.0002 | ETA 05:47:35
2020-11-06 10:01:34 [INFO] [TRAIN] epoch=161, iter=59820/80000, loss=0.1034, lr=0.002895, batch_cost=0.9902, reader_cost=0.0001 | ETA 05:33:01
2020-11-06 10:01:44 [INFO] [TRAIN] epoch=161, iter=59830/80000, loss=0.0753, lr=0.002894, batch_cost=0.9857, reader_cost=0.0001 | ETA 05:31:22
2020-11-06 10:01:54 [INFO] [TRAIN] epoch=161, iter=59840/80000, loss=0.0657, lr=0.002893, batch_cost=1.0020, reader_cost=0.0001 | ETA 05:36:40
2020-11-06 10:02:04 [INFO] [TRAIN] epoch=161, iter=59850/80000, loss=0.0687, lr=0.002891, batch_cost=0.9848, reader_cost=0.0001 | ETA 05:30:43
2020-11-06 10:02:14 [INFO] [TRAIN] epoch=161, iter=59860/80000, loss=0.0986, lr=0.002890, batch_cost=0.9985, reader_cost=0.0001 | ETA 05:35:09
2020-11-06 10:02:24 [INFO] [TRAIN] epoch=161, iter=59870/80000, loss=0.0661, lr=0.002889, batch_cost=0.9830, reader_cost=0.0001 | ETA 05:29:48
2020-11-06 10:02:34 [INFO] [TRAIN] epoch=161, iter=59880/80000, loss=0.1286, lr=0.002887, batch_cost=1.0248, reader_cost=0.0001 | ETA 05:43:39
2020-11-06 10:02:44 [INFO] [TRAIN] epoch=161, iter=59890/80000, loss=0.1036, lr=0.002886, batch_cost=1.0085, reader_cost=0.0001 | ETA 05:38:01
2020-11-06 10:02:57 [INFO] [TRAIN] epoch=162, iter=59900/80000, loss=0.0829, lr=0.002885, batch_cost=1.2425, reader_cost=0.1101 | ETA 06:56:14
2020-11-06 10:03:06 [INFO] [TRAIN] epoch=162, iter=59910/80000, loss=0.0825, lr=0.002884, batch_cost=0.9854, reader_cost=0.0004 | ETA 05:29:56
2020-11-06 10:03:16 [INFO] [TRAIN] epoch=162, iter=59920/80000, loss=0.0893, lr=0.002882, batch_cost=0.9874, reader_cost=0.0002 | ETA 05:30:26
2020-11-06 10:03:26 [INFO] [TRAIN] epoch=162, iter=59930/80000, loss=0.0751, lr=0.002881, batch_cost=0.9974, reader_cost=0.0002 | ETA 05:33:37
2020-11-06 10:03:36 [INFO] [TRAIN] epoch=162, iter=59940/80000, loss=0.0865, lr=0.002880, batch_cost=0.9981, reader_cost=0.0002 | ETA 05:33:41
2020-11-06 10:03:46 [INFO] [TRAIN] epoch=162, iter=59950/80000, loss=0.1541, lr=0.002878, batch_cost=0.9854, reader_cost=0.0001 | ETA 05:29:17
2020-11-06 10:03:56 [INFO] [TRAIN] epoch=162, iter=59960/80000, loss=0.0954, lr=0.002877, batch_cost=0.9966, reader_cost=0.0001 | ETA 05:32:52
2020-11-06 10:04:06 [INFO] [TRAIN] epoch=162, iter=59970/80000, loss=0.1339, lr=0.002876, batch_cost=0.9976, reader_cost=0.0007 | ETA 05:33:02
2020-11-06 10:04:16 [INFO] [TRAIN] epoch=162, iter=59980/80000, loss=0.0853, lr=0.002874, batch_cost=0.9851, reader_cost=0.0001 | ETA 05:28:41
2020-11-06 10:04:26 [INFO] [TRAIN] epoch=162, iter=59990/80000, loss=0.0860, lr=0.002873, batch_cost=1.0091, reader_cost=0.0001 | ETA 05:36:31
2020-11-06 10:04:36 [INFO] [TRAIN] epoch=162, iter=60000/80000, loss=0.0957, lr=0.002872, batch_cost=1.0091, reader_cost=0.0001 | ETA 05:36:21
2020-11-06 10:04:41 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 10:09:50 [INFO] [EVAL] #Images=500 mIoU=0.8022 Acc=0.9650 Kappa=0.9545
2020-11-06 10:09:50 [INFO] [EVAL] Category IoU:
[0.9824 0.856 0.9352 0.6483 0.6505 0.6852 0.7327 0.8165 0.9299 0.6367
0.951 0.8449 0.6777 0.9584 0.8236 0.8915 0.7458 0.6832 0.7931]
2020-11-06 10:09:50 [INFO] [EVAL] Category Acc:
[0.9906 0.9244 0.9647 0.8291 0.8129 0.8444 0.8273 0.9098 0.9569 0.8981
0.9684 0.9033 0.8018 0.9778 0.8964 0.9277 0.9703 0.8015 0.8905]
2020-11-06 10:09:50 [INFO] [EVAL] The model with the best validation mIoU (0.8041) was saved at iter 54000.
2020-11-06 10:10:00 [INFO] [TRAIN] epoch=162, iter=60010/80000, loss=0.0838, lr=0.002871, batch_cost=1.0478, reader_cost=0.0001 | ETA 05:49:05
2020-11-06 10:10:11 [INFO] [TRAIN] epoch=162, iter=60020/80000, loss=0.0866, lr=0.002869, batch_cost=1.0852, reader_cost=0.0001 | ETA 06:01:22
2020-11-06 10:10:22 [INFO] [TRAIN] epoch=162, iter=60030/80000, loss=0.0891, lr=0.002868, batch_cost=1.0489, reader_cost=0.0002 | ETA 05:49:07
2020-11-06 10:10:32 [INFO] [TRAIN] epoch=162, iter=60040/80000, loss=0.0882, lr=0.002867, batch_cost=1.0368, reader_cost=0.0001 | ETA 05:44:54
2020-11-06 10:10:42 [INFO] [TRAIN] epoch=162, iter=60050/80000, loss=0.0773, lr=0.002865, batch_cost=0.9872, reader_cost=0.0001 | ETA 05:28:15
2020-11-06 10:10:52 [INFO] [TRAIN] epoch=162, iter=60060/80000, loss=0.0894, lr=0.002864, batch_cost=0.9928, reader_cost=0.0001 | ETA 05:29:57
2020-11-06 10:11:02 [INFO] [TRAIN] epoch=162, iter=60070/80000, loss=0.0818, lr=0.002863, batch_cost=0.9856, reader_cost=0.0001 | ETA 05:27:22
2020-11-06 10:11:12 [INFO] [TRAIN] epoch=162, iter=60080/80000, loss=0.0859, lr=0.002862, batch_cost=0.9958, reader_cost=0.0001 | ETA 05:30:36
2020-11-06 10:11:22 [INFO] [TRAIN] epoch=162, iter=60090/80000, loss=0.0822, lr=0.002860, batch_cost=1.0004, reader_cost=0.0001 | ETA 05:31:58
2020-11-06 10:11:31 [INFO] [TRAIN] epoch=162, iter=60100/80000, loss=0.0467, lr=0.002859, batch_cost=0.9882, reader_cost=0.0001 | ETA 05:27:45
2020-11-06 10:11:41 [INFO] [TRAIN] epoch=162, iter=60110/80000, loss=0.0798, lr=0.002858, batch_cost=0.9835, reader_cost=0.0001 | ETA 05:26:01
2020-11-06 10:11:51 [INFO] [TRAIN] epoch=162, iter=60120/80000, loss=0.0634, lr=0.002856, batch_cost=0.9972, reader_cost=0.0001 | ETA 05:30:25
2020-11-06 10:12:02 [INFO] [TRAIN] epoch=162, iter=60130/80000, loss=0.0761, lr=0.002855, batch_cost=1.0616, reader_cost=0.0001 | ETA 05:51:33
2020-11-06 10:12:12 [INFO] [TRAIN] epoch=162, iter=60140/80000, loss=0.0895, lr=0.002854, batch_cost=0.9911, reader_cost=0.0009 | ETA 05:28:03
2020-11-06 10:12:22 [INFO] [TRAIN] epoch=162, iter=60150/80000, loss=0.0860, lr=0.002852, batch_cost=0.9923, reader_cost=0.0001 | ETA 05:28:17
2020-11-06 10:12:32 [INFO] [TRAIN] epoch=162, iter=60160/80000, loss=0.0872, lr=0.002851, batch_cost=1.0036, reader_cost=0.0001 | ETA 05:31:51
2020-11-06 10:12:42 [INFO] [TRAIN] epoch=162, iter=60170/80000, loss=0.1148, lr=0.002850, batch_cost=1.0441, reader_cost=0.0001 | ETA 05:45:03
2020-11-06 10:12:52 [INFO] [TRAIN] epoch=162, iter=60180/80000, loss=0.1027, lr=0.002849, batch_cost=1.0212, reader_cost=0.0001 | ETA 05:37:20
2020-11-06 10:13:03 [INFO] [TRAIN] epoch=162, iter=60190/80000, loss=0.0837, lr=0.002847, batch_cost=1.0361, reader_cost=0.0001 | ETA 05:42:04
2020-11-06 10:13:13 [INFO] [TRAIN] epoch=162, iter=60200/80000, loss=0.0872, lr=0.002846, batch_cost=1.0326, reader_cost=0.0001 | ETA 05:40:45
2020-11-06 10:13:23 [INFO] [TRAIN] epoch=162, iter=60210/80000, loss=0.0660, lr=0.002845, batch_cost=1.0148, reader_cost=0.0001 | ETA 05:34:43
2020-11-06 10:13:34 [INFO] [TRAIN] epoch=162, iter=60220/80000, loss=0.0683, lr=0.002843, batch_cost=1.0381, reader_cost=0.0001 | ETA 05:42:12
2020-11-06 10:13:44 [INFO] [TRAIN] epoch=162, iter=60230/80000, loss=0.0775, lr=0.002842, batch_cost=1.0192, reader_cost=0.0001 | ETA 05:35:49
2020-11-06 10:13:54 [INFO] [TRAIN] epoch=162, iter=60240/80000, loss=0.0756, lr=0.002841, batch_cost=1.0386, reader_cost=0.0001 | ETA 05:42:03
2020-11-06 10:14:04 [INFO] [TRAIN] epoch=162, iter=60250/80000, loss=0.0961, lr=0.002840, batch_cost=1.0195, reader_cost=0.0001 | ETA 05:35:36
2020-11-06 10:14:15 [INFO] [TRAIN] epoch=162, iter=60260/80000, loss=0.1046, lr=0.002838, batch_cost=1.0160, reader_cost=0.0001 | ETA 05:34:16
2020-11-06 10:14:26 [INFO] [TRAIN] epoch=163, iter=60270/80000, loss=0.1064, lr=0.002837, batch_cost=1.1688, reader_cost=0.0950 | ETA 06:24:21
2020-11-06 10:14:36 [INFO] [TRAIN] epoch=163, iter=60280/80000, loss=0.0964, lr=0.002836, batch_cost=0.9852, reader_cost=0.0005 | ETA 05:23:48
2020-11-06 10:14:46 [INFO] [TRAIN] epoch=163, iter=60290/80000, loss=0.0705, lr=0.002834, batch_cost=0.9813, reader_cost=0.0002 | ETA 05:22:21
2020-11-06 10:14:56 [INFO] [TRAIN] epoch=163, iter=60300/80000, loss=0.1233, lr=0.002833, batch_cost=0.9807, reader_cost=0.0002 | ETA 05:22:00
2020-11-06 10:15:06 [INFO] [TRAIN] epoch=163, iter=60310/80000, loss=0.0822, lr=0.002832, batch_cost=0.9908, reader_cost=0.0002 | ETA 05:25:08
2020-11-06 10:15:15 [INFO] [TRAIN] epoch=163, iter=60320/80000, loss=0.1331, lr=0.002830, batch_cost=0.9825, reader_cost=0.0002 | ETA 05:22:15
2020-11-06 10:15:25 [INFO] [TRAIN] epoch=163, iter=60330/80000, loss=0.0771, lr=0.002829, batch_cost=0.9963, reader_cost=0.0002 | ETA 05:26:37
2020-11-06 10:15:36 [INFO] [TRAIN] epoch=163, iter=60340/80000, loss=0.0902, lr=0.002828, batch_cost=1.0402, reader_cost=0.0002 | ETA 05:40:50
2020-11-06 10:15:46 [INFO] [TRAIN] epoch=163, iter=60350/80000, loss=0.0697, lr=0.002827, batch_cost=1.0147, reader_cost=0.0002 | ETA 05:32:19
2020-11-06 10:15:57 [INFO] [TRAIN] epoch=163, iter=60360/80000, loss=0.0850, lr=0.002825, batch_cost=1.0786, reader_cost=0.0002 | ETA 05:53:04
2020-11-06 10:16:07 [INFO] [TRAIN] epoch=163, iter=60370/80000, loss=0.0632, lr=0.002824, batch_cost=1.0329, reader_cost=0.0002 | ETA 05:37:56
2020-11-06 10:16:17 [INFO] [TRAIN] epoch=163, iter=60380/80000, loss=0.0952, lr=0.002823, batch_cost=0.9982, reader_cost=0.0002 | ETA 05:26:25
2020-11-06 10:16:27 [INFO] [TRAIN] epoch=163, iter=60390/80000, loss=0.0810, lr=0.002821, batch_cost=1.0152, reader_cost=0.0002 | ETA 05:31:47
2020-11-06 10:16:38 [INFO] [TRAIN] epoch=163, iter=60400/80000, loss=0.1234, lr=0.002820, batch_cost=1.0513, reader_cost=0.0002 | ETA 05:43:24
2020-11-06 10:16:48 [INFO] [TRAIN] epoch=163, iter=60410/80000, loss=0.1023, lr=0.002819, batch_cost=1.0772, reader_cost=0.0002 | ETA 05:51:42
2020-11-06 10:16:59 [INFO] [TRAIN] epoch=163, iter=60420/80000, loss=0.0954, lr=0.002818, batch_cost=1.0946, reader_cost=0.0002 | ETA 05:57:11
2020-11-06 10:17:10 [INFO] [TRAIN] epoch=163, iter=60430/80000, loss=0.1203, lr=0.002816, batch_cost=1.0277, reader_cost=0.0002 | ETA 05:35:12
2020-11-06 10:17:20 [INFO] [TRAIN] epoch=163, iter=60440/80000, loss=0.0792, lr=0.002815, batch_cost=1.0061, reader_cost=0.0002 | ETA 05:27:59
2020-11-06 10:17:30 [INFO] [TRAIN] epoch=163, iter=60450/80000, loss=0.0927, lr=0.002814, batch_cost=1.0535, reader_cost=0.0002 | ETA 05:43:16
2020-11-06 10:17:41 [INFO] [TRAIN] epoch=163, iter=60460/80000, loss=0.1164, lr=0.002812, batch_cost=1.0593, reader_cost=0.0002 | ETA 05:44:58
2020-11-06 10:17:51 [INFO] [TRAIN] epoch=163, iter=60470/80000, loss=0.0881, lr=0.002811, batch_cost=1.0393, reader_cost=0.0001 | ETA 05:38:16
2020-11-06 10:18:01 [INFO] [TRAIN] epoch=163, iter=60480/80000, loss=0.0825, lr=0.002810, batch_cost=0.9956, reader_cost=0.0002 | ETA 05:23:53
2020-11-06 10:18:11 [INFO] [TRAIN] epoch=163, iter=60490/80000, loss=0.0762, lr=0.002808, batch_cost=0.9853, reader_cost=0.0002 | ETA 05:20:23
2020-11-06 10:18:21 [INFO] [TRAIN] epoch=163, iter=60500/80000, loss=0.0661, lr=0.002807, batch_cost=0.9885, reader_cost=0.0001 | ETA 05:21:16
2020-11-06 10:18:31 [INFO] [TRAIN] epoch=163, iter=60510/80000, loss=0.0975, lr=0.002806, batch_cost=0.9857, reader_cost=0.0001 | ETA 05:20:11
2020-11-06 10:18:41 [INFO] [TRAIN] epoch=163, iter=60520/80000, loss=0.0768, lr=0.002805, batch_cost=0.9943, reader_cost=0.0001 | ETA 05:22:48
2020-11-06 10:18:51 [INFO] [TRAIN] epoch=163, iter=60530/80000, loss=0.1138, lr=0.002803, batch_cost=0.9848, reader_cost=0.0001 | ETA 05:19:33
2020-11-06 10:19:01 [INFO] [TRAIN] epoch=163, iter=60540/80000, loss=0.0944, lr=0.002802, batch_cost=0.9873, reader_cost=0.0002 | ETA 05:20:12
2020-11-06 10:19:10 [INFO] [TRAIN] epoch=163, iter=60550/80000, loss=0.1327, lr=0.002801, batch_cost=0.9855, reader_cost=0.0002 | ETA 05:19:28
2020-11-06 10:19:20 [INFO] [TRAIN] epoch=163, iter=60560/80000, loss=0.0883, lr=0.002799, batch_cost=0.9823, reader_cost=0.0002 | ETA 05:18:15
2020-11-06 10:19:30 [INFO] [TRAIN] epoch=163, iter=60570/80000, loss=0.0796, lr=0.002798, batch_cost=0.9824, reader_cost=0.0001 | ETA 05:18:08
2020-11-06 10:19:40 [INFO] [TRAIN] epoch=163, iter=60580/80000, loss=0.0577, lr=0.002797, batch_cost=0.9786, reader_cost=0.0001 | ETA 05:16:44
2020-11-06 10:19:50 [INFO] [TRAIN] epoch=163, iter=60590/80000, loss=0.0774, lr=0.002796, batch_cost=0.9849, reader_cost=0.0001 | ETA 05:18:36
2020-11-06 10:19:59 [INFO] [TRAIN] epoch=163, iter=60600/80000, loss=0.0696, lr=0.002794, batch_cost=0.9831, reader_cost=0.0001 | ETA 05:17:51
2020-11-06 10:20:09 [INFO] [TRAIN] epoch=163, iter=60610/80000, loss=0.0910, lr=0.002793, batch_cost=0.9774, reader_cost=0.0001 | ETA 05:15:51
2020-11-06 10:20:19 [INFO] [TRAIN] epoch=163, iter=60620/80000, loss=0.0957, lr=0.002792, batch_cost=0.9845, reader_cost=0.0001 | ETA 05:18:00
2020-11-06 10:20:29 [INFO] [TRAIN] epoch=163, iter=60630/80000, loss=0.1113, lr=0.002790, batch_cost=0.9867, reader_cost=0.0001 | ETA 05:18:32
2020-11-06 10:20:41 [INFO] [TRAIN] epoch=164, iter=60640/80000, loss=0.1686, lr=0.002789, batch_cost=1.1741, reader_cost=0.0959 | ETA 06:18:50
2020-11-06 10:20:51 [INFO] [TRAIN] epoch=164, iter=60650/80000, loss=0.0807, lr=0.002788, batch_cost=0.9875, reader_cost=0.0005 | ETA 05:18:28
2020-11-06 10:21:00 [INFO] [TRAIN] epoch=164, iter=60660/80000, loss=0.1271, lr=0.002786, batch_cost=0.9859, reader_cost=0.0002 | ETA 05:17:46
2020-11-06 10:21:10 [INFO] [TRAIN] epoch=164, iter=60670/80000, loss=0.0870, lr=0.002785, batch_cost=0.9868, reader_cost=0.0002 | ETA 05:17:55
2020-11-06 10:21:20 [INFO] [TRAIN] epoch=164, iter=60680/80000, loss=0.0862, lr=0.002784, batch_cost=0.9974, reader_cost=0.0002 | ETA 05:21:09
2020-11-06 10:21:30 [INFO] [TRAIN] epoch=164, iter=60690/80000, loss=0.1009, lr=0.002783, batch_cost=0.9832, reader_cost=0.0002 | ETA 05:16:25
2020-11-06 10:21:40 [INFO] [TRAIN] epoch=164, iter=60700/80000, loss=0.0750, lr=0.002781, batch_cost=0.9929, reader_cost=0.0002 | ETA 05:19:22
2020-11-06 10:21:50 [INFO] [TRAIN] epoch=164, iter=60710/80000, loss=0.1002, lr=0.002780, batch_cost=0.9932, reader_cost=0.0002 | ETA 05:19:18
2020-11-06 10:22:00 [INFO] [TRAIN] epoch=164, iter=60720/80000, loss=0.1041, lr=0.002779, batch_cost=0.9935, reader_cost=0.0002 | ETA 05:19:14
2020-11-06 10:22:10 [INFO] [TRAIN] epoch=164, iter=60730/80000, loss=0.1242, lr=0.002777, batch_cost=0.9861, reader_cost=0.0002 | ETA 05:16:42
2020-11-06 10:22:20 [INFO] [TRAIN] epoch=164, iter=60740/80000, loss=0.0571, lr=0.002776, batch_cost=0.9832, reader_cost=0.0002 | ETA 05:15:36
2020-11-06 10:22:30 [INFO] [TRAIN] epoch=164, iter=60750/80000, loss=0.0763, lr=0.002775, batch_cost=1.0238, reader_cost=0.0002 | ETA 05:28:27
2020-11-06 10:22:40 [INFO] [TRAIN] epoch=164, iter=60760/80000, loss=0.1009, lr=0.002773, batch_cost=0.9906, reader_cost=0.0002 | ETA 05:17:39
2020-11-06 10:22:50 [INFO] [TRAIN] epoch=164, iter=60770/80000, loss=0.1087, lr=0.002772, batch_cost=0.9791, reader_cost=0.0002 | ETA 05:13:47
2020-11-06 10:22:59 [INFO] [TRAIN] epoch=164, iter=60780/80000, loss=0.1004, lr=0.002771, batch_cost=0.9806, reader_cost=0.0002 | ETA 05:14:07
2020-11-06 10:23:09 [INFO] [TRAIN] epoch=164, iter=60790/80000, loss=0.0853, lr=0.002770, batch_cost=0.9785, reader_cost=0.0002 | ETA 05:13:17
2020-11-06 10:23:19 [INFO] [TRAIN] epoch=164, iter=60800/80000, loss=0.0892, lr=0.002768, batch_cost=0.9874, reader_cost=0.0002 | ETA 05:15:57
2020-11-06 10:23:29 [INFO] [TRAIN] epoch=164, iter=60810/80000, loss=0.0682, lr=0.002767, batch_cost=0.9801, reader_cost=0.0002 | ETA 05:13:27
2020-11-06 10:23:39 [INFO] [TRAIN] epoch=164, iter=60820/80000, loss=0.0873, lr=0.002766, batch_cost=0.9836, reader_cost=0.0002 | ETA 05:14:24
2020-11-06 10:23:49 [INFO] [TRAIN] epoch=164, iter=60830/80000, loss=0.1073, lr=0.002764, batch_cost=1.0062, reader_cost=0.0002 | ETA 05:21:29
2020-11-06 10:23:59 [INFO] [TRAIN] epoch=164, iter=60840/80000, loss=0.0980, lr=0.002763, batch_cost=1.0438, reader_cost=0.0001 | ETA 05:33:18
2020-11-06 10:24:09 [INFO] [TRAIN] epoch=164, iter=60850/80000, loss=0.0591, lr=0.002762, batch_cost=1.0276, reader_cost=0.0001 | ETA 05:27:58
2020-11-06 10:24:20 [INFO] [TRAIN] epoch=164, iter=60860/80000, loss=0.1010, lr=0.002760, batch_cost=1.0296, reader_cost=0.0001 | ETA 05:28:25
2020-11-06 10:24:30 [INFO] [TRAIN] epoch=164, iter=60870/80000, loss=0.0499, lr=0.002759, batch_cost=1.0380, reader_cost=0.0002 | ETA 05:30:57
2020-11-06 10:24:40 [INFO] [TRAIN] epoch=164, iter=60880/80000, loss=0.0735, lr=0.002758, batch_cost=1.0089, reader_cost=0.0002 | ETA 05:21:30
2020-11-06 10:24:50 [INFO] [TRAIN] epoch=164, iter=60890/80000, loss=0.0663, lr=0.002757, batch_cost=0.9978, reader_cost=0.0002 | ETA 05:17:48
2020-11-06 10:25:01 [INFO] [TRAIN] epoch=164, iter=60900/80000, loss=0.0903, lr=0.002755, batch_cost=1.0369, reader_cost=0.0002 | ETA 05:30:04
2020-11-06 10:25:11 [INFO] [TRAIN] epoch=164, iter=60910/80000, loss=0.0924, lr=0.002754, batch_cost=1.0392, reader_cost=0.0002 | ETA 05:30:39
2020-11-06 10:25:21 [INFO] [TRAIN] epoch=164, iter=60920/80000, loss=0.0778, lr=0.002753, batch_cost=1.0221, reader_cost=0.0002 | ETA 05:25:02
2020-11-06 10:25:32 [INFO] [TRAIN] epoch=164, iter=60930/80000, loss=0.0986, lr=0.002751, batch_cost=1.0412, reader_cost=0.0002 | ETA 05:30:56
2020-11-06 10:25:42 [INFO] [TRAIN] epoch=164, iter=60940/80000, loss=0.1015, lr=0.002750, batch_cost=1.0742, reader_cost=0.0002 | ETA 05:41:14
2020-11-06 10:25:53 [INFO] [TRAIN] epoch=164, iter=60950/80000, loss=0.0612, lr=0.002749, batch_cost=1.0301, reader_cost=0.0002 | ETA 05:27:03
2020-11-06 10:26:03 [INFO] [TRAIN] epoch=164, iter=60960/80000, loss=0.0691, lr=0.002748, batch_cost=1.0494, reader_cost=0.0002 | ETA 05:32:59
2020-11-06 10:26:13 [INFO] [TRAIN] epoch=164, iter=60970/80000, loss=0.1069, lr=0.002746, batch_cost=1.0284, reader_cost=0.0001 | ETA 05:26:10
2020-11-06 10:26:24 [INFO] [TRAIN] epoch=164, iter=60980/80000, loss=0.0893, lr=0.002745, batch_cost=1.0433, reader_cost=0.0001 | ETA 05:30:43
2020-11-06 10:26:34 [INFO] [TRAIN] epoch=164, iter=60990/80000, loss=0.1122, lr=0.002744, batch_cost=1.0527, reader_cost=0.0002 | ETA 05:33:32
2020-11-06 10:26:45 [INFO] [TRAIN] epoch=164, iter=61000/80000, loss=0.1155, lr=0.002742, batch_cost=1.0643, reader_cost=0.0001 | ETA 05:37:01
2020-11-06 10:26:57 [INFO] [TRAIN] epoch=165, iter=61010/80000, loss=0.1016, lr=0.002741, batch_cost=1.1600, reader_cost=0.1452 | ETA 06:07:08
2020-11-06 10:27:07 [INFO] [TRAIN] epoch=165, iter=61020/80000, loss=0.0819, lr=0.002740, batch_cost=1.0037, reader_cost=0.0004 | ETA 05:17:29
2020-11-06 10:27:17 [INFO] [TRAIN] epoch=165, iter=61030/80000, loss=0.0884, lr=0.002738, batch_cost=1.0734, reader_cost=0.0002 | ETA 05:39:23
2020-11-06 10:27:28 [INFO] [TRAIN] epoch=165, iter=61040/80000, loss=0.1041, lr=0.002737, batch_cost=1.0481, reader_cost=0.0002 | ETA 05:31:11
2020-11-06 10:27:38 [INFO] [TRAIN] epoch=165, iter=61050/80000, loss=0.0914, lr=0.002736, batch_cost=1.0449, reader_cost=0.0001 | ETA 05:30:00
2020-11-06 10:27:49 [INFO] [TRAIN] epoch=165, iter=61060/80000, loss=0.1099, lr=0.002735, batch_cost=1.0900, reader_cost=0.0001 | ETA 05:44:04
2020-11-06 10:28:00 [INFO] [TRAIN] epoch=165, iter=61070/80000, loss=0.0914, lr=0.002733, batch_cost=1.0485, reader_cost=0.0002 | ETA 05:30:47
2020-11-06 10:28:10 [INFO] [TRAIN] epoch=165, iter=61080/80000, loss=0.1267, lr=0.002732, batch_cost=1.0103, reader_cost=0.0002 | ETA 05:18:33
2020-11-06 10:28:20 [INFO] [TRAIN] epoch=165, iter=61090/80000, loss=0.0663, lr=0.002731, batch_cost=1.0241, reader_cost=0.0002 | ETA 05:22:46
2020-11-06 10:28:30 [INFO] [TRAIN] epoch=165, iter=61100/80000, loss=0.1106, lr=0.002729, batch_cost=1.0332, reader_cost=0.0001 | ETA 05:25:26
2020-11-06 10:28:40 [INFO] [TRAIN] epoch=165, iter=61110/80000, loss=0.0939, lr=0.002728, batch_cost=0.9893, reader_cost=0.0002 | ETA 05:11:27
2020-11-06 10:28:50 [INFO] [TRAIN] epoch=165, iter=61120/80000, loss=0.0733, lr=0.002727, batch_cost=0.9936, reader_cost=0.0001 | ETA 05:12:39
2020-11-06 10:29:00 [INFO] [TRAIN] epoch=165, iter=61130/80000, loss=0.0947, lr=0.002725, batch_cost=0.9988, reader_cost=0.0002 | ETA 05:14:06
2020-11-06 10:29:11 [INFO] [TRAIN] epoch=165, iter=61140/80000, loss=0.1131, lr=0.002724, batch_cost=1.0410, reader_cost=0.0001 | ETA 05:27:12
2020-11-06 10:29:21 [INFO] [TRAIN] epoch=165, iter=61150/80000, loss=0.1125, lr=0.002723, batch_cost=0.9980, reader_cost=0.0002 | ETA 05:13:31
2020-11-06 10:29:30 [INFO] [TRAIN] epoch=165, iter=61160/80000, loss=0.0822, lr=0.002722, batch_cost=0.9927, reader_cost=0.0002 | ETA 05:11:41
2020-11-06 10:29:40 [INFO] [TRAIN] epoch=165, iter=61170/80000, loss=0.0774, lr=0.002720, batch_cost=0.9925, reader_cost=0.0001 | ETA 05:11:29
2020-11-06 10:29:50 [INFO] [TRAIN] epoch=165, iter=61180/80000, loss=0.0834, lr=0.002719, batch_cost=0.9954, reader_cost=0.0001 | ETA 05:12:13
2020-11-06 10:30:00 [INFO] [TRAIN] epoch=165, iter=61190/80000, loss=0.1145, lr=0.002718, batch_cost=0.9978, reader_cost=0.0001 | ETA 05:12:48
2020-11-06 10:30:10 [INFO] [TRAIN] epoch=165, iter=61200/80000, loss=0.0831, lr=0.002716, batch_cost=0.9951, reader_cost=0.0001 | ETA 05:11:47
2020-11-06 10:30:20 [INFO] [TRAIN] epoch=165, iter=61210/80000, loss=0.0659, lr=0.002715, batch_cost=0.9926, reader_cost=0.0001 | ETA 05:10:50
2020-11-06 10:30:30 [INFO] [TRAIN] epoch=165, iter=61220/80000, loss=0.0719, lr=0.002714, batch_cost=0.9896, reader_cost=0.0001 | ETA 05:09:44
2020-11-06 10:30:40 [INFO] [TRAIN] epoch=165, iter=61230/80000, loss=0.0812, lr=0.002712, batch_cost=0.9902, reader_cost=0.0001 | ETA 05:09:46
2020-11-06 10:30:50 [INFO] [TRAIN] epoch=165, iter=61240/80000, loss=0.0711, lr=0.002711, batch_cost=0.9887, reader_cost=0.0001 | ETA 05:09:08
2020-11-06 10:31:00 [INFO] [TRAIN] epoch=165, iter=61250/80000, loss=0.0745, lr=0.002710, batch_cost=0.9897, reader_cost=0.0001 | ETA 05:09:17
2020-11-06 10:31:10 [INFO] [TRAIN] epoch=165, iter=61260/80000, loss=0.0765, lr=0.002709, batch_cost=0.9837, reader_cost=0.0002 | ETA 05:07:14
2020-11-06 10:31:19 [INFO] [TRAIN] epoch=165, iter=61270/80000, loss=0.1062, lr=0.002707, batch_cost=0.9830, reader_cost=0.0002 | ETA 05:06:51
2020-11-06 10:31:29 [INFO] [TRAIN] epoch=165, iter=61280/80000, loss=0.0910, lr=0.002706, batch_cost=0.9925, reader_cost=0.0001 | ETA 05:09:39
2020-11-06 10:31:40 [INFO] [TRAIN] epoch=165, iter=61290/80000, loss=0.1077, lr=0.002705, batch_cost=1.0102, reader_cost=0.0002 | ETA 05:15:01
2020-11-06 10:31:50 [INFO] [TRAIN] epoch=165, iter=61300/80000, loss=0.0741, lr=0.002703, batch_cost=1.0499, reader_cost=0.0002 | ETA 05:27:12
2020-11-06 10:32:01 [INFO] [TRAIN] epoch=165, iter=61310/80000, loss=0.0904, lr=0.002702, batch_cost=1.1061, reader_cost=0.0002 | ETA 05:44:32
2020-11-06 10:32:11 [INFO] [TRAIN] epoch=165, iter=61320/80000, loss=0.0561, lr=0.002701, batch_cost=1.0392, reader_cost=0.0002 | ETA 05:23:31
2020-11-06 10:32:22 [INFO] [TRAIN] epoch=165, iter=61330/80000, loss=0.0829, lr=0.002699, batch_cost=1.0591, reader_cost=0.0002 | ETA 05:29:32
2020-11-06 10:32:32 [INFO] [TRAIN] epoch=165, iter=61340/80000, loss=0.0985, lr=0.002698, batch_cost=1.0326, reader_cost=0.0002 | ETA 05:21:07
2020-11-06 10:32:43 [INFO] [TRAIN] epoch=165, iter=61350/80000, loss=0.0867, lr=0.002697, batch_cost=1.0542, reader_cost=0.0002 | ETA 05:27:40
2020-11-06 10:32:53 [INFO] [TRAIN] epoch=165, iter=61360/80000, loss=0.0889, lr=0.002696, batch_cost=1.0257, reader_cost=0.0002 | ETA 05:18:39
2020-11-06 10:33:03 [INFO] [TRAIN] epoch=165, iter=61370/80000, loss=0.1119, lr=0.002694, batch_cost=0.9944, reader_cost=0.0002 | ETA 05:08:46
2020-11-06 10:33:13 [INFO] [TRAIN] epoch=165, iter=61380/80000, loss=0.1089, lr=0.002693, batch_cost=0.9725, reader_cost=0.0001 | ETA 05:01:48
2020-11-06 10:33:25 [INFO] [TRAIN] epoch=166, iter=61390/80000, loss=0.0745, lr=0.002692, batch_cost=1.1652, reader_cost=0.1383 | ETA 06:01:23
2020-11-06 10:33:34 [INFO] [TRAIN] epoch=166, iter=61400/80000, loss=0.0984, lr=0.002690, batch_cost=0.9716, reader_cost=0.0005 | ETA 05:01:11
2020-11-06 10:33:44 [INFO] [TRAIN] epoch=166, iter=61410/80000, loss=0.0834, lr=0.002689, batch_cost=0.9712, reader_cost=0.0002 | ETA 05:00:55
2020-11-06 10:33:54 [INFO] [TRAIN] epoch=166, iter=61420/80000, loss=0.0874, lr=0.002688, batch_cost=0.9725, reader_cost=0.0002 | ETA 05:01:09
2020-11-06 10:34:04 [INFO] [TRAIN] epoch=166, iter=61430/80000, loss=0.1063, lr=0.002686, batch_cost=1.0428, reader_cost=0.0002 | ETA 05:22:44
2020-11-06 10:34:14 [INFO] [TRAIN] epoch=166, iter=61440/80000, loss=0.0914, lr=0.002685, batch_cost=1.0394, reader_cost=0.0002 | ETA 05:21:30
2020-11-06 10:34:24 [INFO] [TRAIN] epoch=166, iter=61450/80000, loss=0.1118, lr=0.002684, batch_cost=0.9960, reader_cost=0.0002 | ETA 05:07:55
2020-11-06 10:34:35 [INFO] [TRAIN] epoch=166, iter=61460/80000, loss=0.1034, lr=0.002682, batch_cost=1.0064, reader_cost=0.0002 | ETA 05:10:58
2020-11-06 10:34:45 [INFO] [TRAIN] epoch=166, iter=61470/80000, loss=0.0647, lr=0.002681, batch_cost=1.0272, reader_cost=0.0002 | ETA 05:17:13
2020-11-06 10:34:56 [INFO] [TRAIN] epoch=166, iter=61480/80000, loss=0.0720, lr=0.002680, batch_cost=1.1648, reader_cost=0.0002 | ETA 05:59:31
2020-11-06 10:35:06 [INFO] [TRAIN] epoch=166, iter=61490/80000, loss=0.0939, lr=0.002679, batch_cost=0.9828, reader_cost=0.0001 | ETA 05:03:12
2020-11-06 10:35:16 [INFO] [TRAIN] epoch=166, iter=61500/80000, loss=0.0897, lr=0.002677, batch_cost=0.9794, reader_cost=0.0001 | ETA 05:01:59
2020-11-06 10:35:27 [INFO] [TRAIN] epoch=166, iter=61510/80000, loss=0.0880, lr=0.002676, batch_cost=1.0688, reader_cost=0.0002 | ETA 05:29:21
2020-11-06 10:35:37 [INFO] [TRAIN] epoch=166, iter=61520/80000, loss=0.0940, lr=0.002675, batch_cost=1.0054, reader_cost=0.0002 | ETA 05:09:40
2020-11-06 10:35:47 [INFO] [TRAIN] epoch=166, iter=61530/80000, loss=0.0835, lr=0.002673, batch_cost=0.9769, reader_cost=0.0001 | ETA 05:00:42
2020-11-06 10:35:56 [INFO] [TRAIN] epoch=166, iter=61540/80000, loss=0.0834, lr=0.002672, batch_cost=0.9881, reader_cost=0.0001 | ETA 05:04:00
2020-11-06 10:36:06 [INFO] [TRAIN] epoch=166, iter=61550/80000, loss=0.1143, lr=0.002671, batch_cost=0.9991, reader_cost=0.0001 | ETA 05:07:13
2020-11-06 10:36:16 [INFO] [TRAIN] epoch=166, iter=61560/80000, loss=0.0836, lr=0.002669, batch_cost=0.9885, reader_cost=0.0001 | ETA 05:03:48
2020-11-06 10:36:26 [INFO] [TRAIN] epoch=166, iter=61570/80000, loss=0.1077, lr=0.002668, batch_cost=0.9986, reader_cost=0.0001 | ETA 05:06:43
2020-11-06 10:36:37 [INFO] [TRAIN] epoch=166, iter=61580/80000, loss=0.1164, lr=0.002667, batch_cost=1.0209, reader_cost=0.0001 | ETA 05:13:25
2020-11-06 10:36:47 [INFO] [TRAIN] epoch=166, iter=61590/80000, loss=0.0601, lr=0.002666, batch_cost=1.0190, reader_cost=0.0001 | ETA 05:12:39
2020-11-06 10:36:56 [INFO] [TRAIN] epoch=166, iter=61600/80000, loss=0.0953, lr=0.002664, batch_cost=0.9732, reader_cost=0.0001 | ETA 04:58:25
2020-11-06 10:37:06 [INFO] [TRAIN] epoch=166, iter=61610/80000, loss=0.0664, lr=0.002663, batch_cost=0.9808, reader_cost=0.0001 | ETA 05:00:37
2020-11-06 10:37:16 [INFO] [TRAIN] epoch=166, iter=61620/80000, loss=0.0702, lr=0.002662, batch_cost=0.9803, reader_cost=0.0001 | ETA 05:00:18
2020-11-06 10:37:26 [INFO] [TRAIN] epoch=166, iter=61630/80000, loss=0.0798, lr=0.002660, batch_cost=0.9819, reader_cost=0.0001 | ETA 05:00:37
2020-11-06 10:37:36 [INFO] [TRAIN] epoch=166, iter=61640/80000, loss=0.0747, lr=0.002659, batch_cost=0.9849, reader_cost=0.0001 | ETA 05:01:22
2020-11-06 10:37:46 [INFO] [TRAIN] epoch=166, iter=61650/80000, loss=0.1575, lr=0.002658, batch_cost=0.9803, reader_cost=0.0001 | ETA 04:59:49
2020-11-06 10:37:55 [INFO] [TRAIN] epoch=166, iter=61660/80000, loss=0.1099, lr=0.002656, batch_cost=0.9795, reader_cost=0.0001 | ETA 04:59:23
2020-11-06 10:38:05 [INFO] [TRAIN] epoch=166, iter=61670/80000, loss=0.0907, lr=0.002655, batch_cost=0.9821, reader_cost=0.0001 | ETA 05:00:01
2020-11-06 10:38:15 [INFO] [TRAIN] epoch=166, iter=61680/80000, loss=0.0788, lr=0.002654, batch_cost=0.9784, reader_cost=0.0001 | ETA 04:58:44
2020-11-06 10:38:25 [INFO] [TRAIN] epoch=166, iter=61690/80000, loss=0.0820, lr=0.002653, batch_cost=0.9825, reader_cost=0.0001 | ETA 04:59:48
2020-11-06 10:38:35 [INFO] [TRAIN] epoch=166, iter=61700/80000, loss=0.0731, lr=0.002651, batch_cost=0.9866, reader_cost=0.0001 | ETA 05:00:55
2020-11-06 10:38:45 [INFO] [TRAIN] epoch=166, iter=61710/80000, loss=0.0821, lr=0.002650, batch_cost=0.9925, reader_cost=0.0001 | ETA 05:02:33
2020-11-06 10:38:55 [INFO] [TRAIN] epoch=166, iter=61720/80000, loss=0.0858, lr=0.002649, batch_cost=1.0035, reader_cost=0.0001 | ETA 05:05:43
2020-11-06 10:39:05 [INFO] [TRAIN] epoch=166, iter=61730/80000, loss=0.0544, lr=0.002647, batch_cost=1.0298, reader_cost=0.0001 | ETA 05:13:35
2020-11-06 10:39:15 [INFO] [TRAIN] epoch=166, iter=61740/80000, loss=0.1428, lr=0.002646, batch_cost=0.9937, reader_cost=0.0001 | ETA 05:02:24
2020-11-06 10:39:25 [INFO] [TRAIN] epoch=166, iter=61750/80000, loss=0.1223, lr=0.002645, batch_cost=0.9814, reader_cost=0.0001 | ETA 04:58:29
2020-11-06 10:39:36 [INFO] [TRAIN] epoch=167, iter=61760/80000, loss=0.0753, lr=0.002643, batch_cost=1.1551, reader_cost=0.1657 | ETA 05:51:08
2020-11-06 10:39:46 [INFO] [TRAIN] epoch=167, iter=61770/80000, loss=0.1041, lr=0.002642, batch_cost=0.9743, reader_cost=0.0005 | ETA 04:56:02
2020-11-06 10:39:56 [INFO] [TRAIN] epoch=167, iter=61780/80000, loss=0.0745, lr=0.002641, batch_cost=0.9741, reader_cost=0.0001 | ETA 04:55:47
2020-11-06 10:40:05 [INFO] [TRAIN] epoch=167, iter=61790/80000, loss=0.0735, lr=0.002639, batch_cost=0.9783, reader_cost=0.0001 | ETA 04:56:54
2020-11-06 10:40:15 [INFO] [TRAIN] epoch=167, iter=61800/80000, loss=0.0843, lr=0.002638, batch_cost=0.9800, reader_cost=0.0001 | ETA 04:57:15
2020-11-06 10:40:25 [INFO] [TRAIN] epoch=167, iter=61810/80000, loss=0.1201, lr=0.002637, batch_cost=0.9766, reader_cost=0.0001 | ETA 04:56:04
2020-11-06 10:40:35 [INFO] [TRAIN] epoch=167, iter=61820/80000, loss=0.0832, lr=0.002636, batch_cost=0.9797, reader_cost=0.0001 | ETA 04:56:50
2020-11-06 10:40:45 [INFO] [TRAIN] epoch=167, iter=61830/80000, loss=0.0909, lr=0.002634, batch_cost=0.9795, reader_cost=0.0002 | ETA 04:56:38
2020-11-06 10:40:54 [INFO] [TRAIN] epoch=167, iter=61840/80000, loss=0.0749, lr=0.002633, batch_cost=0.9775, reader_cost=0.0001 | ETA 04:55:50
2020-11-06 10:41:04 [INFO] [TRAIN] epoch=167, iter=61850/80000, loss=0.0679, lr=0.002632, batch_cost=0.9797, reader_cost=0.0001 | ETA 04:56:21
2020-11-06 10:41:14 [INFO] [TRAIN] epoch=167, iter=61860/80000, loss=0.0551, lr=0.002630, batch_cost=0.9810, reader_cost=0.0002 | ETA 04:56:34
2020-11-06 10:41:24 [INFO] [TRAIN] epoch=167, iter=61870/80000, loss=0.0999, lr=0.002629, batch_cost=0.9847, reader_cost=0.0002 | ETA 04:57:33
2020-11-06 10:41:34 [INFO] [TRAIN] epoch=167, iter=61880/80000, loss=0.0971, lr=0.002628, batch_cost=0.9936, reader_cost=0.0002 | ETA 05:00:04
2020-11-06 10:41:44 [INFO] [TRAIN] epoch=167, iter=61890/80000, loss=0.0860, lr=0.002626, batch_cost=0.9816, reader_cost=0.0001 | ETA 04:56:17
2020-11-06 10:41:53 [INFO] [TRAIN] epoch=167, iter=61900/80000, loss=0.0858, lr=0.002625, batch_cost=0.9859, reader_cost=0.0001 | ETA 04:57:24
2020-11-06 10:42:03 [INFO] [TRAIN] epoch=167, iter=61910/80000, loss=0.0922, lr=0.002624, batch_cost=0.9823, reader_cost=0.0001 | ETA 04:56:09
2020-11-06 10:42:13 [INFO] [TRAIN] epoch=167, iter=61920/80000, loss=0.0811, lr=0.002623, batch_cost=0.9833, reader_cost=0.0001 | ETA 04:56:17
2020-11-06 10:42:23 [INFO] [TRAIN] epoch=167, iter=61930/80000, loss=0.0827, lr=0.002621, batch_cost=0.9818, reader_cost=0.0001 | ETA 04:55:40
2020-11-06 10:42:33 [INFO] [TRAIN] epoch=167, iter=61940/80000, loss=0.0878, lr=0.002620, batch_cost=0.9905, reader_cost=0.0001 | ETA 04:58:09
2020-11-06 10:42:43 [INFO] [TRAIN] epoch=167, iter=61950/80000, loss=0.0838, lr=0.002619, batch_cost=1.0508, reader_cost=0.0001 | ETA 05:16:06
2020-11-06 10:42:54 [INFO] [TRAIN] epoch=167, iter=61960/80000, loss=0.0582, lr=0.002617, batch_cost=1.0260, reader_cost=0.0002 | ETA 05:08:29
2020-11-06 10:43:04 [INFO] [TRAIN] epoch=167, iter=61970/80000, loss=0.1156, lr=0.002616, batch_cost=1.0284, reader_cost=0.0002 | ETA 05:09:02
2020-11-06 10:43:14 [INFO] [TRAIN] epoch=167, iter=61980/80000, loss=0.0677, lr=0.002615, batch_cost=1.0134, reader_cost=0.0002 | ETA 05:04:21
2020-11-06 10:43:24 [INFO] [TRAIN] epoch=167, iter=61990/80000, loss=0.0689, lr=0.002613, batch_cost=0.9872, reader_cost=0.0002 | ETA 04:56:19
2020-11-06 10:43:34 [INFO] [TRAIN] epoch=167, iter=62000/80000, loss=0.0626, lr=0.002612, batch_cost=1.0124, reader_cost=0.0009 | ETA 05:03:42
2020-11-06 10:43:39 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 10:48:52 [INFO] [EVAL] #Images=500 mIoU=0.8096 Acc=0.9651 Kappa=0.9547
2020-11-06 10:48:52 [INFO] [EVAL] Category IoU:
[0.9835 0.867 0.9323 0.5851 0.6327 0.6855 0.7377 0.8146 0.9288 0.6873
0.951 0.8466 0.6787 0.9571 0.8442 0.9163 0.8312 0.7076 0.7947]
2020-11-06 10:48:52 [INFO] [EVAL] Category Acc:
[0.9941 0.9155 0.9631 0.8647 0.8528 0.8475 0.8568 0.9027 0.9535 0.8485
0.9674 0.9106 0.8164 0.9753 0.9218 0.9561 0.9785 0.8426 0.8727]
2020-11-06 10:48:55 [INFO] [EVAL] The model with the best validation mIoU (0.8096) was saved at iter 62000.
2020-11-06 10:49:06 [INFO] [TRAIN] epoch=167, iter=62010/80000, loss=0.0971, lr=0.002611, batch_cost=1.0533, reader_cost=0.0002 | ETA 05:15:49
2020-11-06 10:49:16 [INFO] [TRAIN] epoch=167, iter=62020/80000, loss=0.1128, lr=0.002609, batch_cost=1.0239, reader_cost=0.0002 | ETA 05:06:50
2020-11-06 10:49:27 [INFO] [TRAIN] epoch=167, iter=62030/80000, loss=0.0913, lr=0.002608, batch_cost=1.0753, reader_cost=0.0002 | ETA 05:22:02
2020-11-06 10:49:37 [INFO] [TRAIN] epoch=167, iter=62040/80000, loss=0.0848, lr=0.002607, batch_cost=1.0245, reader_cost=0.0002 | ETA 05:06:39
2020-11-06 10:49:48 [INFO] [TRAIN] epoch=167, iter=62050/80000, loss=0.0806, lr=0.002606, batch_cost=1.0696, reader_cost=0.0002 | ETA 05:19:59
2020-11-06 10:49:58 [INFO] [TRAIN] epoch=167, iter=62060/80000, loss=0.0918, lr=0.002604, batch_cost=1.0171, reader_cost=0.0011 | ETA 05:04:07
2020-11-06 10:50:08 [INFO] [TRAIN] epoch=167, iter=62070/80000, loss=0.0553, lr=0.002603, batch_cost=1.0107, reader_cost=0.0002 | ETA 05:02:02
2020-11-06 10:50:18 [INFO] [TRAIN] epoch=167, iter=62080/80000, loss=0.0853, lr=0.002602, batch_cost=1.0003, reader_cost=0.0002 | ETA 04:58:45
2020-11-06 10:50:28 [INFO] [TRAIN] epoch=167, iter=62090/80000, loss=0.0775, lr=0.002600, batch_cost=1.0365, reader_cost=0.0002 | ETA 05:09:23
2020-11-06 10:50:39 [INFO] [TRAIN] epoch=167, iter=62100/80000, loss=0.0934, lr=0.002599, batch_cost=1.1133, reader_cost=0.0002 | ETA 05:32:08
2020-11-06 10:50:50 [INFO] [TRAIN] epoch=167, iter=62110/80000, loss=0.0864, lr=0.002598, batch_cost=1.0808, reader_cost=0.0002 | ETA 05:22:14
2020-11-06 10:51:01 [INFO] [TRAIN] epoch=167, iter=62120/80000, loss=0.0907, lr=0.002596, batch_cost=1.0531, reader_cost=0.0001 | ETA 05:13:48
2020-11-06 10:51:13 [INFO] [TRAIN] epoch=168, iter=62130/80000, loss=0.1188, lr=0.002595, batch_cost=1.2188, reader_cost=0.1206 | ETA 06:03:00
2020-11-06 10:51:24 [INFO] [TRAIN] epoch=168, iter=62140/80000, loss=0.0795, lr=0.002594, batch_cost=1.0736, reader_cost=0.0005 | ETA 05:19:33
2020-11-06 10:51:35 [INFO] [TRAIN] epoch=168, iter=62150/80000, loss=0.0852, lr=0.002592, batch_cost=1.1048, reader_cost=0.0002 | ETA 05:28:41
2020-11-06 10:51:45 [INFO] [TRAIN] epoch=168, iter=62160/80000, loss=0.0799, lr=0.002591, batch_cost=1.0195, reader_cost=0.0002 | ETA 05:03:08
2020-11-06 10:51:55 [INFO] [TRAIN] epoch=168, iter=62170/80000, loss=0.0834, lr=0.002590, batch_cost=1.0001, reader_cost=0.0002 | ETA 04:57:12
2020-11-06 10:52:05 [INFO] [TRAIN] epoch=168, iter=62180/80000, loss=0.1245, lr=0.002589, batch_cost=0.9888, reader_cost=0.0002 | ETA 04:53:39
2020-11-06 10:52:15 [INFO] [TRAIN] epoch=168, iter=62190/80000, loss=0.0644, lr=0.002587, batch_cost=0.9990, reader_cost=0.0002 | ETA 04:56:31
2020-11-06 10:52:25 [INFO] [TRAIN] epoch=168, iter=62200/80000, loss=0.1030, lr=0.002586, batch_cost=0.9954, reader_cost=0.0002 | ETA 04:55:18
2020-11-06 10:52:35 [INFO] [TRAIN] epoch=168, iter=62210/80000, loss=0.0670, lr=0.002585, batch_cost=1.0045, reader_cost=0.0002 | ETA 04:57:50
2020-11-06 10:52:45 [INFO] [TRAIN] epoch=168, iter=62220/80000, loss=0.0821, lr=0.002583, batch_cost=0.9997, reader_cost=0.0010 | ETA 04:56:14
2020-11-06 10:52:55 [INFO] [TRAIN] epoch=168, iter=62230/80000, loss=0.0597, lr=0.002582, batch_cost=0.9899, reader_cost=0.0002 | ETA 04:53:09
2020-11-06 10:53:05 [INFO] [TRAIN] epoch=168, iter=62240/80000, loss=0.0790, lr=0.002581, batch_cost=0.9929, reader_cost=0.0001 | ETA 04:53:53
2020-11-06 10:53:15 [INFO] [TRAIN] epoch=168, iter=62250/80000, loss=0.0803, lr=0.002579, batch_cost=1.0280, reader_cost=0.0001 | ETA 05:04:07
2020-11-06 10:53:25 [INFO] [TRAIN] epoch=168, iter=62260/80000, loss=0.0873, lr=0.002578, batch_cost=1.0453, reader_cost=0.0001 | ETA 05:09:03
2020-11-06 10:53:36 [INFO] [TRAIN] epoch=168, iter=62270/80000, loss=0.1350, lr=0.002577, batch_cost=1.0141, reader_cost=0.0002 | ETA 04:59:39
2020-11-06 10:53:46 [INFO] [TRAIN] epoch=168, iter=62280/80000, loss=0.0836, lr=0.002575, batch_cost=1.0088, reader_cost=0.0002 | ETA 04:57:56
2020-11-06 10:53:56 [INFO] [TRAIN] epoch=168, iter=62290/80000, loss=0.0678, lr=0.002574, batch_cost=1.0575, reader_cost=0.0001 | ETA 05:12:08
2020-11-06 10:54:06 [INFO] [TRAIN] epoch=168, iter=62300/80000, loss=0.0709, lr=0.002573, batch_cost=1.0250, reader_cost=0.0001 | ETA 05:02:22
2020-11-06 10:54:17 [INFO] [TRAIN] epoch=168, iter=62310/80000, loss=0.1113, lr=0.002572, batch_cost=1.0321, reader_cost=0.0001 | ETA 05:04:17
2020-11-06 10:54:27 [INFO] [TRAIN] epoch=168, iter=62320/80000, loss=0.1089, lr=0.002570, batch_cost=1.0310, reader_cost=0.0001 | ETA 05:03:47
2020-11-06 10:54:38 [INFO] [TRAIN] epoch=168, iter=62330/80000, loss=0.0620, lr=0.002569, batch_cost=1.0549, reader_cost=0.0001 | ETA 05:10:39
2020-11-06 10:54:50 [INFO] [TRAIN] epoch=168, iter=62340/80000, loss=0.0817, lr=0.002568, batch_cost=1.2167, reader_cost=0.0001 | ETA 05:58:07
2020-11-06 10:55:00 [INFO] [TRAIN] epoch=168, iter=62350/80000, loss=0.0795, lr=0.002566, batch_cost=1.0221, reader_cost=0.0001 | ETA 05:00:39
2020-11-06 10:55:10 [INFO] [TRAIN] epoch=168, iter=62360/80000, loss=0.0689, lr=0.002565, batch_cost=1.0223, reader_cost=0.0001 | ETA 05:00:33
2020-11-06 10:55:20 [INFO] [TRAIN] epoch=168, iter=62370/80000, loss=0.0884, lr=0.002564, batch_cost=1.0207, reader_cost=0.0001 | ETA 04:59:55
2020-11-06 10:55:36 [INFO] [TRAIN] epoch=168, iter=62380/80000, loss=0.0768, lr=0.002562, batch_cost=1.5108, reader_cost=0.0001 | ETA 07:23:40
2020-11-06 10:55:57 [INFO] [TRAIN] epoch=168, iter=62390/80000, loss=0.0878, lr=0.002561, batch_cost=2.1043, reader_cost=0.0001 | ETA 10:17:35
2020-11-06 10:56:17 [INFO] [TRAIN] epoch=168, iter=62400/80000, loss=0.0870, lr=0.002560, batch_cost=2.0744, reader_cost=0.0001 | ETA 10:08:28
2020-11-06 10:56:30 [INFO] [TRAIN] epoch=168, iter=62410/80000, loss=0.1153, lr=0.002558, batch_cost=1.2612, reader_cost=0.0001 | ETA 06:09:44
2020-11-06 10:56:40 [INFO] [TRAIN] epoch=168, iter=62420/80000, loss=0.1112, lr=0.002557, batch_cost=0.9968, reader_cost=0.0001 | ETA 04:52:03
2020-11-06 10:56:50 [INFO] [TRAIN] epoch=168, iter=62430/80000, loss=0.0879, lr=0.002556, batch_cost=0.9960, reader_cost=0.0001 | ETA 04:51:39
2020-11-06 10:57:00 [INFO] [TRAIN] epoch=168, iter=62440/80000, loss=0.0649, lr=0.002555, batch_cost=0.9857, reader_cost=0.0001 | ETA 04:48:28
2020-11-06 10:57:10 [INFO] [TRAIN] epoch=168, iter=62450/80000, loss=0.0832, lr=0.002553, batch_cost=0.9846, reader_cost=0.0001 | ETA 04:48:00
2020-11-06 10:57:20 [INFO] [TRAIN] epoch=168, iter=62460/80000, loss=0.0958, lr=0.002552, batch_cost=0.9976, reader_cost=0.0001 | ETA 04:51:37
2020-11-06 10:57:30 [INFO] [TRAIN] epoch=168, iter=62470/80000, loss=0.0726, lr=0.002551, batch_cost=0.9962, reader_cost=0.0002 | ETA 04:51:04
2020-11-06 10:57:39 [INFO] [TRAIN] epoch=168, iter=62480/80000, loss=0.0826, lr=0.002549, batch_cost=0.9926, reader_cost=0.0001 | ETA 04:49:51
2020-11-06 10:57:50 [INFO] [TRAIN] epoch=168, iter=62490/80000, loss=0.1125, lr=0.002548, batch_cost=1.0115, reader_cost=0.0001 | ETA 04:55:11
2020-11-06 10:58:02 [INFO] [TRAIN] epoch=169, iter=62500/80000, loss=0.1275, lr=0.002547, batch_cost=1.2191, reader_cost=0.1354 | ETA 05:55:34
2020-11-06 10:58:12 [INFO] [TRAIN] epoch=169, iter=62510/80000, loss=0.1052, lr=0.002545, batch_cost=0.9879, reader_cost=0.0001 | ETA 04:47:58
2020-11-06 10:58:22 [INFO] [TRAIN] epoch=169, iter=62520/80000, loss=0.1633, lr=0.002544, batch_cost=0.9865, reader_cost=0.0001 | ETA 04:47:24
2020-11-06 10:58:31 [INFO] [TRAIN] epoch=169, iter=62530/80000, loss=0.0956, lr=0.002543, batch_cost=0.9813, reader_cost=0.0001 | ETA 04:45:43
2020-11-06 10:58:41 [INFO] [TRAIN] epoch=169, iter=62540/80000, loss=0.1139, lr=0.002541, batch_cost=0.9863, reader_cost=0.0001 | ETA 04:47:00
2020-11-06 10:58:51 [INFO] [TRAIN] epoch=169, iter=62550/80000, loss=0.0828, lr=0.002540, batch_cost=0.9813, reader_cost=0.0001 | ETA 04:45:23
2020-11-06 10:59:01 [INFO] [TRAIN] epoch=169, iter=62560/80000, loss=0.0722, lr=0.002539, batch_cost=0.9895, reader_cost=0.0001 | ETA 04:47:37
2020-11-06 10:59:12 [INFO] [TRAIN] epoch=169, iter=62570/80000, loss=0.1349, lr=0.002538, batch_cost=1.0773, reader_cost=0.0001 | ETA 05:12:57
2020-11-06 10:59:22 [INFO] [TRAIN] epoch=169, iter=62580/80000, loss=0.0847, lr=0.002536, batch_cost=1.0770, reader_cost=0.0001 | ETA 05:12:40
2020-11-06 10:59:32 [INFO] [TRAIN] epoch=169, iter=62590/80000, loss=0.1172, lr=0.002535, batch_cost=0.9960, reader_cost=0.0001 | ETA 04:49:01
2020-11-06 10:59:43 [INFO] [TRAIN] epoch=169, iter=62600/80000, loss=0.1805, lr=0.002534, batch_cost=1.0471, reader_cost=0.0002 | ETA 05:03:38
2020-11-06 10:59:53 [INFO] [TRAIN] epoch=169, iter=62610/80000, loss=0.0823, lr=0.002532, batch_cost=1.0306, reader_cost=0.0001 | ETA 04:58:41
2020-11-06 11:00:04 [INFO] [TRAIN] epoch=169, iter=62620/80000, loss=0.0814, lr=0.002531, batch_cost=1.0414, reader_cost=0.0001 | ETA 05:01:39
2020-11-06 11:00:14 [INFO] [TRAIN] epoch=169, iter=62630/80000, loss=0.0806, lr=0.002530, batch_cost=0.9977, reader_cost=0.0001 | ETA 04:48:50
2020-11-06 11:00:24 [INFO] [TRAIN] epoch=169, iter=62640/80000, loss=0.0912, lr=0.002528, batch_cost=0.9940, reader_cost=0.0001 | ETA 04:47:36
2020-11-06 11:00:34 [INFO] [TRAIN] epoch=169, iter=62650/80000, loss=0.0868, lr=0.002527, batch_cost=0.9992, reader_cost=0.0001 | ETA 04:48:55
2020-11-06 11:00:43 [INFO] [TRAIN] epoch=169, iter=62660/80000, loss=0.1022, lr=0.002526, batch_cost=0.9908, reader_cost=0.0001 | ETA 04:46:20
2020-11-06 11:00:53 [INFO] [TRAIN] epoch=169, iter=62670/80000, loss=0.0868, lr=0.002524, batch_cost=0.9905, reader_cost=0.0001 | ETA 04:46:05
2020-11-06 11:01:03 [INFO] [TRAIN] epoch=169, iter=62680/80000, loss=0.0931, lr=0.002523, batch_cost=0.9915, reader_cost=0.0001 | ETA 04:46:13
2020-11-06 11:01:13 [INFO] [TRAIN] epoch=169, iter=62690/80000, loss=0.1050, lr=0.002522, batch_cost=0.9960, reader_cost=0.0001 | ETA 04:47:21
2020-11-06 11:01:23 [INFO] [TRAIN] epoch=169, iter=62700/80000, loss=0.0769, lr=0.002520, batch_cost=0.9932, reader_cost=0.0001 | ETA 04:46:22
2020-11-06 11:01:33 [INFO] [TRAIN] epoch=169, iter=62710/80000, loss=0.0620, lr=0.002519, batch_cost=0.9905, reader_cost=0.0001 | ETA 04:45:25
2020-11-06 11:01:43 [INFO] [TRAIN] epoch=169, iter=62720/80000, loss=0.0854, lr=0.002518, batch_cost=0.9990, reader_cost=0.0001 | ETA 04:47:43
2020-11-06 11:01:53 [INFO] [TRAIN] epoch=169, iter=62730/80000, loss=0.0590, lr=0.002517, batch_cost=0.9819, reader_cost=0.0001 | ETA 04:42:36
2020-11-06 11:02:05 [INFO] [TRAIN] epoch=169, iter=62740/80000, loss=0.0896, lr=0.002515, batch_cost=1.1829, reader_cost=0.0002 | ETA 05:40:17
2020-11-06 11:02:15 [INFO] [TRAIN] epoch=169, iter=62750/80000, loss=0.0668, lr=0.002514, batch_cost=0.9947, reader_cost=0.0002 | ETA 04:45:59
2020-11-06 11:02:24 [INFO] [TRAIN] epoch=169, iter=62760/80000, loss=0.1022, lr=0.002513, batch_cost=0.9761, reader_cost=0.0002 | ETA 04:40:28
2020-11-06 11:02:34 [INFO] [TRAIN] epoch=169, iter=62770/80000, loss=0.1034, lr=0.002511, batch_cost=0.9757, reader_cost=0.0002 | ETA 04:40:10
2020-11-06 11:02:44 [INFO] [TRAIN] epoch=169, iter=62780/80000, loss=0.0891, lr=0.002510, batch_cost=0.9767, reader_cost=0.0001 | ETA 04:40:18
2020-11-06 11:02:54 [INFO] [TRAIN] epoch=169, iter=62790/80000, loss=0.0839, lr=0.002509, batch_cost=0.9712, reader_cost=0.0001 | ETA 04:38:34
2020-11-06 11:03:03 [INFO] [TRAIN] epoch=169, iter=62800/80000, loss=0.0727, lr=0.002507, batch_cost=0.9707, reader_cost=0.0001 | ETA 04:38:15
2020-11-06 11:03:13 [INFO] [TRAIN] epoch=169, iter=62810/80000, loss=0.0662, lr=0.002506, batch_cost=0.9716, reader_cost=0.0001 | ETA 04:38:21
2020-11-06 11:03:23 [INFO] [TRAIN] epoch=169, iter=62820/80000, loss=0.0725, lr=0.002505, batch_cost=0.9725, reader_cost=0.0001 | ETA 04:38:27
2020-11-06 11:03:32 [INFO] [TRAIN] epoch=169, iter=62830/80000, loss=0.0720, lr=0.002503, batch_cost=0.9706, reader_cost=0.0002 | ETA 04:37:44
2020-11-06 11:03:42 [INFO] [TRAIN] epoch=169, iter=62840/80000, loss=0.0640, lr=0.002502, batch_cost=0.9708, reader_cost=0.0001 | ETA 04:37:38
2020-11-06 11:03:52 [INFO] [TRAIN] epoch=169, iter=62850/80000, loss=0.0912, lr=0.002501, batch_cost=0.9709, reader_cost=0.0001 | ETA 04:37:31
2020-11-06 11:04:02 [INFO] [TRAIN] epoch=169, iter=62860/80000, loss=0.0926, lr=0.002499, batch_cost=0.9737, reader_cost=0.0001 | ETA 04:38:09
2020-11-06 11:04:13 [INFO] [TRAIN] epoch=170, iter=62870/80000, loss=0.1200, lr=0.002498, batch_cost=1.1421, reader_cost=0.1090 | ETA 05:26:03
2020-11-06 11:04:23 [INFO] [TRAIN] epoch=170, iter=62880/80000, loss=0.0734, lr=0.002497, batch_cost=0.9981, reader_cost=0.0004 | ETA 04:44:47
2020-11-06 11:04:33 [INFO] [TRAIN] epoch=170, iter=62890/80000, loss=0.0759, lr=0.002496, batch_cost=0.9887, reader_cost=0.0001 | ETA 04:41:56
2020-11-06 11:04:43 [INFO] [TRAIN] epoch=170, iter=62900/80000, loss=0.0866, lr=0.002494, batch_cost=0.9896, reader_cost=0.0001 | ETA 04:42:02
2020-11-06 11:04:53 [INFO] [TRAIN] epoch=170, iter=62910/80000, loss=0.0866, lr=0.002493, batch_cost=0.9931, reader_cost=0.0001 | ETA 04:42:51
2020-11-06 11:05:03 [INFO] [TRAIN] epoch=170, iter=62920/80000, loss=0.1197, lr=0.002492, batch_cost=0.9891, reader_cost=0.0001 | ETA 04:41:34
2020-11-06 11:05:13 [INFO] [TRAIN] epoch=170, iter=62930/80000, loss=0.1078, lr=0.002490, batch_cost=0.9887, reader_cost=0.0001 | ETA 04:41:17
2020-11-06 11:05:22 [INFO] [TRAIN] epoch=170, iter=62940/80000, loss=0.0974, lr=0.002489, batch_cost=0.9837, reader_cost=0.0001 | ETA 04:39:42
2020-11-06 11:05:32 [INFO] [TRAIN] epoch=170, iter=62950/80000, loss=0.0892, lr=0.002488, batch_cost=0.9833, reader_cost=0.0001 | ETA 04:39:25
2020-11-06 11:05:42 [INFO] [TRAIN] epoch=170, iter=62960/80000, loss=0.0825, lr=0.002486, batch_cost=0.9809, reader_cost=0.0001 | ETA 04:38:35
2020-11-06 11:05:52 [INFO] [TRAIN] epoch=170, iter=62970/80000, loss=0.0647, lr=0.002485, batch_cost=0.9824, reader_cost=0.0001 | ETA 04:38:51
2020-11-06 11:06:02 [INFO] [TRAIN] epoch=170, iter=62980/80000, loss=0.0838, lr=0.002484, batch_cost=0.9966, reader_cost=0.0001 | ETA 04:42:41
2020-11-06 11:06:12 [INFO] [TRAIN] epoch=170, iter=62990/80000, loss=0.0774, lr=0.002482, batch_cost=1.0161, reader_cost=0.0002 | ETA 04:48:04
2020-11-06 11:06:22 [INFO] [TRAIN] epoch=170, iter=63000/80000, loss=0.0792, lr=0.002481, batch_cost=0.9823, reader_cost=0.0001 | ETA 04:38:18
2020-11-06 11:06:32 [INFO] [TRAIN] epoch=170, iter=63010/80000, loss=0.1003, lr=0.002480, batch_cost=0.9883, reader_cost=0.0002 | ETA 04:39:51
2020-11-06 11:06:42 [INFO] [TRAIN] epoch=170, iter=63020/80000, loss=0.0910, lr=0.002478, batch_cost=0.9867, reader_cost=0.0002 | ETA 04:39:14
2020-11-06 11:06:51 [INFO] [TRAIN] epoch=170, iter=63030/80000, loss=0.0847, lr=0.002477, batch_cost=0.9790, reader_cost=0.0002 | ETA 04:36:53
2020-11-06 11:07:01 [INFO] [TRAIN] epoch=170, iter=63040/80000, loss=0.0698, lr=0.002476, batch_cost=0.9859, reader_cost=0.0001 | ETA 04:38:40
2020-11-06 11:07:11 [INFO] [TRAIN] epoch=170, iter=63050/80000, loss=0.0852, lr=0.002475, batch_cost=0.9826, reader_cost=0.0002 | ETA 04:37:35
2020-11-06 11:07:21 [INFO] [TRAIN] epoch=170, iter=63060/80000, loss=0.0883, lr=0.002473, batch_cost=0.9847, reader_cost=0.0002 | ETA 04:38:00
2020-11-06 11:07:31 [INFO] [TRAIN] epoch=170, iter=63070/80000, loss=0.1013, lr=0.002472, batch_cost=0.9880, reader_cost=0.0001 | ETA 04:38:47
2020-11-06 11:07:41 [INFO] [TRAIN] epoch=170, iter=63080/80000, loss=0.0683, lr=0.002471, batch_cost=0.9750, reader_cost=0.0001 | ETA 04:34:57
2020-11-06 11:07:50 [INFO] [TRAIN] epoch=170, iter=63090/80000, loss=0.0786, lr=0.002469, batch_cost=0.9778, reader_cost=0.0001 | ETA 04:35:34
2020-11-06 11:08:00 [INFO] [TRAIN] epoch=170, iter=63100/80000, loss=0.0528, lr=0.002468, batch_cost=0.9798, reader_cost=0.0001 | ETA 04:35:57
2020-11-06 11:08:10 [INFO] [TRAIN] epoch=170, iter=63110/80000, loss=0.0793, lr=0.002467, batch_cost=0.9771, reader_cost=0.0001 | ETA 04:35:03
2020-11-06 11:08:20 [INFO] [TRAIN] epoch=170, iter=63120/80000, loss=0.0694, lr=0.002465, batch_cost=0.9778, reader_cost=0.0001 | ETA 04:35:06
2020-11-06 11:08:29 [INFO] [TRAIN] epoch=170, iter=63130/80000, loss=0.0862, lr=0.002464, batch_cost=0.9832, reader_cost=0.0001 | ETA 04:36:27
2020-11-06 11:08:39 [INFO] [TRAIN] epoch=170, iter=63140/80000, loss=0.0931, lr=0.002463, batch_cost=1.0026, reader_cost=0.0002 | ETA 04:41:44
2020-11-06 11:08:50 [INFO] [TRAIN] epoch=170, iter=63150/80000, loss=0.1263, lr=0.002461, batch_cost=1.0318, reader_cost=0.0002 | ETA 04:49:45
2020-11-06 11:09:00 [INFO] [TRAIN] epoch=170, iter=63160/80000, loss=0.1207, lr=0.002460, batch_cost=1.0341, reader_cost=0.0002 | ETA 04:50:14
2020-11-06 11:09:10 [INFO] [TRAIN] epoch=170, iter=63170/80000, loss=0.1056, lr=0.002459, batch_cost=1.0344, reader_cost=0.0002 | ETA 04:50:09
2020-11-06 11:09:21 [INFO] [TRAIN] epoch=170, iter=63180/80000, loss=0.0579, lr=0.002457, batch_cost=1.0263, reader_cost=0.0002 | ETA 04:47:42
2020-11-06 11:09:31 [INFO] [TRAIN] epoch=170, iter=63190/80000, loss=0.0790, lr=0.002456, batch_cost=1.0272, reader_cost=0.0002 | ETA 04:47:47
2020-11-06 11:09:41 [INFO] [TRAIN] epoch=170, iter=63200/80000, loss=0.0871, lr=0.002455, batch_cost=1.0240, reader_cost=0.0002 | ETA 04:46:43
2020-11-06 11:09:52 [INFO] [TRAIN] epoch=170, iter=63210/80000, loss=0.1079, lr=0.002454, batch_cost=1.0343, reader_cost=0.0002 | ETA 04:49:25
2020-11-06 11:10:02 [INFO] [TRAIN] epoch=170, iter=63220/80000, loss=0.0784, lr=0.002452, batch_cost=1.0153, reader_cost=0.0002 | ETA 04:43:55
2020-11-06 11:10:12 [INFO] [TRAIN] epoch=170, iter=63230/80000, loss=0.1116, lr=0.002451, batch_cost=0.9853, reader_cost=0.0002 | ETA 04:35:24
2020-11-06 11:10:22 [INFO] [TRAIN] epoch=170, iter=63240/80000, loss=0.1403, lr=0.002450, batch_cost=1.0244, reader_cost=0.0001 | ETA 04:46:09
2020-11-06 11:10:34 [INFO] [TRAIN] epoch=171, iter=63250/80000, loss=0.1009, lr=0.002448, batch_cost=1.2036, reader_cost=0.1014 | ETA 05:36:00
2020-11-06 11:10:44 [INFO] [TRAIN] epoch=171, iter=63260/80000, loss=0.0690, lr=0.002447, batch_cost=0.9790, reader_cost=0.0005 | ETA 04:33:09
2020-11-06 11:10:54 [INFO] [TRAIN] epoch=171, iter=63270/80000, loss=0.0894, lr=0.002446, batch_cost=0.9823, reader_cost=0.0001 | ETA 04:33:53
2020-11-06 11:11:03 [INFO] [TRAIN] epoch=171, iter=63280/80000, loss=0.0750, lr=0.002444, batch_cost=0.9821, reader_cost=0.0001 | ETA 04:33:39
2020-11-06 11:11:13 [INFO] [TRAIN] epoch=171, iter=63290/80000, loss=0.1024, lr=0.002443, batch_cost=1.0023, reader_cost=0.0001 | ETA 04:39:08
2020-11-06 11:11:24 [INFO] [TRAIN] epoch=171, iter=63300/80000, loss=0.1063, lr=0.002442, batch_cost=1.0288, reader_cost=0.0002 | ETA 04:46:21
2020-11-06 11:11:34 [INFO] [TRAIN] epoch=171, iter=63310/80000, loss=0.0924, lr=0.002440, batch_cost=1.0290, reader_cost=0.0002 | ETA 04:46:13
2020-11-06 11:11:44 [INFO] [TRAIN] epoch=171, iter=63320/80000, loss=0.0832, lr=0.002439, batch_cost=1.0441, reader_cost=0.0003 | ETA 04:50:15
2020-11-06 11:11:55 [INFO] [TRAIN] epoch=171, iter=63330/80000, loss=0.0898, lr=0.002438, batch_cost=1.0283, reader_cost=0.0001 | ETA 04:45:40
2020-11-06 11:12:05 [INFO] [TRAIN] epoch=171, iter=63340/80000, loss=0.1111, lr=0.002436, batch_cost=1.0535, reader_cost=0.0001 | ETA 04:52:30
2020-11-06 11:12:16 [INFO] [TRAIN] epoch=171, iter=63350/80000, loss=0.0923, lr=0.002435, batch_cost=1.0317, reader_cost=0.0002 | ETA 04:46:18
2020-11-06 11:12:26 [INFO] [TRAIN] epoch=171, iter=63360/80000, loss=0.0982, lr=0.002434, batch_cost=1.0081, reader_cost=0.0001 | ETA 04:39:35
2020-11-06 11:12:36 [INFO] [TRAIN] epoch=171, iter=63370/80000, loss=0.0955, lr=0.002432, batch_cost=0.9948, reader_cost=0.0019 | ETA 04:35:43
2020-11-06 11:12:46 [INFO] [TRAIN] epoch=171, iter=63380/80000, loss=0.0861, lr=0.002431, batch_cost=1.0105, reader_cost=0.0002 | ETA 04:39:54
2020-11-06 11:12:56 [INFO] [TRAIN] epoch=171, iter=63390/80000, loss=0.0733, lr=0.002430, batch_cost=1.0335, reader_cost=0.0001 | ETA 04:46:06
2020-11-06 11:13:06 [INFO] [TRAIN] epoch=171, iter=63400/80000, loss=0.0780, lr=0.002429, batch_cost=1.0041, reader_cost=0.0001 | ETA 04:37:48
2020-11-06 11:13:16 [INFO] [TRAIN] epoch=171, iter=63410/80000, loss=0.0732, lr=0.002427, batch_cost=1.0408, reader_cost=0.0002 | ETA 04:47:46
2020-11-06 11:13:27 [INFO] [TRAIN] epoch=171, iter=63420/80000, loss=0.0831, lr=0.002426, batch_cost=1.0235, reader_cost=0.0002 | ETA 04:42:49
2020-11-06 11:13:37 [INFO] [TRAIN] epoch=171, iter=63430/80000, loss=0.0742, lr=0.002425, batch_cost=1.0243, reader_cost=0.0001 | ETA 04:42:53
2020-11-06 11:13:47 [INFO] [TRAIN] epoch=171, iter=63440/80000, loss=0.0799, lr=0.002423, batch_cost=1.0179, reader_cost=0.0002 | ETA 04:40:57
2020-11-06 11:13:57 [INFO] [TRAIN] epoch=171, iter=63450/80000, loss=0.0633, lr=0.002422, batch_cost=0.9935, reader_cost=0.0001 | ETA 04:34:02
2020-11-06 11:14:07 [INFO] [TRAIN] epoch=171, iter=63460/80000, loss=0.0895, lr=0.002421, batch_cost=0.9756, reader_cost=0.0001 | ETA 04:28:55
2020-11-06 11:14:17 [INFO] [TRAIN] epoch=171, iter=63470/80000, loss=0.0594, lr=0.002419, batch_cost=0.9843, reader_cost=0.0002 | ETA 04:31:10
2020-11-06 11:14:26 [INFO] [TRAIN] epoch=171, iter=63480/80000, loss=0.0815, lr=0.002418, batch_cost=0.9787, reader_cost=0.0002 | ETA 04:29:28
2020-11-06 11:14:36 [INFO] [TRAIN] epoch=171, iter=63490/80000, loss=0.0689, lr=0.002417, batch_cost=0.9765, reader_cost=0.0001 | ETA 04:28:41
2020-11-06 11:14:46 [INFO] [TRAIN] epoch=171, iter=63500/80000, loss=0.0989, lr=0.002415, batch_cost=0.9793, reader_cost=0.0001 | ETA 04:29:18
2020-11-06 11:14:56 [INFO] [TRAIN] epoch=171, iter=63510/80000, loss=0.1190, lr=0.002414, batch_cost=0.9827, reader_cost=0.0001 | ETA 04:30:04
2020-11-06 11:15:06 [INFO] [TRAIN] epoch=171, iter=63520/80000, loss=0.0811, lr=0.002413, batch_cost=1.0109, reader_cost=0.0001 | ETA 04:37:40
2020-11-06 11:15:16 [INFO] [TRAIN] epoch=171, iter=63530/80000, loss=0.0913, lr=0.002411, batch_cost=0.9838, reader_cost=0.0002 | ETA 04:30:03
2020-11-06 11:15:26 [INFO] [TRAIN] epoch=171, iter=63540/80000, loss=0.0948, lr=0.002410, batch_cost=0.9883, reader_cost=0.0001 | ETA 04:31:06
2020-11-06 11:15:35 [INFO] [TRAIN] epoch=171, iter=63550/80000, loss=0.0878, lr=0.002409, batch_cost=0.9847, reader_cost=0.0001 | ETA 04:29:57
2020-11-06 11:15:45 [INFO] [TRAIN] epoch=171, iter=63560/80000, loss=0.0764, lr=0.002407, batch_cost=0.9817, reader_cost=0.0001 | ETA 04:28:59
2020-11-06 11:15:55 [INFO] [TRAIN] epoch=171, iter=63570/80000, loss=0.0819, lr=0.002406, batch_cost=0.9813, reader_cost=0.0001 | ETA 04:28:43
2020-11-06 11:16:05 [INFO] [TRAIN] epoch=171, iter=63580/80000, loss=0.0937, lr=0.002405, batch_cost=0.9897, reader_cost=0.0001 | ETA 04:30:51
2020-11-06 11:16:15 [INFO] [TRAIN] epoch=171, iter=63590/80000, loss=0.0903, lr=0.002403, batch_cost=0.9900, reader_cost=0.0002 | ETA 04:30:45
2020-11-06 11:16:25 [INFO] [TRAIN] epoch=171, iter=63600/80000, loss=0.1220, lr=0.002402, batch_cost=0.9869, reader_cost=0.0001 | ETA 04:29:45
2020-11-06 11:16:35 [INFO] [TRAIN] epoch=171, iter=63610/80000, loss=0.0917, lr=0.002401, batch_cost=0.9800, reader_cost=0.0001 | ETA 04:27:41
2020-11-06 11:16:46 [INFO] [TRAIN] epoch=172, iter=63620/80000, loss=0.0872, lr=0.002400, batch_cost=1.1443, reader_cost=0.1439 | ETA 05:12:23
2020-11-06 11:16:56 [INFO] [TRAIN] epoch=172, iter=63630/80000, loss=0.0815, lr=0.002398, batch_cost=0.9874, reader_cost=0.0005 | ETA 04:29:24
2020-11-06 11:17:06 [INFO] [TRAIN] epoch=172, iter=63640/80000, loss=0.1035, lr=0.002397, batch_cost=0.9849, reader_cost=0.0001 | ETA 04:28:32
2020-11-06 11:17:16 [INFO] [TRAIN] epoch=172, iter=63650/80000, loss=0.0754, lr=0.002396, batch_cost=0.9946, reader_cost=0.0001 | ETA 04:31:02
2020-11-06 11:17:26 [INFO] [TRAIN] epoch=172, iter=63660/80000, loss=0.0767, lr=0.002394, batch_cost=1.0211, reader_cost=0.0007 | ETA 04:38:05
2020-11-06 11:17:36 [INFO] [TRAIN] epoch=172, iter=63670/80000, loss=0.1336, lr=0.002393, batch_cost=1.0176, reader_cost=0.0009 | ETA 04:36:56
2020-11-06 11:17:46 [INFO] [TRAIN] epoch=172, iter=63680/80000, loss=0.0837, lr=0.002392, batch_cost=1.0246, reader_cost=0.0037 | ETA 04:38:41
2020-11-06 11:17:57 [INFO] [TRAIN] epoch=172, iter=63690/80000, loss=0.1006, lr=0.002390, batch_cost=1.0238, reader_cost=0.0073 | ETA 04:38:18
2020-11-06 11:18:07 [INFO] [TRAIN] epoch=172, iter=63700/80000, loss=0.0651, lr=0.002389, batch_cost=1.0504, reader_cost=0.0003 | ETA 04:45:21
2020-11-06 11:18:18 [INFO] [TRAIN] epoch=172, iter=63710/80000, loss=0.1141, lr=0.002388, batch_cost=1.0558, reader_cost=0.0007 | ETA 04:46:38
2020-11-06 11:18:28 [INFO] [TRAIN] epoch=172, iter=63720/80000, loss=0.0856, lr=0.002386, batch_cost=1.0082, reader_cost=0.0002 | ETA 04:33:32
2020-11-06 11:18:38 [INFO] [TRAIN] epoch=172, iter=63730/80000, loss=0.0827, lr=0.002385, batch_cost=1.0159, reader_cost=0.0002 | ETA 04:35:28
2020-11-06 11:18:49 [INFO] [TRAIN] epoch=172, iter=63740/80000, loss=0.0755, lr=0.002384, batch_cost=1.0787, reader_cost=0.0002 | ETA 04:52:19
2020-11-06 11:18:59 [INFO] [TRAIN] epoch=172, iter=63750/80000, loss=0.0883, lr=0.002382, batch_cost=1.0597, reader_cost=0.0018 | ETA 04:46:59
2020-11-06 11:19:10 [INFO] [TRAIN] epoch=172, iter=63760/80000, loss=0.1007, lr=0.002381, batch_cost=1.0555, reader_cost=0.0002 | ETA 04:45:41
2020-11-06 11:19:20 [INFO] [TRAIN] epoch=172, iter=63770/80000, loss=0.0693, lr=0.002380, batch_cost=1.0487, reader_cost=0.0002 | ETA 04:43:40
2020-11-06 11:19:31 [INFO] [TRAIN] epoch=172, iter=63780/80000, loss=0.0742, lr=0.002378, batch_cost=1.0533, reader_cost=0.0002 | ETA 04:44:44
2020-11-06 11:19:43 [INFO] [TRAIN] epoch=172, iter=63790/80000, loss=0.0760, lr=0.002377, batch_cost=1.1709, reader_cost=0.0002 | ETA 05:16:20
2020-11-06 11:19:54 [INFO] [TRAIN] epoch=172, iter=63800/80000, loss=0.0886, lr=0.002376, batch_cost=1.1174, reader_cost=0.0002 | ETA 05:01:41
2020-11-06 11:20:04 [INFO] [TRAIN] epoch=172, iter=63810/80000, loss=0.0734, lr=0.002374, batch_cost=1.0384, reader_cost=0.0014 | ETA 04:40:11
2020-11-06 11:20:14 [INFO] [TRAIN] epoch=172, iter=63820/80000, loss=0.0677, lr=0.002373, batch_cost=1.0094, reader_cost=0.0002 | ETA 04:32:11
2020-11-06 11:20:26 [INFO] [TRAIN] epoch=172, iter=63830/80000, loss=0.1000, lr=0.002372, batch_cost=1.1379, reader_cost=0.0002 | ETA 05:06:40
2020-11-06 11:20:36 [INFO] [TRAIN] epoch=172, iter=63840/80000, loss=0.0706, lr=0.002371, batch_cost=1.0026, reader_cost=0.0002 | ETA 04:30:02
2020-11-06 11:20:46 [INFO] [TRAIN] epoch=172, iter=63850/80000, loss=0.0927, lr=0.002369, batch_cost=0.9946, reader_cost=0.0001 | ETA 04:27:43
2020-11-06 11:20:56 [INFO] [TRAIN] epoch=172, iter=63860/80000, loss=0.0706, lr=0.002368, batch_cost=1.0262, reader_cost=0.0002 | ETA 04:36:03
2020-11-06 11:21:06 [INFO] [TRAIN] epoch=172, iter=63870/80000, loss=0.0874, lr=0.002367, batch_cost=1.0265, reader_cost=0.0002 | ETA 04:35:58
2020-11-06 11:21:17 [INFO] [TRAIN] epoch=172, iter=63880/80000, loss=0.0785, lr=0.002365, batch_cost=1.0626, reader_cost=0.0002 | ETA 04:45:28
2020-11-06 11:21:27 [INFO] [TRAIN] epoch=172, iter=63890/80000, loss=0.0957, lr=0.002364, batch_cost=1.0403, reader_cost=0.0002 | ETA 04:39:19
2020-11-06 11:21:38 [INFO] [TRAIN] epoch=172, iter=63900/80000, loss=0.0929, lr=0.002363, batch_cost=1.0892, reader_cost=0.0002 | ETA 04:52:16
2020-11-06 11:21:49 [INFO] [TRAIN] epoch=172, iter=63910/80000, loss=0.1090, lr=0.002361, batch_cost=1.1359, reader_cost=0.0002 | ETA 05:04:37
2020-11-06 11:22:00 [INFO] [TRAIN] epoch=172, iter=63920/80000, loss=0.1024, lr=0.002360, batch_cost=1.0805, reader_cost=0.0002 | ETA 04:49:34
2020-11-06 11:22:11 [INFO] [TRAIN] epoch=172, iter=63930/80000, loss=0.0618, lr=0.002359, batch_cost=1.1225, reader_cost=0.0002 | ETA 05:00:39
2020-11-06 11:22:23 [INFO] [TRAIN] epoch=172, iter=63940/80000, loss=0.0692, lr=0.002357, batch_cost=1.1152, reader_cost=0.0002 | ETA 04:58:29
2020-11-06 11:22:34 [INFO] [TRAIN] epoch=172, iter=63950/80000, loss=0.0726, lr=0.002356, batch_cost=1.1049, reader_cost=0.0002 | ETA 04:55:34
2020-11-06 11:22:44 [INFO] [TRAIN] epoch=172, iter=63960/80000, loss=0.0868, lr=0.002355, batch_cost=1.0750, reader_cost=0.0002 | ETA 04:47:22
2020-11-06 11:22:55 [INFO] [TRAIN] epoch=172, iter=63970/80000, loss=0.0869, lr=0.002353, batch_cost=1.0649, reader_cost=0.0002 | ETA 04:44:31
2020-11-06 11:23:05 [INFO] [TRAIN] epoch=172, iter=63980/80000, loss=0.0809, lr=0.002352, batch_cost=1.0411, reader_cost=0.0001 | ETA 04:37:58
2020-11-06 11:23:18 [INFO] [TRAIN] epoch=173, iter=63990/80000, loss=0.0972, lr=0.002351, batch_cost=1.2605, reader_cost=0.1303 | ETA 05:36:20
2020-11-06 11:23:29 [INFO] [TRAIN] epoch=173, iter=64000/80000, loss=0.0722, lr=0.002349, batch_cost=1.0507, reader_cost=0.0004 | ETA 04:40:10
2020-11-06 11:23:34 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 11:29:10 [INFO] [EVAL] #Images=500 mIoU=0.8041 Acc=0.9643 Kappa=0.9537
2020-11-06 11:29:10 [INFO] [EVAL] Category IoU:
[0.9812 0.8528 0.9338 0.5964 0.6201 0.6894 0.7407 0.8165 0.9298 0.6632
0.9512 0.8472 0.6842 0.9586 0.8577 0.9043 0.7706 0.6879 0.7918]
2020-11-06 11:29:10 [INFO] [EVAL] Category Acc:
[0.9921 0.9139 0.9618 0.8576 0.8244 0.8373 0.8415 0.9053 0.9581 0.8397
0.9684 0.9113 0.805 0.9774 0.928 0.9491 0.9469 0.8051 0.8706]
2020-11-06 11:29:10 [INFO] [EVAL] The model with the best validation mIoU (0.8096) was saved at iter 62000.
2020-11-06 11:29:20 [INFO] [TRAIN] epoch=173, iter=64010/80000, loss=0.1664, lr=0.002348, batch_cost=1.0387, reader_cost=0.0002 | ETA 04:36:48
2020-11-06 11:29:30 [INFO] [TRAIN] epoch=173, iter=64020/80000, loss=0.0897, lr=0.002347, batch_cost=1.0037, reader_cost=0.0002 | ETA 04:27:18
2020-11-06 11:29:40 [INFO] [TRAIN] epoch=173, iter=64030/80000, loss=0.1100, lr=0.002345, batch_cost=1.0076, reader_cost=0.0002 | ETA 04:28:11
2020-11-06 11:29:50 [INFO] [TRAIN] epoch=173, iter=64040/80000, loss=0.0989, lr=0.002344, batch_cost=0.9960, reader_cost=0.0002 | ETA 04:24:56
2020-11-06 11:30:00 [INFO] [TRAIN] epoch=173, iter=64050/80000, loss=0.1122, lr=0.002343, batch_cost=0.9970, reader_cost=0.0002 | ETA 04:25:01
2020-11-06 11:30:10 [INFO] [TRAIN] epoch=173, iter=64060/80000, loss=0.1255, lr=0.002341, batch_cost=0.9991, reader_cost=0.0002 | ETA 04:25:26
2020-11-06 11:30:20 [INFO] [TRAIN] epoch=173, iter=64070/80000, loss=0.0830, lr=0.002340, batch_cost=1.0016, reader_cost=0.0002 | ETA 04:25:55
2020-11-06 11:30:30 [INFO] [TRAIN] epoch=173, iter=64080/80000, loss=0.1413, lr=0.002339, batch_cost=1.0026, reader_cost=0.0002 | ETA 04:26:01
2020-11-06 11:30:40 [INFO] [TRAIN] epoch=173, iter=64090/80000, loss=0.0839, lr=0.002337, batch_cost=1.0067, reader_cost=0.0018 | ETA 04:26:55
2020-11-06 11:30:51 [INFO] [TRAIN] epoch=173, iter=64100/80000, loss=0.0752, lr=0.002336, batch_cost=1.0123, reader_cost=0.0011 | ETA 04:28:14
2020-11-06 11:31:01 [INFO] [TRAIN] epoch=173, iter=64110/80000, loss=0.0916, lr=0.002335, batch_cost=1.0214, reader_cost=0.0002 | ETA 04:30:29
2020-11-06 11:31:11 [INFO] [TRAIN] epoch=173, iter=64120/80000, loss=0.0777, lr=0.002334, batch_cost=1.0427, reader_cost=0.0003 | ETA 04:35:57
2020-11-06 11:31:21 [INFO] [TRAIN] epoch=173, iter=64130/80000, loss=0.0961, lr=0.002332, batch_cost=0.9932, reader_cost=0.0002 | ETA 04:22:42
2020-11-06 11:31:31 [INFO] [TRAIN] epoch=173, iter=64140/80000, loss=0.0879, lr=0.002331, batch_cost=1.0023, reader_cost=0.0002 | ETA 04:24:56
2020-11-06 11:31:41 [INFO] [TRAIN] epoch=173, iter=64150/80000, loss=0.1050, lr=0.002330, batch_cost=0.9821, reader_cost=0.0002 | ETA 04:19:26
2020-11-06 11:31:51 [INFO] [TRAIN] epoch=173, iter=64160/80000, loss=0.0717, lr=0.002328, batch_cost=0.9782, reader_cost=0.0002 | ETA 04:18:15
2020-11-06 11:32:01 [INFO] [TRAIN] epoch=173, iter=64170/80000, loss=0.0929, lr=0.002327, batch_cost=0.9795, reader_cost=0.0002 | ETA 04:18:26
2020-11-06 11:32:10 [INFO] [TRAIN] epoch=173, iter=64180/80000, loss=0.0764, lr=0.002326, batch_cost=0.9816, reader_cost=0.0002 | ETA 04:18:48
2020-11-06 11:32:20 [INFO] [TRAIN] epoch=173, iter=64190/80000, loss=0.1009, lr=0.002324, batch_cost=0.9790, reader_cost=0.0002 | ETA 04:17:58
2020-11-06 11:32:30 [INFO] [TRAIN] epoch=173, iter=64200/80000, loss=0.1160, lr=0.002323, batch_cost=0.9782, reader_cost=0.0002 | ETA 04:17:34
2020-11-06 11:32:40 [INFO] [TRAIN] epoch=173, iter=64210/80000, loss=0.0761, lr=0.002322, batch_cost=0.9834, reader_cost=0.0002 | ETA 04:18:48
2020-11-06 11:32:50 [INFO] [TRAIN] epoch=173, iter=64220/80000, loss=0.0653, lr=0.002320, batch_cost=1.0261, reader_cost=0.0002 | ETA 04:29:51
2020-11-06 11:33:00 [INFO] [TRAIN] epoch=173, iter=64230/80000, loss=0.0950, lr=0.002319, batch_cost=1.0277, reader_cost=0.0002 | ETA 04:30:06
2020-11-06 11:33:10 [INFO] [TRAIN] epoch=173, iter=64240/80000, loss=0.0723, lr=0.002318, batch_cost=1.0207, reader_cost=0.0002 | ETA 04:28:06
2020-11-06 11:33:21 [INFO] [TRAIN] epoch=173, iter=64250/80000, loss=0.0953, lr=0.002316, batch_cost=1.0639, reader_cost=0.0002 | ETA 04:39:16
2020-11-06 11:33:31 [INFO] [TRAIN] epoch=173, iter=64260/80000, loss=0.0759, lr=0.002315, batch_cost=1.0013, reader_cost=0.0002 | ETA 04:22:40
2020-11-06 11:33:41 [INFO] [TRAIN] epoch=173, iter=64270/80000, loss=0.0893, lr=0.002314, batch_cost=0.9766, reader_cost=0.0002 | ETA 04:16:02
2020-11-06 11:33:51 [INFO] [TRAIN] epoch=173, iter=64280/80000, loss=0.0838, lr=0.002312, batch_cost=0.9760, reader_cost=0.0002 | ETA 04:15:43
2020-11-06 11:34:01 [INFO] [TRAIN] epoch=173, iter=64290/80000, loss=0.0856, lr=0.002311, batch_cost=1.0009, reader_cost=0.0002 | ETA 04:22:03
2020-11-06 11:34:11 [INFO] [TRAIN] epoch=173, iter=64300/80000, loss=0.0585, lr=0.002310, batch_cost=1.0285, reader_cost=0.0001 | ETA 04:29:07
2020-11-06 11:34:22 [INFO] [TRAIN] epoch=173, iter=64310/80000, loss=0.0676, lr=0.002308, batch_cost=1.0710, reader_cost=0.0002 | ETA 04:40:03
2020-11-06 11:34:32 [INFO] [TRAIN] epoch=173, iter=64320/80000, loss=0.0625, lr=0.002307, batch_cost=1.0430, reader_cost=0.0002 | ETA 04:32:34
2020-11-06 11:34:43 [INFO] [TRAIN] epoch=173, iter=64330/80000, loss=0.0694, lr=0.002306, batch_cost=1.0431, reader_cost=0.0002 | ETA 04:32:25
2020-11-06 11:34:53 [INFO] [TRAIN] epoch=173, iter=64340/80000, loss=0.0747, lr=0.002304, batch_cost=1.0568, reader_cost=0.0014 | ETA 04:35:48
2020-11-06 11:35:04 [INFO] [TRAIN] epoch=173, iter=64350/80000, loss=0.0791, lr=0.002303, batch_cost=1.0688, reader_cost=0.0002 | ETA 04:38:47
2020-11-06 11:35:18 [INFO] [TRAIN] epoch=174, iter=64360/80000, loss=0.0833, lr=0.002302, batch_cost=1.3880, reader_cost=0.1032 | ETA 06:01:47
2020-11-06 11:35:28 [INFO] [TRAIN] epoch=174, iter=64370/80000, loss=0.0923, lr=0.002300, batch_cost=1.0190, reader_cost=0.0004 | ETA 04:25:26
2020-11-06 11:35:38 [INFO] [TRAIN] epoch=174, iter=64380/80000, loss=0.1371, lr=0.002299, batch_cost=1.0468, reader_cost=0.0014 | ETA 04:32:30
2020-11-06 11:35:49 [INFO] [TRAIN] epoch=174, iter=64390/80000, loss=0.0952, lr=0.002298, batch_cost=1.0366, reader_cost=0.0002 | ETA 04:29:41
2020-11-06 11:35:59 [INFO] [TRAIN] epoch=174, iter=64400/80000, loss=0.0984, lr=0.002296, batch_cost=1.0040, reader_cost=0.0002 | ETA 04:21:02
2020-11-06 11:36:09 [INFO] [TRAIN] epoch=174, iter=64410/80000, loss=0.1113, lr=0.002295, batch_cost=0.9976, reader_cost=0.0002 | ETA 04:19:12
2020-11-06 11:36:19 [INFO] [TRAIN] epoch=174, iter=64420/80000, loss=0.0845, lr=0.002294, batch_cost=1.0728, reader_cost=0.0002 | ETA 04:38:34
2020-11-06 11:36:30 [INFO] [TRAIN] epoch=174, iter=64430/80000, loss=0.1191, lr=0.002292, batch_cost=1.1035, reader_cost=0.0002 | ETA 04:46:21
2020-11-06 11:36:41 [INFO] [TRAIN] epoch=174, iter=64440/80000, loss=0.0699, lr=0.002291, batch_cost=1.0395, reader_cost=0.0002 | ETA 04:29:35
2020-11-06 11:36:52 [INFO] [TRAIN] epoch=174, iter=64450/80000, loss=0.0699, lr=0.002290, batch_cost=1.0825, reader_cost=0.0002 | ETA 04:40:32
2020-11-06 11:37:02 [INFO] [TRAIN] epoch=174, iter=64460/80000, loss=0.0575, lr=0.002288, batch_cost=1.0300, reader_cost=0.0002 | ETA 04:26:46
2020-11-06 11:37:12 [INFO] [TRAIN] epoch=174, iter=64470/80000, loss=0.0826, lr=0.002287, batch_cost=1.0434, reader_cost=0.0002 | ETA 04:30:03
2020-11-06 11:37:23 [INFO] [TRAIN] epoch=174, iter=64480/80000, loss=0.0929, lr=0.002286, batch_cost=1.0159, reader_cost=0.0002 | ETA 04:22:47
2020-11-06 11:37:33 [INFO] [TRAIN] epoch=174, iter=64490/80000, loss=0.0782, lr=0.002285, batch_cost=1.0451, reader_cost=0.0002 | ETA 04:30:08
2020-11-06 11:37:44 [INFO] [TRAIN] epoch=174, iter=64500/80000, loss=0.0807, lr=0.002283, batch_cost=1.1051, reader_cost=0.0002 | ETA 04:45:28
2020-11-06 11:37:55 [INFO] [TRAIN] epoch=174, iter=64510/80000, loss=0.0809, lr=0.002282, batch_cost=1.1342, reader_cost=0.0002 | ETA 04:52:48
2020-11-06 11:38:06 [INFO] [TRAIN] epoch=174, iter=64520/80000, loss=0.0798, lr=0.002281, batch_cost=1.1045, reader_cost=0.0002 | ETA 04:44:58
2020-11-06 11:38:17 [INFO] [TRAIN] epoch=174, iter=64530/80000, loss=0.0784, lr=0.002279, batch_cost=1.0773, reader_cost=0.0002 | ETA 04:37:45
2020-11-06 11:38:30 [INFO] [TRAIN] epoch=174, iter=64540/80000, loss=0.0837, lr=0.002278, batch_cost=1.2688, reader_cost=0.0002 | ETA 05:26:56
2020-11-06 11:38:41 [INFO] [TRAIN] epoch=174, iter=64550/80000, loss=0.0985, lr=0.002277, batch_cost=1.1478, reader_cost=0.0002 | ETA 04:55:33
2020-11-06 11:38:54 [INFO] [TRAIN] epoch=174, iter=64560/80000, loss=0.1000, lr=0.002275, batch_cost=1.2244, reader_cost=0.0021 | ETA 05:15:04
2020-11-06 11:39:05 [INFO] [TRAIN] epoch=174, iter=64570/80000, loss=0.0533, lr=0.002274, batch_cost=1.1000, reader_cost=0.0007 | ETA 04:42:52
2020-11-06 11:39:15 [INFO] [TRAIN] epoch=174, iter=64580/80000, loss=0.0819, lr=0.002273, batch_cost=1.0608, reader_cost=0.0002 | ETA 04:32:38
2020-11-06 11:39:26 [INFO] [TRAIN] epoch=174, iter=64590/80000, loss=0.0634, lr=0.002271, batch_cost=1.1011, reader_cost=0.0002 | ETA 04:42:47
2020-11-06 11:39:37 [INFO] [TRAIN] epoch=174, iter=64600/80000, loss=0.0789, lr=0.002270, batch_cost=1.0426, reader_cost=0.0002 | ETA 04:27:35
2020-11-06 11:39:48 [INFO] [TRAIN] epoch=174, iter=64610/80000, loss=0.0819, lr=0.002269, batch_cost=1.0859, reader_cost=0.0002 | ETA 04:38:32
2020-11-06 11:39:58 [INFO] [TRAIN] epoch=174, iter=64620/80000, loss=0.0990, lr=0.002267, batch_cost=1.0822, reader_cost=0.0002 | ETA 04:37:23
2020-11-06 11:40:10 [INFO] [TRAIN] epoch=174, iter=64630/80000, loss=0.1061, lr=0.002266, batch_cost=1.1653, reader_cost=0.0002 | ETA 04:58:30
2020-11-06 11:40:21 [INFO] [TRAIN] epoch=174, iter=64640/80000, loss=0.0579, lr=0.002265, batch_cost=1.0872, reader_cost=0.0002 | ETA 04:38:18
2020-11-06 11:40:31 [INFO] [TRAIN] epoch=174, iter=64650/80000, loss=0.1397, lr=0.002263, batch_cost=1.0367, reader_cost=0.0002 | ETA 04:25:13
2020-11-06 11:40:42 [INFO] [TRAIN] epoch=174, iter=64660/80000, loss=0.0865, lr=0.002262, batch_cost=1.0530, reader_cost=0.0002 | ETA 04:29:12
2020-11-06 11:40:52 [INFO] [TRAIN] epoch=174, iter=64670/80000, loss=0.0544, lr=0.002261, batch_cost=1.0081, reader_cost=0.0002 | ETA 04:17:33
2020-11-06 11:41:02 [INFO] [TRAIN] epoch=174, iter=64680/80000, loss=0.0697, lr=0.002259, batch_cost=1.0268, reader_cost=0.0002 | ETA 04:22:11
2020-11-06 11:41:13 [INFO] [TRAIN] epoch=174, iter=64690/80000, loss=0.0804, lr=0.002258, batch_cost=1.0433, reader_cost=0.0014 | ETA 04:26:13
2020-11-06 11:41:23 [INFO] [TRAIN] epoch=174, iter=64700/80000, loss=0.0546, lr=0.002257, batch_cost=0.9920, reader_cost=0.0002 | ETA 04:12:57
2020-11-06 11:41:32 [INFO] [TRAIN] epoch=174, iter=64710/80000, loss=0.0923, lr=0.002255, batch_cost=0.9754, reader_cost=0.0002 | ETA 04:08:33
2020-11-06 11:41:42 [INFO] [TRAIN] epoch=174, iter=64720/80000, loss=0.1072, lr=0.002254, batch_cost=0.9785, reader_cost=0.0002 | ETA 04:09:10
2020-11-06 11:41:54 [INFO] [TRAIN] epoch=175, iter=64730/80000, loss=0.0897, lr=0.002253, batch_cost=1.1637, reader_cost=0.0902 | ETA 04:56:10
2020-11-06 11:42:04 [INFO] [TRAIN] epoch=175, iter=64740/80000, loss=0.0909, lr=0.002251, batch_cost=0.9910, reader_cost=0.0004 | ETA 04:12:02
2020-11-06 11:42:13 [INFO] [TRAIN] epoch=175, iter=64750/80000, loss=0.0893, lr=0.002250, batch_cost=0.9837, reader_cost=0.0001 | ETA 04:10:01
2020-11-06 11:42:23 [INFO] [TRAIN] epoch=175, iter=64760/80000, loss=0.0780, lr=0.002249, batch_cost=0.9903, reader_cost=0.0001 | ETA 04:11:31
2020-11-06 11:42:33 [INFO] [TRAIN] epoch=175, iter=64770/80000, loss=0.1077, lr=0.002247, batch_cost=0.9841, reader_cost=0.0001 | ETA 04:09:47
2020-11-06 11:42:43 [INFO] [TRAIN] epoch=175, iter=64780/80000, loss=0.1388, lr=0.002246, batch_cost=0.9837, reader_cost=0.0002 | ETA 04:09:31
2020-11-06 11:42:53 [INFO] [TRAIN] epoch=175, iter=64790/80000, loss=0.0877, lr=0.002245, batch_cost=0.9818, reader_cost=0.0002 | ETA 04:08:52
2020-11-06 11:43:03 [INFO] [TRAIN] epoch=175, iter=64800/80000, loss=0.1433, lr=0.002243, batch_cost=0.9786, reader_cost=0.0002 | ETA 04:07:54
2020-11-06 11:43:13 [INFO] [TRAIN] epoch=175, iter=64810/80000, loss=0.0814, lr=0.002242, batch_cost=1.0275, reader_cost=0.0002 | ETA 04:20:08
2020-11-06 11:43:23 [INFO] [TRAIN] epoch=175, iter=64820/80000, loss=0.0643, lr=0.002241, batch_cost=1.0275, reader_cost=0.0002 | ETA 04:19:56
2020-11-06 11:43:34 [INFO] [TRAIN] epoch=175, iter=64830/80000, loss=0.0982, lr=0.002239, batch_cost=1.0437, reader_cost=0.0002 | ETA 04:23:52
2020-11-06 11:43:44 [INFO] [TRAIN] epoch=175, iter=64840/80000, loss=0.0990, lr=0.002238, batch_cost=1.0265, reader_cost=0.0002 | ETA 04:19:21
2020-11-06 11:43:54 [INFO] [TRAIN] epoch=175, iter=64850/80000, loss=0.0901, lr=0.002237, batch_cost=1.0553, reader_cost=0.0002 | ETA 04:26:28
2020-11-06 11:44:04 [INFO] [TRAIN] epoch=175, iter=64860/80000, loss=0.0756, lr=0.002235, batch_cost=0.9921, reader_cost=0.0001 | ETA 04:10:21
2020-11-06 11:44:14 [INFO] [TRAIN] epoch=175, iter=64870/80000, loss=0.0883, lr=0.002234, batch_cost=1.0006, reader_cost=0.0002 | ETA 04:12:19
2020-11-06 11:44:24 [INFO] [TRAIN] epoch=175, iter=64880/80000, loss=0.0932, lr=0.002233, batch_cost=1.0081, reader_cost=0.0002 | ETA 04:14:02
2020-11-06 11:44:35 [INFO] [TRAIN] epoch=175, iter=64890/80000, loss=0.0738, lr=0.002231, batch_cost=1.0128, reader_cost=0.0002 | ETA 04:15:03
2020-11-06 11:44:45 [INFO] [TRAIN] epoch=175, iter=64900/80000, loss=0.0747, lr=0.002230, batch_cost=1.0053, reader_cost=0.0002 | ETA 04:13:00
2020-11-06 11:44:55 [INFO] [TRAIN] epoch=175, iter=64910/80000, loss=0.0847, lr=0.002229, batch_cost=1.0286, reader_cost=0.0002 | ETA 04:18:41
2020-11-06 11:45:06 [INFO] [TRAIN] epoch=175, iter=64920/80000, loss=0.0910, lr=0.002227, batch_cost=1.0803, reader_cost=0.0002 | ETA 04:31:30
2020-11-06 11:45:16 [INFO] [TRAIN] epoch=175, iter=64930/80000, loss=0.0941, lr=0.002226, batch_cost=1.0615, reader_cost=0.0002 | ETA 04:26:36
2020-11-06 11:45:27 [INFO] [TRAIN] epoch=175, iter=64940/80000, loss=0.0577, lr=0.002225, batch_cost=1.0372, reader_cost=0.0002 | ETA 04:20:19
2020-11-06 11:45:38 [INFO] [TRAIN] epoch=175, iter=64950/80000, loss=0.0838, lr=0.002223, batch_cost=1.1278, reader_cost=0.0002 | ETA 04:42:53
2020-11-06 11:45:48 [INFO] [TRAIN] epoch=175, iter=64960/80000, loss=0.0587, lr=0.002222, batch_cost=1.0493, reader_cost=0.0001 | ETA 04:23:00
2020-11-06 11:45:59 [INFO] [TRAIN] epoch=175, iter=64970/80000, loss=0.0628, lr=0.002221, batch_cost=1.0434, reader_cost=0.0002 | ETA 04:21:22
2020-11-06 11:46:09 [INFO] [TRAIN] epoch=175, iter=64980/80000, loss=0.0825, lr=0.002219, batch_cost=1.0469, reader_cost=0.0002 | ETA 04:22:03
2020-11-06 11:46:20 [INFO] [TRAIN] epoch=175, iter=64990/80000, loss=0.0754, lr=0.002218, batch_cost=1.0407, reader_cost=0.0002 | ETA 04:20:21
2020-11-06 11:46:31 [INFO] [TRAIN] epoch=175, iter=65000/80000, loss=0.0863, lr=0.002217, batch_cost=1.0841, reader_cost=0.0002 | ETA 04:31:01
2020-11-06 11:46:41 [INFO] [TRAIN] epoch=175, iter=65010/80000, loss=0.1325, lr=0.002215, batch_cost=1.0774, reader_cost=0.0002 | ETA 04:29:10
2020-11-06 11:46:52 [INFO] [TRAIN] epoch=175, iter=65020/80000, loss=0.0833, lr=0.002214, batch_cost=1.0412, reader_cost=0.0002 | ETA 04:19:56
2020-11-06 11:47:02 [INFO] [TRAIN] epoch=175, iter=65030/80000, loss=0.0838, lr=0.002213, batch_cost=1.0543, reader_cost=0.0002 | ETA 04:23:02
2020-11-06 11:47:13 [INFO] [TRAIN] epoch=175, iter=65040/80000, loss=0.0515, lr=0.002211, batch_cost=1.0166, reader_cost=0.0001 | ETA 04:13:27
2020-11-06 11:47:23 [INFO] [TRAIN] epoch=175, iter=65050/80000, loss=0.0802, lr=0.002210, batch_cost=1.0840, reader_cost=0.0002 | ETA 04:30:05
2020-11-06 11:47:34 [INFO] [TRAIN] epoch=175, iter=65060/80000, loss=0.0901, lr=0.002209, batch_cost=1.0489, reader_cost=0.0002 | ETA 04:21:10
2020-11-06 11:47:45 [INFO] [TRAIN] epoch=175, iter=65070/80000, loss=0.0673, lr=0.002207, batch_cost=1.0849, reader_cost=0.0002 | ETA 04:29:57
2020-11-06 11:47:55 [INFO] [TRAIN] epoch=175, iter=65080/80000, loss=0.0737, lr=0.002206, batch_cost=1.0375, reader_cost=0.0002 | ETA 04:17:59
2020-11-06 11:48:05 [INFO] [TRAIN] epoch=175, iter=65090/80000, loss=0.1010, lr=0.002205, batch_cost=1.0321, reader_cost=0.0002 | ETA 04:16:28
2020-11-06 11:48:15 [INFO] [TRAIN] epoch=175, iter=65100/80000, loss=0.0966, lr=0.002203, batch_cost=1.0020, reader_cost=0.0001 | ETA 04:08:49
2020-11-06 11:48:28 [INFO] [TRAIN] epoch=176, iter=65110/80000, loss=0.0797, lr=0.002202, batch_cost=1.2130, reader_cost=0.1164 | ETA 05:01:01
2020-11-06 11:48:37 [INFO] [TRAIN] epoch=176, iter=65120/80000, loss=0.0826, lr=0.002201, batch_cost=0.9864, reader_cost=0.0002 | ETA 04:04:38
2020-11-06 11:48:47 [INFO] [TRAIN] epoch=176, iter=65130/80000, loss=0.0738, lr=0.002200, batch_cost=0.9763, reader_cost=0.0002 | ETA 04:01:57
2020-11-06 11:48:57 [INFO] [TRAIN] epoch=176, iter=65140/80000, loss=0.0694, lr=0.002198, batch_cost=0.9764, reader_cost=0.0002 | ETA 04:01:49
2020-11-06 11:49:08 [INFO] [TRAIN] epoch=176, iter=65150/80000, loss=0.0801, lr=0.002197, batch_cost=1.0778, reader_cost=0.0002 | ETA 04:26:45
2020-11-06 11:49:18 [INFO] [TRAIN] epoch=176, iter=65160/80000, loss=0.0914, lr=0.002196, batch_cost=0.9955, reader_cost=0.0002 | ETA 04:06:13
2020-11-06 11:49:29 [INFO] [TRAIN] epoch=176, iter=65170/80000, loss=0.0866, lr=0.002194, batch_cost=1.0860, reader_cost=0.0002 | ETA 04:28:25
2020-11-06 11:49:40 [INFO] [TRAIN] epoch=176, iter=65180/80000, loss=0.0941, lr=0.002193, batch_cost=1.1635, reader_cost=0.0002 | ETA 04:47:23
2020-11-06 11:49:51 [INFO] [TRAIN] epoch=176, iter=65190/80000, loss=0.1039, lr=0.002192, batch_cost=1.0594, reader_cost=0.0002 | ETA 04:21:29
2020-11-06 11:50:01 [INFO] [TRAIN] epoch=176, iter=65200/80000, loss=0.0777, lr=0.002190, batch_cost=1.0689, reader_cost=0.0002 | ETA 04:23:39
2020-11-06 11:50:12 [INFO] [TRAIN] epoch=176, iter=65210/80000, loss=0.0648, lr=0.002189, batch_cost=1.0136, reader_cost=0.0002 | ETA 04:09:51
2020-11-06 11:50:22 [INFO] [TRAIN] epoch=176, iter=65220/80000, loss=0.0942, lr=0.002188, batch_cost=1.0151, reader_cost=0.0002 | ETA 04:10:02
2020-11-06 11:50:33 [INFO] [TRAIN] epoch=176, iter=65230/80000, loss=0.1104, lr=0.002186, batch_cost=1.0921, reader_cost=0.0002 | ETA 04:28:50
2020-11-06 11:50:43 [INFO] [TRAIN] epoch=176, iter=65240/80000, loss=0.0847, lr=0.002185, batch_cost=1.0407, reader_cost=0.0002 | ETA 04:16:00
2020-11-06 11:50:54 [INFO] [TRAIN] epoch=176, iter=65250/80000, loss=0.0842, lr=0.002184, batch_cost=1.0448, reader_cost=0.0002 | ETA 04:16:50
2020-11-06 11:51:04 [INFO] [TRAIN] epoch=176, iter=65260/80000, loss=0.0718, lr=0.002182, batch_cost=1.0283, reader_cost=0.0002 | ETA 04:12:37
2020-11-06 11:51:14 [INFO] [TRAIN] epoch=176, iter=65270/80000, loss=0.0852, lr=0.002181, batch_cost=1.0447, reader_cost=0.0002 | ETA 04:16:27
2020-11-06 11:51:26 [INFO] [TRAIN] epoch=176, iter=65280/80000, loss=0.0815, lr=0.002180, batch_cost=1.1304, reader_cost=0.0014 | ETA 04:37:19
2020-11-06 11:51:36 [INFO] [TRAIN] epoch=176, iter=65290/80000, loss=0.1022, lr=0.002178, batch_cost=1.0231, reader_cost=0.0014 | ETA 04:10:49
2020-11-06 11:51:46 [INFO] [TRAIN] epoch=176, iter=65300/80000, loss=0.0943, lr=0.002177, batch_cost=1.0086, reader_cost=0.0002 | ETA 04:07:06
2020-11-06 11:51:57 [INFO] [TRAIN] epoch=176, iter=65310/80000, loss=0.0671, lr=0.002176, batch_cost=1.1416, reader_cost=0.0002 | ETA 04:39:29
2020-11-06 11:52:08 [INFO] [TRAIN] epoch=176, iter=65320/80000, loss=0.0861, lr=0.002174, batch_cost=1.0275, reader_cost=0.0002 | ETA 04:11:23
2020-11-06 11:52:18 [INFO] [TRAIN] epoch=176, iter=65330/80000, loss=0.0632, lr=0.002173, batch_cost=1.0008, reader_cost=0.0002 | ETA 04:04:42
2020-11-06 11:52:27 [INFO] [TRAIN] epoch=176, iter=65340/80000, loss=0.0782, lr=0.002172, batch_cost=0.9893, reader_cost=0.0002 | ETA 04:01:43
2020-11-06 11:52:37 [INFO] [TRAIN] epoch=176, iter=65350/80000, loss=0.0557, lr=0.002170, batch_cost=1.0011, reader_cost=0.0002 | ETA 04:04:26
2020-11-06 11:52:47 [INFO] [TRAIN] epoch=176, iter=65360/80000, loss=0.0947, lr=0.002169, batch_cost=0.9763, reader_cost=0.0002 | ETA 03:58:12
2020-11-06 11:52:58 [INFO] [TRAIN] epoch=176, iter=65370/80000, loss=0.1203, lr=0.002168, batch_cost=1.0328, reader_cost=0.0002 | ETA 04:11:49
2020-11-06 11:53:08 [INFO] [TRAIN] epoch=176, iter=65380/80000, loss=0.1000, lr=0.002166, batch_cost=1.0141, reader_cost=0.0002 | ETA 04:07:05
2020-11-06 11:53:18 [INFO] [TRAIN] epoch=176, iter=65390/80000, loss=0.0743, lr=0.002165, batch_cost=0.9894, reader_cost=0.0002 | ETA 04:00:55
2020-11-06 11:53:28 [INFO] [TRAIN] epoch=176, iter=65400/80000, loss=0.0917, lr=0.002164, batch_cost=1.0334, reader_cost=0.0002 | ETA 04:11:28
2020-11-06 11:53:38 [INFO] [TRAIN] epoch=176, iter=65410/80000, loss=0.0604, lr=0.002162, batch_cost=1.0531, reader_cost=0.0002 | ETA 04:16:04
2020-11-06 11:53:49 [INFO] [TRAIN] epoch=176, iter=65420/80000, loss=0.0717, lr=0.002161, batch_cost=1.0560, reader_cost=0.0002 | ETA 04:16:36
2020-11-06 11:54:00 [INFO] [TRAIN] epoch=176, iter=65430/80000, loss=0.0847, lr=0.002160, batch_cost=1.0478, reader_cost=0.0002 | ETA 04:14:25
2020-11-06 11:54:10 [INFO] [TRAIN] epoch=176, iter=65440/80000, loss=0.1038, lr=0.002158, batch_cost=1.0236, reader_cost=0.0002 | ETA 04:08:23
2020-11-06 11:54:21 [INFO] [TRAIN] epoch=176, iter=65450/80000, loss=0.0710, lr=0.002157, batch_cost=1.1198, reader_cost=0.0002 | ETA 04:31:32
2020-11-06 11:54:31 [INFO] [TRAIN] epoch=176, iter=65460/80000, loss=0.0889, lr=0.002156, batch_cost=1.0019, reader_cost=0.0002 | ETA 04:02:46
2020-11-06 11:54:41 [INFO] [TRAIN] epoch=176, iter=65470/80000, loss=0.1007, lr=0.002154, batch_cost=1.0359, reader_cost=0.0001 | ETA 04:10:51
2020-11-06 11:55:00 [INFO] [TRAIN] epoch=177, iter=65480/80000, loss=0.0804, lr=0.002153, batch_cost=1.8666, reader_cost=0.1008 | ETA 07:31:43
2020-11-06 11:55:12 [INFO] [TRAIN] epoch=177, iter=65490/80000, loss=0.1105, lr=0.002152, batch_cost=1.1954, reader_cost=0.0005 | ETA 04:49:05
2020-11-06 11:55:22 [INFO] [TRAIN] epoch=177, iter=65500/80000, loss=0.0784, lr=0.002150, batch_cost=1.0376, reader_cost=0.0002 | ETA 04:10:45
2020-11-06 11:55:33 [INFO] [TRAIN] epoch=177, iter=65510/80000, loss=0.0939, lr=0.002149, batch_cost=1.0495, reader_cost=0.0002 | ETA 04:13:27
2020-11-06 11:55:43 [INFO] [TRAIN] epoch=177, iter=65520/80000, loss=0.0763, lr=0.002148, batch_cost=1.0419, reader_cost=0.0002 | ETA 04:11:27
2020-11-06 11:55:54 [INFO] [TRAIN] epoch=177, iter=65530/80000, loss=0.0964, lr=0.002146, batch_cost=1.0765, reader_cost=0.0002 | ETA 04:19:36
2020-11-06 11:56:04 [INFO] [TRAIN] epoch=177, iter=65540/80000, loss=0.0802, lr=0.002145, batch_cost=1.0471, reader_cost=0.0002 | ETA 04:12:21
2020-11-06 11:56:15 [INFO] [TRAIN] epoch=177, iter=65550/80000, loss=0.0933, lr=0.002144, batch_cost=1.0772, reader_cost=0.0002 | ETA 04:19:25
2020-11-06 11:56:26 [INFO] [TRAIN] epoch=177, iter=65560/80000, loss=0.0565, lr=0.002142, batch_cost=1.0426, reader_cost=0.0002 | ETA 04:10:55
2020-11-06 11:56:36 [INFO] [TRAIN] epoch=177, iter=65570/80000, loss=0.0696, lr=0.002141, batch_cost=1.0568, reader_cost=0.0002 | ETA 04:14:09
2020-11-06 11:56:47 [INFO] [TRAIN] epoch=177, iter=65580/80000, loss=0.0861, lr=0.002140, batch_cost=1.0302, reader_cost=0.0002 | ETA 04:07:35
2020-11-06 11:56:57 [INFO] [TRAIN] epoch=177, iter=65590/80000, loss=0.0739, lr=0.002138, batch_cost=1.0930, reader_cost=0.0002 | ETA 04:22:30
2020-11-06 11:57:08 [INFO] [TRAIN] epoch=177, iter=65600/80000, loss=0.0828, lr=0.002137, batch_cost=1.0411, reader_cost=0.0002 | ETA 04:09:51
2020-11-06 11:57:18 [INFO] [TRAIN] epoch=177, iter=65610/80000, loss=0.0817, lr=0.002136, batch_cost=1.0429, reader_cost=0.0002 | ETA 04:10:07
2020-11-06 11:57:29 [INFO] [TRAIN] epoch=177, iter=65620/80000, loss=0.0788, lr=0.002134, batch_cost=1.0503, reader_cost=0.0002 | ETA 04:11:42
2020-11-06 11:57:39 [INFO] [TRAIN] epoch=177, iter=65630/80000, loss=0.0824, lr=0.002133, batch_cost=1.0481, reader_cost=0.0002 | ETA 04:11:00
2020-11-06 11:57:50 [INFO] [TRAIN] epoch=177, iter=65640/80000, loss=0.0746, lr=0.002131, batch_cost=1.0198, reader_cost=0.0002 | ETA 04:04:05
2020-11-06 11:58:00 [INFO] [TRAIN] epoch=177, iter=65650/80000, loss=0.0853, lr=0.002130, batch_cost=1.0215, reader_cost=0.0002 | ETA 04:04:19
2020-11-06 11:58:10 [INFO] [TRAIN] epoch=177, iter=65660/80000, loss=0.0905, lr=0.002129, batch_cost=1.0491, reader_cost=0.0028 | ETA 04:10:44
2020-11-06 11:58:22 [INFO] [TRAIN] epoch=177, iter=65670/80000, loss=0.0811, lr=0.002127, batch_cost=1.1668, reader_cost=0.0015 | ETA 04:38:40
2020-11-06 11:58:33 [INFO] [TRAIN] epoch=177, iter=65680/80000, loss=0.0561, lr=0.002126, batch_cost=1.0640, reader_cost=0.0015 | ETA 04:13:56
2020-11-06 11:58:43 [INFO] [TRAIN] epoch=177, iter=65690/80000, loss=0.1076, lr=0.002125, batch_cost=1.0256, reader_cost=0.0002 | ETA 04:04:36
2020-11-06 11:58:54 [INFO] [TRAIN] epoch=177, iter=65700/80000, loss=0.0704, lr=0.002123, batch_cost=1.0778, reader_cost=0.0002 | ETA 04:16:52
2020-11-06 11:59:04 [INFO] [TRAIN] epoch=177, iter=65710/80000, loss=0.0734, lr=0.002122, batch_cost=1.0343, reader_cost=0.0002 | ETA 04:06:19
2020-11-06 11:59:14 [INFO] [TRAIN] epoch=177, iter=65720/80000, loss=0.1046, lr=0.002121, batch_cost=1.0131, reader_cost=0.0002 | ETA 04:01:07
2020-11-06 11:59:24 [INFO] [TRAIN] epoch=177, iter=65730/80000, loss=0.0662, lr=0.002119, batch_cost=1.0442, reader_cost=0.0002 | ETA 04:08:20
2020-11-06 11:59:35 [INFO] [TRAIN] epoch=177, iter=65740/80000, loss=0.0937, lr=0.002118, batch_cost=1.0303, reader_cost=0.0002 | ETA 04:04:52
2020-11-06 11:59:45 [INFO] [TRAIN] epoch=177, iter=65750/80000, loss=0.0842, lr=0.002117, batch_cost=1.0264, reader_cost=0.0002 | ETA 04:03:45
2020-11-06 11:59:55 [INFO] [TRAIN] epoch=177, iter=65760/80000, loss=0.0697, lr=0.002115, batch_cost=0.9939, reader_cost=0.0002 | ETA 03:55:53
2020-11-06 12:00:05 [INFO] [TRAIN] epoch=177, iter=65770/80000, loss=0.0897, lr=0.002114, batch_cost=0.9967, reader_cost=0.0002 | ETA 03:56:22
2020-11-06 12:00:15 [INFO] [TRAIN] epoch=177, iter=65780/80000, loss=0.0747, lr=0.002113, batch_cost=1.0163, reader_cost=0.0002 | ETA 04:00:52
2020-11-06 12:00:25 [INFO] [TRAIN] epoch=177, iter=65790/80000, loss=0.0706, lr=0.002111, batch_cost=1.0215, reader_cost=0.0002 | ETA 04:01:55
2020-11-06 12:00:36 [INFO] [TRAIN] epoch=177, iter=65800/80000, loss=0.0734, lr=0.002110, batch_cost=1.0617, reader_cost=0.0002 | ETA 04:11:16
2020-11-06 12:00:46 [INFO] [TRAIN] epoch=177, iter=65810/80000, loss=0.0834, lr=0.002109, batch_cost=1.0011, reader_cost=0.0002 | ETA 03:56:44
2020-11-06 12:00:56 [INFO] [TRAIN] epoch=177, iter=65820/80000, loss=0.0631, lr=0.002107, batch_cost=1.0404, reader_cost=0.0002 | ETA 04:05:52
2020-11-06 12:01:07 [INFO] [TRAIN] epoch=177, iter=65830/80000, loss=0.0969, lr=0.002106, batch_cost=1.0170, reader_cost=0.0002 | ETA 04:00:10
2020-11-06 12:01:17 [INFO] [TRAIN] epoch=177, iter=65840/80000, loss=0.1032, lr=0.002105, batch_cost=1.0107, reader_cost=0.0002 | ETA 03:58:31
2020-11-06 12:01:29 [INFO] [TRAIN] epoch=178, iter=65850/80000, loss=0.0748, lr=0.002103, batch_cost=1.2248, reader_cost=0.1080 | ETA 04:48:51
2020-11-06 12:01:40 [INFO] [TRAIN] epoch=178, iter=65860/80000, loss=0.0913, lr=0.002102, batch_cost=1.1061, reader_cost=0.0004 | ETA 04:20:40
2020-11-06 12:01:50 [INFO] [TRAIN] epoch=178, iter=65870/80000, loss=0.0985, lr=0.002101, batch_cost=1.0419, reader_cost=0.0002 | ETA 04:05:21
2020-11-06 12:02:02 [INFO] [TRAIN] epoch=178, iter=65880/80000, loss=0.0899, lr=0.002099, batch_cost=1.2004, reader_cost=0.0002 | ETA 04:42:29
2020-11-06 12:02:13 [INFO] [TRAIN] epoch=178, iter=65890/80000, loss=0.1049, lr=0.002098, batch_cost=1.0591, reader_cost=0.0002 | ETA 04:09:03
2020-11-06 12:02:24 [INFO] [TRAIN] epoch=178, iter=65900/80000, loss=0.2002, lr=0.002097, batch_cost=1.0532, reader_cost=0.0003 | ETA 04:07:29
2020-11-06 12:02:34 [INFO] [TRAIN] epoch=178, iter=65910/80000, loss=0.0753, lr=0.002095, batch_cost=1.0720, reader_cost=0.0002 | ETA 04:11:43
2020-11-06 12:02:45 [INFO] [TRAIN] epoch=178, iter=65920/80000, loss=0.1048, lr=0.002094, batch_cost=1.0665, reader_cost=0.0002 | ETA 04:10:15
2020-11-06 12:02:55 [INFO] [TRAIN] epoch=178, iter=65930/80000, loss=0.1034, lr=0.002093, batch_cost=1.0389, reader_cost=0.0002 | ETA 04:03:37
2020-11-06 12:03:05 [INFO] [TRAIN] epoch=178, iter=65940/80000, loss=0.1081, lr=0.002091, batch_cost=1.0111, reader_cost=0.0002 | ETA 03:56:56
2020-11-06 12:03:16 [INFO] [TRAIN] epoch=178, iter=65950/80000, loss=0.0839, lr=0.002090, batch_cost=1.0663, reader_cost=0.0002 | ETA 04:09:41
2020-11-06 12:03:27 [INFO] [TRAIN] epoch=178, iter=65960/80000, loss=0.0917, lr=0.002089, batch_cost=1.0986, reader_cost=0.0002 | ETA 04:17:04
2020-11-06 12:03:40 [INFO] [TRAIN] epoch=178, iter=65970/80000, loss=0.0931, lr=0.002087, batch_cost=1.2581, reader_cost=0.0002 | ETA 04:54:11
2020-11-06 12:03:50 [INFO] [TRAIN] epoch=178, iter=65980/80000, loss=0.0999, lr=0.002086, batch_cost=1.0833, reader_cost=0.0003 | ETA 04:13:08
2020-11-06 12:04:01 [INFO] [TRAIN] epoch=178, iter=65990/80000, loss=0.1051, lr=0.002085, batch_cost=1.0992, reader_cost=0.0002 | ETA 04:16:39
2020-11-06 12:04:12 [INFO] [TRAIN] epoch=178, iter=66000/80000, loss=0.0800, lr=0.002083, batch_cost=1.0192, reader_cost=0.0002 | ETA 03:57:48
2020-11-06 12:04:17 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 12:09:31 [INFO] [EVAL] #Images=500 mIoU=0.8085 Acc=0.9649 Kappa=0.9545
2020-11-06 12:09:31 [INFO] [EVAL] Category IoU:
[0.984 0.8658 0.9324 0.5332 0.642 0.6897 0.7374 0.8183 0.9297 0.6632
0.951 0.8464 0.6835 0.9574 0.8396 0.9224 0.8726 0.6986 0.7942]
2020-11-06 12:09:31 [INFO] [EVAL] Category Acc:
[0.9934 0.9179 0.9611 0.829 0.7925 0.8343 0.8436 0.9026 0.9602 0.8576
0.9699 0.9105 0.8011 0.9761 0.9326 0.9634 0.9555 0.8621 0.8694]
2020-11-06 12:09:31 [INFO] [EVAL] The model with the best validation mIoU (0.8096) was saved at iter 62000.
2020-11-06 12:09:41 [INFO] [TRAIN] epoch=178, iter=66010/80000, loss=0.0795, lr=0.002082, batch_cost=0.9772, reader_cost=0.0002 | ETA 03:47:50
2020-11-06 12:09:51 [INFO] [TRAIN] epoch=178, iter=66020/80000, loss=0.0638, lr=0.002081, batch_cost=0.9789, reader_cost=0.0002 | ETA 03:48:05
2020-11-06 12:10:01 [INFO] [TRAIN] epoch=178, iter=66030/80000, loss=0.0992, lr=0.002079, batch_cost=0.9818, reader_cost=0.0002 | ETA 03:48:35
2020-11-06 12:10:11 [INFO] [TRAIN] epoch=178, iter=66040/80000, loss=0.0771, lr=0.002078, batch_cost=0.9795, reader_cost=0.0002 | ETA 03:47:53
2020-11-06 12:10:21 [INFO] [TRAIN] epoch=178, iter=66050/80000, loss=0.0683, lr=0.002077, batch_cost=0.9812, reader_cost=0.0002 | ETA 03:48:07
2020-11-06 12:10:30 [INFO] [TRAIN] epoch=178, iter=66060/80000, loss=0.0765, lr=0.002075, batch_cost=0.9925, reader_cost=0.0002 | ETA 03:50:35
2020-11-06 12:10:40 [INFO] [TRAIN] epoch=178, iter=66070/80000, loss=0.0713, lr=0.002074, batch_cost=0.9894, reader_cost=0.0002 | ETA 03:49:42
2020-11-06 12:10:50 [INFO] [TRAIN] epoch=178, iter=66080/80000, loss=0.0676, lr=0.002073, batch_cost=1.0023, reader_cost=0.0002 | ETA 03:52:31
2020-11-06 12:11:01 [INFO] [TRAIN] epoch=178, iter=66090/80000, loss=0.0960, lr=0.002071, batch_cost=1.0332, reader_cost=0.0002 | ETA 03:59:31
2020-11-06 12:11:11 [INFO] [TRAIN] epoch=178, iter=66100/80000, loss=0.0742, lr=0.002070, batch_cost=1.0453, reader_cost=0.0002 | ETA 04:02:10
2020-11-06 12:11:22 [INFO] [TRAIN] epoch=178, iter=66110/80000, loss=0.0783, lr=0.002069, batch_cost=1.0544, reader_cost=0.0002 | ETA 04:04:05
2020-11-06 12:11:32 [INFO] [TRAIN] epoch=178, iter=66120/80000, loss=0.0956, lr=0.002067, batch_cost=1.0563, reader_cost=0.0002 | ETA 04:04:21
2020-11-06 12:11:43 [INFO] [TRAIN] epoch=178, iter=66130/80000, loss=0.0686, lr=0.002066, batch_cost=1.0346, reader_cost=0.0002 | ETA 03:59:09
2020-11-06 12:11:53 [INFO] [TRAIN] epoch=178, iter=66140/80000, loss=0.0817, lr=0.002065, batch_cost=1.0283, reader_cost=0.0002 | ETA 03:57:32
2020-11-06 12:12:03 [INFO] [TRAIN] epoch=178, iter=66150/80000, loss=0.0855, lr=0.002063, batch_cost=0.9954, reader_cost=0.0002 | ETA 03:49:46
2020-11-06 12:12:13 [INFO] [TRAIN] epoch=178, iter=66160/80000, loss=0.0524, lr=0.002062, batch_cost=1.0249, reader_cost=0.0002 | ETA 03:56:24
2020-11-06 12:12:23 [INFO] [TRAIN] epoch=178, iter=66170/80000, loss=0.0894, lr=0.002061, batch_cost=1.0053, reader_cost=0.0002 | ETA 03:51:43
2020-11-06 12:12:33 [INFO] [TRAIN] epoch=178, iter=66180/80000, loss=0.0760, lr=0.002059, batch_cost=1.0180, reader_cost=0.0002 | ETA 03:54:28
2020-11-06 12:12:44 [INFO] [TRAIN] epoch=178, iter=66190/80000, loss=0.0877, lr=0.002058, batch_cost=1.0333, reader_cost=0.0002 | ETA 03:57:49
2020-11-06 12:12:54 [INFO] [TRAIN] epoch=178, iter=66200/80000, loss=0.1025, lr=0.002057, batch_cost=1.0064, reader_cost=0.0002 | ETA 03:51:28
2020-11-06 12:13:04 [INFO] [TRAIN] epoch=178, iter=66210/80000, loss=0.1043, lr=0.002055, batch_cost=1.0056, reader_cost=0.0002 | ETA 03:51:07
2020-11-06 12:13:16 [INFO] [TRAIN] epoch=179, iter=66220/80000, loss=0.1026, lr=0.002054, batch_cost=1.1952, reader_cost=0.0942 | ETA 04:34:30
2020-11-06 12:13:26 [INFO] [TRAIN] epoch=179, iter=66230/80000, loss=0.0953, lr=0.002053, batch_cost=1.0519, reader_cost=0.0004 | ETA 04:01:24
2020-11-06 12:13:37 [INFO] [TRAIN] epoch=179, iter=66240/80000, loss=0.0993, lr=0.002051, batch_cost=1.0534, reader_cost=0.0002 | ETA 04:01:35
2020-11-06 12:13:47 [INFO] [TRAIN] epoch=179, iter=66250/80000, loss=0.1007, lr=0.002050, batch_cost=1.0296, reader_cost=0.0002 | ETA 03:55:57
2020-11-06 12:13:58 [INFO] [TRAIN] epoch=179, iter=66260/80000, loss=0.1090, lr=0.002048, batch_cost=1.0429, reader_cost=0.0002 | ETA 03:58:49
2020-11-06 12:14:08 [INFO] [TRAIN] epoch=179, iter=66270/80000, loss=0.1209, lr=0.002047, batch_cost=1.0509, reader_cost=0.0002 | ETA 04:00:29
2020-11-06 12:14:18 [INFO] [TRAIN] epoch=179, iter=66280/80000, loss=0.0840, lr=0.002046, batch_cost=1.0431, reader_cost=0.0002 | ETA 03:58:31
2020-11-06 12:14:29 [INFO] [TRAIN] epoch=179, iter=66290/80000, loss=0.1167, lr=0.002044, batch_cost=1.0335, reader_cost=0.0002 | ETA 03:56:08
2020-11-06 12:14:39 [INFO] [TRAIN] epoch=179, iter=66300/80000, loss=0.0917, lr=0.002043, batch_cost=1.0343, reader_cost=0.0002 | ETA 03:56:09
2020-11-06 12:14:50 [INFO] [TRAIN] epoch=179, iter=66310/80000, loss=0.0943, lr=0.002042, batch_cost=1.0410, reader_cost=0.0001 | ETA 03:57:31
2020-11-06 12:15:00 [INFO] [TRAIN] epoch=179, iter=66320/80000, loss=0.0600, lr=0.002040, batch_cost=1.0313, reader_cost=0.0001 | ETA 03:55:08
2020-11-06 12:15:10 [INFO] [TRAIN] epoch=179, iter=66330/80000, loss=0.0814, lr=0.002039, batch_cost=1.0381, reader_cost=0.0002 | ETA 03:56:30
2020-11-06 12:15:21 [INFO] [TRAIN] epoch=179, iter=66340/80000, loss=0.0914, lr=0.002038, batch_cost=1.0700, reader_cost=0.0002 | ETA 04:03:36
2020-11-06 12:15:32 [INFO] [TRAIN] epoch=179, iter=66350/80000, loss=0.0990, lr=0.002036, batch_cost=1.0579, reader_cost=0.0002 | ETA 04:00:40
2020-11-06 12:15:43 [INFO] [TRAIN] epoch=179, iter=66360/80000, loss=0.1263, lr=0.002035, batch_cost=1.1196, reader_cost=0.0002 | ETA 04:14:31
2020-11-06 12:15:53 [INFO] [TRAIN] epoch=179, iter=66370/80000, loss=0.0823, lr=0.002034, batch_cost=1.0154, reader_cost=0.0002 | ETA 03:50:39
2020-11-06 12:16:03 [INFO] [TRAIN] epoch=179, iter=66380/80000, loss=0.0782, lr=0.002032, batch_cost=1.0014, reader_cost=0.0002 | ETA 03:47:19
2020-11-06 12:16:13 [INFO] [TRAIN] epoch=179, iter=66390/80000, loss=0.0792, lr=0.002031, batch_cost=0.9968, reader_cost=0.0002 | ETA 03:46:06
2020-11-06 12:16:23 [INFO] [TRAIN] epoch=179, iter=66400/80000, loss=0.0744, lr=0.002030, batch_cost=1.0043, reader_cost=0.0002 | ETA 03:47:38
2020-11-06 12:16:34 [INFO] [TRAIN] epoch=179, iter=66410/80000, loss=0.0768, lr=0.002028, batch_cost=1.0643, reader_cost=0.0002 | ETA 04:01:03
2020-11-06 12:16:46 [INFO] [TRAIN] epoch=179, iter=66420/80000, loss=0.0576, lr=0.002027, batch_cost=1.2499, reader_cost=0.0002 | ETA 04:42:54
2020-11-06 12:16:58 [INFO] [TRAIN] epoch=179, iter=66430/80000, loss=0.0684, lr=0.002026, batch_cost=1.2351, reader_cost=0.0002 | ETA 04:39:19
2020-11-06 12:17:09 [INFO] [TRAIN] epoch=179, iter=66440/80000, loss=0.0734, lr=0.002024, batch_cost=1.0469, reader_cost=0.0002 | ETA 03:56:36
2020-11-06 12:17:19 [INFO] [TRAIN] epoch=179, iter=66450/80000, loss=0.0558, lr=0.002023, batch_cost=1.0269, reader_cost=0.0002 | ETA 03:51:54
2020-11-06 12:17:29 [INFO] [TRAIN] epoch=179, iter=66460/80000, loss=0.0805, lr=0.002022, batch_cost=1.0161, reader_cost=0.0002 | ETA 03:49:17
2020-11-06 12:17:40 [INFO] [TRAIN] epoch=179, iter=66470/80000, loss=0.0611, lr=0.002020, batch_cost=1.0207, reader_cost=0.0002 | ETA 03:50:09
2020-11-06 12:17:50 [INFO] [TRAIN] epoch=179, iter=66480/80000, loss=0.0927, lr=0.002019, batch_cost=1.0324, reader_cost=0.0002 | ETA 03:52:38
2020-11-06 12:18:00 [INFO] [TRAIN] epoch=179, iter=66490/80000, loss=0.0810, lr=0.002018, batch_cost=1.0323, reader_cost=0.0002 | ETA 03:52:26
2020-11-06 12:18:10 [INFO] [TRAIN] epoch=179, iter=66500/80000, loss=0.0796, lr=0.002016, batch_cost=1.0149, reader_cost=0.0002 | ETA 03:48:20
2020-11-06 12:18:21 [INFO] [TRAIN] epoch=179, iter=66510/80000, loss=0.0756, lr=0.002015, batch_cost=1.0338, reader_cost=0.0002 | ETA 03:52:26
2020-11-06 12:18:31 [INFO] [TRAIN] epoch=179, iter=66520/80000, loss=0.0828, lr=0.002014, batch_cost=1.0638, reader_cost=0.0002 | ETA 03:58:59
2020-11-06 12:18:41 [INFO] [TRAIN] epoch=179, iter=66530/80000, loss=0.0728, lr=0.002012, batch_cost=0.9979, reader_cost=0.0002 | ETA 03:44:01
2020-11-06 12:18:51 [INFO] [TRAIN] epoch=179, iter=66540/80000, loss=0.0774, lr=0.002011, batch_cost=1.0185, reader_cost=0.0002 | ETA 03:48:29
2020-11-06 12:19:01 [INFO] [TRAIN] epoch=179, iter=66550/80000, loss=0.0770, lr=0.002010, batch_cost=0.9964, reader_cost=0.0002 | ETA 03:43:20
2020-11-06 12:19:11 [INFO] [TRAIN] epoch=179, iter=66560/80000, loss=0.0790, lr=0.002008, batch_cost=1.0016, reader_cost=0.0002 | ETA 03:44:22
2020-11-06 12:19:21 [INFO] [TRAIN] epoch=179, iter=66570/80000, loss=0.0775, lr=0.002007, batch_cost=1.0051, reader_cost=0.0002 | ETA 03:44:58
2020-11-06 12:19:32 [INFO] [TRAIN] epoch=179, iter=66580/80000, loss=0.0971, lr=0.002006, batch_cost=1.0024, reader_cost=0.0006 | ETA 03:44:12
2020-11-06 12:19:44 [INFO] [TRAIN] epoch=180, iter=66590/80000, loss=0.1107, lr=0.002004, batch_cost=1.2077, reader_cost=0.1047 | ETA 04:29:55
2020-11-06 12:19:55 [INFO] [TRAIN] epoch=180, iter=66600/80000, loss=0.0857, lr=0.002003, batch_cost=1.1866, reader_cost=0.0002 | ETA 04:25:00
2020-11-06 12:20:06 [INFO] [TRAIN] epoch=180, iter=66610/80000, loss=0.1089, lr=0.002001, batch_cost=1.0695, reader_cost=0.0002 | ETA 03:58:40
2020-11-06 12:20:17 [INFO] [TRAIN] epoch=180, iter=66620/80000, loss=0.0868, lr=0.002000, batch_cost=1.0657, reader_cost=0.0002 | ETA 03:57:39
2020-11-06 12:20:28 [INFO] [TRAIN] epoch=180, iter=66630/80000, loss=0.1002, lr=0.001999, batch_cost=1.0794, reader_cost=0.0002 | ETA 04:00:31
2020-11-06 12:20:38 [INFO] [TRAIN] epoch=180, iter=66640/80000, loss=0.1370, lr=0.001997, batch_cost=1.0482, reader_cost=0.0002 | ETA 03:53:23
2020-11-06 12:20:49 [INFO] [TRAIN] epoch=180, iter=66650/80000, loss=0.0773, lr=0.001996, batch_cost=1.0533, reader_cost=0.0002 | ETA 03:54:21
2020-11-06 12:20:59 [INFO] [TRAIN] epoch=180, iter=66660/80000, loss=0.1577, lr=0.001995, batch_cost=1.0350, reader_cost=0.0002 | ETA 03:50:06
2020-11-06 12:21:09 [INFO] [TRAIN] epoch=180, iter=66670/80000, loss=0.0841, lr=0.001993, batch_cost=1.0159, reader_cost=0.0002 | ETA 03:45:41
2020-11-06 12:21:20 [INFO] [TRAIN] epoch=180, iter=66680/80000, loss=0.0951, lr=0.001992, batch_cost=1.0657, reader_cost=0.0002 | ETA 03:56:35
2020-11-06 12:21:31 [INFO] [TRAIN] epoch=180, iter=66690/80000, loss=0.0598, lr=0.001991, batch_cost=1.1027, reader_cost=0.0002 | ETA 04:04:37
2020-11-06 12:21:41 [INFO] [TRAIN] epoch=180, iter=66700/80000, loss=0.0793, lr=0.001989, batch_cost=1.0567, reader_cost=0.0002 | ETA 03:54:14
2020-11-06 12:21:52 [INFO] [TRAIN] epoch=180, iter=66710/80000, loss=0.0642, lr=0.001988, batch_cost=1.0270, reader_cost=0.0002 | ETA 03:47:28
2020-11-06 12:22:02 [INFO] [TRAIN] epoch=180, iter=66720/80000, loss=0.1010, lr=0.001987, batch_cost=1.0085, reader_cost=0.0002 | ETA 03:43:12
2020-11-06 12:22:12 [INFO] [TRAIN] epoch=180, iter=66730/80000, loss=0.1198, lr=0.001985, batch_cost=1.0304, reader_cost=0.0002 | ETA 03:47:53
2020-11-06 12:22:22 [INFO] [TRAIN] epoch=180, iter=66740/80000, loss=0.0787, lr=0.001984, batch_cost=1.0316, reader_cost=0.0001 | ETA 03:47:59
2020-11-06 12:22:33 [INFO] [TRAIN] epoch=180, iter=66750/80000, loss=0.0861, lr=0.001983, batch_cost=1.0292, reader_cost=0.0002 | ETA 03:47:17
2020-11-06 12:22:43 [INFO] [TRAIN] epoch=180, iter=66760/80000, loss=0.0810, lr=0.001981, batch_cost=1.0431, reader_cost=0.0002 | ETA 03:50:10
2020-11-06 12:22:53 [INFO] [TRAIN] epoch=180, iter=66770/80000, loss=0.0782, lr=0.001980, batch_cost=1.0011, reader_cost=0.0002 | ETA 03:40:44
2020-11-06 12:23:03 [INFO] [TRAIN] epoch=180, iter=66780/80000, loss=0.1053, lr=0.001979, batch_cost=1.0304, reader_cost=0.0002 | ETA 03:47:02
2020-11-06 12:23:14 [INFO] [TRAIN] epoch=180, iter=66790/80000, loss=0.0782, lr=0.001977, batch_cost=1.0290, reader_cost=0.0002 | ETA 03:46:33
2020-11-06 12:23:24 [INFO] [TRAIN] epoch=180, iter=66800/80000, loss=0.0688, lr=0.001976, batch_cost=1.0305, reader_cost=0.0002 | ETA 03:46:42
2020-11-06 12:23:34 [INFO] [TRAIN] epoch=180, iter=66810/80000, loss=0.0820, lr=0.001975, batch_cost=1.0453, reader_cost=0.0002 | ETA 03:49:47
2020-11-06 12:23:45 [INFO] [TRAIN] epoch=180, iter=66820/80000, loss=0.0650, lr=0.001973, batch_cost=1.0810, reader_cost=0.0002 | ETA 03:57:28
2020-11-06 12:23:56 [INFO] [TRAIN] epoch=180, iter=66830/80000, loss=0.0763, lr=0.001972, batch_cost=1.0484, reader_cost=0.0002 | ETA 03:50:07
2020-11-06 12:24:11 [INFO] [TRAIN] epoch=180, iter=66840/80000, loss=0.0765, lr=0.001971, batch_cost=1.4994, reader_cost=0.0002 | ETA 05:28:52
2020-11-06 12:24:21 [INFO] [TRAIN] epoch=180, iter=66850/80000, loss=0.0815, lr=0.001969, batch_cost=1.0758, reader_cost=0.0002 | ETA 03:55:47
2020-11-06 12:24:32 [INFO] [TRAIN] epoch=180, iter=66860/80000, loss=0.0851, lr=0.001968, batch_cost=1.0661, reader_cost=0.0002 | ETA 03:53:28
2020-11-06 12:24:42 [INFO] [TRAIN] epoch=180, iter=66870/80000, loss=0.1070, lr=0.001966, batch_cost=1.0278, reader_cost=0.0002 | ETA 03:44:54
2020-11-06 12:24:53 [INFO] [TRAIN] epoch=180, iter=66880/80000, loss=0.0877, lr=0.001965, batch_cost=1.0383, reader_cost=0.0002 | ETA 03:47:02
2020-11-06 12:25:03 [INFO] [TRAIN] epoch=180, iter=66890/80000, loss=0.0833, lr=0.001964, batch_cost=1.0382, reader_cost=0.0002 | ETA 03:46:50
2020-11-06 12:25:14 [INFO] [TRAIN] epoch=180, iter=66900/80000, loss=0.0651, lr=0.001962, batch_cost=1.0320, reader_cost=0.0002 | ETA 03:45:18
2020-11-06 12:25:24 [INFO] [TRAIN] epoch=180, iter=66910/80000, loss=0.0815, lr=0.001961, batch_cost=1.0144, reader_cost=0.0002 | ETA 03:41:18
2020-11-06 12:25:34 [INFO] [TRAIN] epoch=180, iter=66920/80000, loss=0.0684, lr=0.001960, batch_cost=1.0204, reader_cost=0.0002 | ETA 03:42:26
2020-11-06 12:25:44 [INFO] [TRAIN] epoch=180, iter=66930/80000, loss=0.0722, lr=0.001958, batch_cost=1.0045, reader_cost=0.0002 | ETA 03:38:49
2020-11-06 12:25:54 [INFO] [TRAIN] epoch=180, iter=66940/80000, loss=0.0786, lr=0.001957, batch_cost=0.9859, reader_cost=0.0002 | ETA 03:34:35
2020-11-06 12:26:04 [INFO] [TRAIN] epoch=180, iter=66950/80000, loss=0.1045, lr=0.001956, batch_cost=0.9905, reader_cost=0.0002 | ETA 03:35:25
2020-11-06 12:26:14 [INFO] [TRAIN] epoch=180, iter=66960/80000, loss=0.1366, lr=0.001954, batch_cost=1.0372, reader_cost=0.0001 | ETA 03:45:24
2020-11-06 12:26:26 [INFO] [TRAIN] epoch=181, iter=66970/80000, loss=0.1085, lr=0.001953, batch_cost=1.2030, reader_cost=0.1205 | ETA 04:21:15
2020-11-06 12:26:36 [INFO] [TRAIN] epoch=181, iter=66980/80000, loss=0.1093, lr=0.001952, batch_cost=0.9939, reader_cost=0.0004 | ETA 03:35:40
2020-11-06 12:26:46 [INFO] [TRAIN] epoch=181, iter=66990/80000, loss=0.0941, lr=0.001950, batch_cost=1.0025, reader_cost=0.0001 | ETA 03:37:23
2020-11-06 12:26:56 [INFO] [TRAIN] epoch=181, iter=67000/80000, loss=0.0810, lr=0.001949, batch_cost=1.0093, reader_cost=0.0001 | ETA 03:38:41
2020-11-06 12:27:06 [INFO] [TRAIN] epoch=181, iter=67010/80000, loss=0.0930, lr=0.001948, batch_cost=1.0052, reader_cost=0.0001 | ETA 03:37:36
2020-11-06 12:27:16 [INFO] [TRAIN] epoch=181, iter=67020/80000, loss=0.1020, lr=0.001946, batch_cost=1.0163, reader_cost=0.0002 | ETA 03:39:51
2020-11-06 12:27:27 [INFO] [TRAIN] epoch=181, iter=67030/80000, loss=0.0761, lr=0.001945, batch_cost=1.0404, reader_cost=0.0002 | ETA 03:44:53
2020-11-06 12:27:37 [INFO] [TRAIN] epoch=181, iter=67040/80000, loss=0.0915, lr=0.001944, batch_cost=1.0496, reader_cost=0.0001 | ETA 03:46:42
2020-11-06 12:27:47 [INFO] [TRAIN] epoch=181, iter=67050/80000, loss=0.0751, lr=0.001942, batch_cost=1.0096, reader_cost=0.0001 | ETA 03:37:54
2020-11-06 12:27:58 [INFO] [TRAIN] epoch=181, iter=67060/80000, loss=0.0966, lr=0.001941, batch_cost=1.0350, reader_cost=0.0001 | ETA 03:43:13
2020-11-06 12:28:08 [INFO] [TRAIN] epoch=181, iter=67070/80000, loss=0.0796, lr=0.001939, batch_cost=1.0358, reader_cost=0.0002 | ETA 03:43:12
2020-11-06 12:28:18 [INFO] [TRAIN] epoch=181, iter=67080/80000, loss=0.0831, lr=0.001938, batch_cost=0.9953, reader_cost=0.0002 | ETA 03:34:18
2020-11-06 12:28:28 [INFO] [TRAIN] epoch=181, iter=67090/80000, loss=0.0906, lr=0.001937, batch_cost=1.0335, reader_cost=0.0001 | ETA 03:42:22
2020-11-06 12:28:38 [INFO] [TRAIN] epoch=181, iter=67100/80000, loss=0.0872, lr=0.001935, batch_cost=1.0006, reader_cost=0.0002 | ETA 03:35:07
2020-11-06 12:28:48 [INFO] [TRAIN] epoch=181, iter=67110/80000, loss=0.0694, lr=0.001934, batch_cost=1.0084, reader_cost=0.0001 | ETA 03:36:38
2020-11-06 12:28:58 [INFO] [TRAIN] epoch=181, iter=67120/80000, loss=0.0779, lr=0.001933, batch_cost=0.9980, reader_cost=0.0002 | ETA 03:34:14
2020-11-06 12:29:08 [INFO] [TRAIN] epoch=181, iter=67130/80000, loss=0.1095, lr=0.001931, batch_cost=0.9960, reader_cost=0.0002 | ETA 03:33:38
2020-11-06 12:29:19 [INFO] [TRAIN] epoch=181, iter=67140/80000, loss=0.0850, lr=0.001930, batch_cost=1.0159, reader_cost=0.0002 | ETA 03:37:44
2020-11-06 12:29:29 [INFO] [TRAIN] epoch=181, iter=67150/80000, loss=0.0846, lr=0.001929, batch_cost=1.0031, reader_cost=0.0002 | ETA 03:34:50
2020-11-06 12:29:39 [INFO] [TRAIN] epoch=181, iter=67160/80000, loss=0.0855, lr=0.001927, batch_cost=1.0900, reader_cost=0.0002 | ETA 03:53:15
2020-11-06 12:29:50 [INFO] [TRAIN] epoch=181, iter=67170/80000, loss=0.0535, lr=0.001926, batch_cost=1.0558, reader_cost=0.0002 | ETA 03:45:46
2020-11-06 12:30:01 [INFO] [TRAIN] epoch=181, iter=67180/80000, loss=0.0900, lr=0.001925, batch_cost=1.0482, reader_cost=0.0002 | ETA 03:43:57
2020-11-06 12:30:11 [INFO] [TRAIN] epoch=181, iter=67190/80000, loss=0.0607, lr=0.001923, batch_cost=1.0308, reader_cost=0.0002 | ETA 03:40:04
2020-11-06 12:30:21 [INFO] [TRAIN] epoch=181, iter=67200/80000, loss=0.0933, lr=0.001922, batch_cost=1.0266, reader_cost=0.0002 | ETA 03:38:59
2020-11-06 12:30:31 [INFO] [TRAIN] epoch=181, iter=67210/80000, loss=0.0627, lr=0.001921, batch_cost=1.0146, reader_cost=0.0002 | ETA 03:36:17
2020-11-06 12:30:43 [INFO] [TRAIN] epoch=181, iter=67220/80000, loss=0.0749, lr=0.001919, batch_cost=1.1588, reader_cost=0.0002 | ETA 04:06:49
2020-11-06 12:30:53 [INFO] [TRAIN] epoch=181, iter=67230/80000, loss=0.0978, lr=0.001918, batch_cost=1.0416, reader_cost=0.0002 | ETA 03:41:41
2020-11-06 12:31:04 [INFO] [TRAIN] epoch=181, iter=67240/80000, loss=0.0774, lr=0.001917, batch_cost=1.0418, reader_cost=0.0002 | ETA 03:41:33
2020-11-06 12:31:14 [INFO] [TRAIN] epoch=181, iter=67250/80000, loss=0.0697, lr=0.001915, batch_cost=1.0230, reader_cost=0.0002 | ETA 03:37:23
2020-11-06 12:31:24 [INFO] [TRAIN] epoch=181, iter=67260/80000, loss=0.0721, lr=0.001914, batch_cost=1.0011, reader_cost=0.0002 | ETA 03:32:34
2020-11-06 12:31:34 [INFO] [TRAIN] epoch=181, iter=67270/80000, loss=0.0675, lr=0.001912, batch_cost=1.0340, reader_cost=0.0002 | ETA 03:39:23
2020-11-06 12:31:45 [INFO] [TRAIN] epoch=181, iter=67280/80000, loss=0.0635, lr=0.001911, batch_cost=1.0405, reader_cost=0.0002 | ETA 03:40:35
2020-11-06 12:31:55 [INFO] [TRAIN] epoch=181, iter=67290/80000, loss=0.0777, lr=0.001910, batch_cost=1.0062, reader_cost=0.0002 | ETA 03:33:08
2020-11-06 12:32:05 [INFO] [TRAIN] epoch=181, iter=67300/80000, loss=0.0898, lr=0.001908, batch_cost=1.0533, reader_cost=0.0002 | ETA 03:42:57
2020-11-06 12:32:16 [INFO] [TRAIN] epoch=181, iter=67310/80000, loss=0.0609, lr=0.001907, batch_cost=1.0281, reader_cost=0.0002 | ETA 03:37:27
2020-11-06 12:32:27 [INFO] [TRAIN] epoch=181, iter=67320/80000, loss=0.1026, lr=0.001906, batch_cost=1.1607, reader_cost=0.0002 | ETA 04:05:18
2020-11-06 12:32:37 [INFO] [TRAIN] epoch=181, iter=67330/80000, loss=0.0899, lr=0.001904, batch_cost=0.9961, reader_cost=0.0001 | ETA 03:30:20
2020-11-06 12:32:50 [INFO] [TRAIN] epoch=182, iter=67340/80000, loss=0.0889, lr=0.001903, batch_cost=1.3248, reader_cost=0.1411 | ETA 04:39:31
2020-11-06 12:33:01 [INFO] [TRAIN] epoch=182, iter=67350/80000, loss=0.1212, lr=0.001902, batch_cost=1.1100, reader_cost=0.0005 | ETA 03:54:00
2020-11-06 12:33:13 [INFO] [TRAIN] epoch=182, iter=67360/80000, loss=0.0838, lr=0.001900, batch_cost=1.1397, reader_cost=0.0002 | ETA 04:00:05
2020-11-06 12:33:24 [INFO] [TRAIN] epoch=182, iter=67370/80000, loss=0.0916, lr=0.001899, batch_cost=1.0818, reader_cost=0.0002 | ETA 03:47:42
2020-11-06 12:33:35 [INFO] [TRAIN] epoch=182, iter=67380/80000, loss=0.0771, lr=0.001898, batch_cost=1.0918, reader_cost=0.0005 | ETA 03:49:38
2020-11-06 12:33:46 [INFO] [TRAIN] epoch=182, iter=67390/80000, loss=0.0951, lr=0.001896, batch_cost=1.1410, reader_cost=0.0002 | ETA 03:59:47
2020-11-06 12:33:56 [INFO] [TRAIN] epoch=182, iter=67400/80000, loss=0.0897, lr=0.001895, batch_cost=0.9893, reader_cost=0.0002 | ETA 03:27:45
2020-11-06 12:34:06 [INFO] [TRAIN] epoch=182, iter=67410/80000, loss=0.1145, lr=0.001894, batch_cost=1.0041, reader_cost=0.0002 | ETA 03:30:41
2020-11-06 12:34:16 [INFO] [TRAIN] epoch=182, iter=67420/80000, loss=0.0753, lr=0.001892, batch_cost=0.9907, reader_cost=0.0002 | ETA 03:27:43
2020-11-06 12:34:26 [INFO] [TRAIN] epoch=182, iter=67430/80000, loss=0.0855, lr=0.001891, batch_cost=0.9976, reader_cost=0.0002 | ETA 03:29:00
2020-11-06 12:34:36 [INFO] [TRAIN] epoch=182, iter=67440/80000, loss=0.0690, lr=0.001889, batch_cost=0.9999, reader_cost=0.0002 | ETA 03:29:18
2020-11-06 12:34:46 [INFO] [TRAIN] epoch=182, iter=67450/80000, loss=0.0981, lr=0.001888, batch_cost=1.0004, reader_cost=0.0002 | ETA 03:29:15
2020-11-06 12:34:56 [INFO] [TRAIN] epoch=182, iter=67460/80000, loss=0.1126, lr=0.001887, batch_cost=1.0030, reader_cost=0.0002 | ETA 03:29:37
2020-11-06 12:35:06 [INFO] [TRAIN] epoch=182, iter=67470/80000, loss=0.0898, lr=0.001885, batch_cost=0.9974, reader_cost=0.0002 | ETA 03:28:17
2020-11-06 12:35:16 [INFO] [TRAIN] epoch=182, iter=67480/80000, loss=0.0678, lr=0.001884, batch_cost=1.0042, reader_cost=0.0002 | ETA 03:29:32
2020-11-06 12:35:26 [INFO] [TRAIN] epoch=182, iter=67490/80000, loss=0.0798, lr=0.001883, batch_cost=0.9998, reader_cost=0.0002 | ETA 03:28:27
2020-11-06 12:35:36 [INFO] [TRAIN] epoch=182, iter=67500/80000, loss=0.0662, lr=0.001881, batch_cost=0.9999, reader_cost=0.0002 | ETA 03:28:19
2020-11-06 12:35:46 [INFO] [TRAIN] epoch=182, iter=67510/80000, loss=0.0684, lr=0.001880, batch_cost=0.9998, reader_cost=0.0002 | ETA 03:28:07
2020-11-06 12:35:56 [INFO] [TRAIN] epoch=182, iter=67520/80000, loss=0.1010, lr=0.001879, batch_cost=1.0013, reader_cost=0.0002 | ETA 03:28:16
2020-11-06 12:36:06 [INFO] [TRAIN] epoch=182, iter=67530/80000, loss=0.1198, lr=0.001877, batch_cost=1.0025, reader_cost=0.0002 | ETA 03:28:20
2020-11-06 12:36:16 [INFO] [TRAIN] epoch=182, iter=67540/80000, loss=0.0454, lr=0.001876, batch_cost=0.9971, reader_cost=0.0002 | ETA 03:27:03
2020-11-06 12:36:26 [INFO] [TRAIN] epoch=182, iter=67550/80000, loss=0.0772, lr=0.001875, batch_cost=1.0024, reader_cost=0.0002 | ETA 03:27:59
2020-11-06 12:36:36 [INFO] [TRAIN] epoch=182, iter=67560/80000, loss=0.0554, lr=0.001873, batch_cost=1.0040, reader_cost=0.0002 | ETA 03:28:09
2020-11-06 12:36:46 [INFO] [TRAIN] epoch=182, iter=67570/80000, loss=0.0722, lr=0.001872, batch_cost=0.9924, reader_cost=0.0002 | ETA 03:25:35
2020-11-06 12:36:56 [INFO] [TRAIN] epoch=182, iter=67580/80000, loss=0.0644, lr=0.001871, batch_cost=1.0074, reader_cost=0.0002 | ETA 03:28:32
2020-11-06 12:37:06 [INFO] [TRAIN] epoch=182, iter=67590/80000, loss=0.1114, lr=0.001869, batch_cost=0.9893, reader_cost=0.0014 | ETA 03:24:37
2020-11-06 12:37:16 [INFO] [TRAIN] epoch=182, iter=67600/80000, loss=0.1032, lr=0.001868, batch_cost=0.9965, reader_cost=0.0002 | ETA 03:25:57
2020-11-06 12:37:26 [INFO] [TRAIN] epoch=182, iter=67610/80000, loss=0.1234, lr=0.001866, batch_cost=1.0079, reader_cost=0.0002 | ETA 03:28:08
2020-11-06 12:37:36 [INFO] [TRAIN] epoch=182, iter=67620/80000, loss=0.0747, lr=0.001865, batch_cost=0.9887, reader_cost=0.0002 | ETA 03:23:59
2020-11-06 12:37:46 [INFO] [TRAIN] epoch=182, iter=67630/80000, loss=0.0775, lr=0.001864, batch_cost=0.9859, reader_cost=0.0002 | ETA 03:23:15
2020-11-06 12:37:56 [INFO] [TRAIN] epoch=182, iter=67640/80000, loss=0.1037, lr=0.001862, batch_cost=1.0373, reader_cost=0.0002 | ETA 03:33:41
2020-11-06 12:38:07 [INFO] [TRAIN] epoch=182, iter=67650/80000, loss=0.0676, lr=0.001861, batch_cost=1.0549, reader_cost=0.0002 | ETA 03:37:07
2020-11-06 12:38:17 [INFO] [TRAIN] epoch=182, iter=67660/80000, loss=0.0771, lr=0.001860, batch_cost=1.0350, reader_cost=0.0002 | ETA 03:32:51
2020-11-06 12:38:27 [INFO] [TRAIN] epoch=182, iter=67670/80000, loss=0.0772, lr=0.001858, batch_cost=1.0543, reader_cost=0.0002 | ETA 03:36:39
2020-11-06 12:38:38 [INFO] [TRAIN] epoch=182, iter=67680/80000, loss=0.0631, lr=0.001857, batch_cost=1.0443, reader_cost=0.0002 | ETA 03:34:25
2020-11-06 12:38:49 [INFO] [TRAIN] epoch=182, iter=67690/80000, loss=0.0952, lr=0.001856, batch_cost=1.0641, reader_cost=0.0002 | ETA 03:38:19
2020-11-06 12:38:59 [INFO] [TRAIN] epoch=182, iter=67700/80000, loss=0.1252, lr=0.001854, batch_cost=1.0291, reader_cost=0.0002 | ETA 03:30:58
2020-11-06 12:39:11 [INFO] [TRAIN] epoch=183, iter=67710/80000, loss=0.0731, lr=0.001853, batch_cost=1.2009, reader_cost=0.1419 | ETA 04:05:59
2020-11-06 12:39:21 [INFO] [TRAIN] epoch=183, iter=67720/80000, loss=0.1000, lr=0.001852, batch_cost=1.0242, reader_cost=0.0005 | ETA 03:29:37
2020-11-06 12:39:31 [INFO] [TRAIN] epoch=183, iter=67730/80000, loss=0.0742, lr=0.001850, batch_cost=1.0417, reader_cost=0.0002 | ETA 03:33:02
2020-11-06 12:39:42 [INFO] [TRAIN] epoch=183, iter=67740/80000, loss=0.0747, lr=0.001849, batch_cost=1.0108, reader_cost=0.0002 | ETA 03:26:32
2020-11-06 12:39:52 [INFO] [TRAIN] epoch=183, iter=67750/80000, loss=0.0947, lr=0.001847, batch_cost=1.0372, reader_cost=0.0005 | ETA 03:31:45
2020-11-06 12:40:03 [INFO] [TRAIN] epoch=183, iter=67760/80000, loss=0.1277, lr=0.001846, batch_cost=1.0642, reader_cost=0.0002 | ETA 03:37:05
2020-11-06 12:40:14 [INFO] [TRAIN] epoch=183, iter=67770/80000, loss=0.0748, lr=0.001845, batch_cost=1.0969, reader_cost=0.0002 | ETA 03:43:35
2020-11-06 12:40:24 [INFO] [TRAIN] epoch=183, iter=67780/80000, loss=0.0739, lr=0.001843, batch_cost=1.0333, reader_cost=0.0002 | ETA 03:30:26
2020-11-06 12:40:34 [INFO] [TRAIN] epoch=183, iter=67790/80000, loss=0.0642, lr=0.001842, batch_cost=1.0066, reader_cost=0.0002 | ETA 03:24:50
2020-11-06 12:40:44 [INFO] [TRAIN] epoch=183, iter=67800/80000, loss=0.1362, lr=0.001841, batch_cost=1.0177, reader_cost=0.0002 | ETA 03:26:56
2020-11-06 12:40:55 [INFO] [TRAIN] epoch=183, iter=67810/80000, loss=0.0494, lr=0.001839, batch_cost=1.0752, reader_cost=0.0019 | ETA 03:38:26
2020-11-06 12:41:05 [INFO] [TRAIN] epoch=183, iter=67820/80000, loss=0.1010, lr=0.001838, batch_cost=1.0330, reader_cost=0.0002 | ETA 03:29:42
2020-11-06 12:41:16 [INFO] [TRAIN] epoch=183, iter=67830/80000, loss=0.0882, lr=0.001837, batch_cost=1.0371, reader_cost=0.0002 | ETA 03:30:21
2020-11-06 12:41:26 [INFO] [TRAIN] epoch=183, iter=67840/80000, loss=0.0638, lr=0.001835, batch_cost=1.0230, reader_cost=0.0002 | ETA 03:27:19
2020-11-06 12:41:36 [INFO] [TRAIN] epoch=183, iter=67850/80000, loss=0.0900, lr=0.001834, batch_cost=1.0404, reader_cost=0.0002 | ETA 03:30:41
2020-11-06 12:41:47 [INFO] [TRAIN] epoch=183, iter=67860/80000, loss=0.0880, lr=0.001833, batch_cost=1.0371, reader_cost=0.0002 | ETA 03:29:50
2020-11-06 12:41:58 [INFO] [TRAIN] epoch=183, iter=67870/80000, loss=0.1054, lr=0.001831, batch_cost=1.0884, reader_cost=0.0002 | ETA 03:40:02
2020-11-06 12:42:08 [INFO] [TRAIN] epoch=183, iter=67880/80000, loss=0.0965, lr=0.001830, batch_cost=1.0589, reader_cost=0.0002 | ETA 03:33:54
2020-11-06 12:42:18 [INFO] [TRAIN] epoch=183, iter=67890/80000, loss=0.0867, lr=0.001828, batch_cost=1.0218, reader_cost=0.0002 | ETA 03:26:14
2020-11-06 12:42:28 [INFO] [TRAIN] epoch=183, iter=67900/80000, loss=0.0843, lr=0.001827, batch_cost=0.9933, reader_cost=0.0002 | ETA 03:20:18
2020-11-06 12:42:38 [INFO] [TRAIN] epoch=183, iter=67910/80000, loss=0.0707, lr=0.001826, batch_cost=1.0206, reader_cost=0.0002 | ETA 03:25:38
2020-11-06 12:42:48 [INFO] [TRAIN] epoch=183, iter=67920/80000, loss=0.0799, lr=0.001824, batch_cost=0.9905, reader_cost=0.0002 | ETA 03:19:25
2020-11-06 12:42:59 [INFO] [TRAIN] epoch=183, iter=67930/80000, loss=0.0963, lr=0.001823, batch_cost=1.0216, reader_cost=0.0029 | ETA 03:25:30
2020-11-06 12:43:09 [INFO] [TRAIN] epoch=183, iter=67940/80000, loss=0.0786, lr=0.001822, batch_cost=1.0032, reader_cost=0.0087 | ETA 03:21:38
2020-11-06 12:43:18 [INFO] [TRAIN] epoch=183, iter=67950/80000, loss=0.0743, lr=0.001820, batch_cost=0.9881, reader_cost=0.0001 | ETA 03:18:27
2020-11-06 12:43:29 [INFO] [TRAIN] epoch=183, iter=67960/80000, loss=0.0799, lr=0.001819, batch_cost=1.0196, reader_cost=0.0002 | ETA 03:24:35
2020-11-06 12:43:39 [INFO] [TRAIN] epoch=183, iter=67970/80000, loss=0.0896, lr=0.001818, batch_cost=1.0302, reader_cost=0.0002 | ETA 03:26:33
2020-11-06 12:43:49 [INFO] [TRAIN] epoch=183, iter=67980/80000, loss=0.1036, lr=0.001816, batch_cost=1.0221, reader_cost=0.0002 | ETA 03:24:46
2020-11-06 12:43:59 [INFO] [TRAIN] epoch=183, iter=67990/80000, loss=0.0993, lr=0.001815, batch_cost=1.0085, reader_cost=0.0002 | ETA 03:21:51
2020-11-06 12:44:10 [INFO] [TRAIN] epoch=183, iter=68000/80000, loss=0.0943, lr=0.001813, batch_cost=1.0597, reader_cost=0.0002 | ETA 03:31:56
2020-11-06 12:44:15 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 12:49:32 [INFO] [EVAL] #Images=500 mIoU=0.8098 Acc=0.9652 Kappa=0.9548
2020-11-06 12:49:32 [INFO] [EVAL] Category IoU:
[0.9841 0.8655 0.9337 0.5545 0.645 0.687 0.7413 0.8171 0.9287 0.639
0.9509 0.8466 0.677 0.959 0.8735 0.9259 0.8661 0.6962 0.7958]
2020-11-06 12:49:32 [INFO] [EVAL] Category Acc:
[0.9926 0.9208 0.9636 0.8513 0.8092 0.8501 0.8431 0.9018 0.9539 0.8755
0.9711 0.9048 0.8238 0.9786 0.9385 0.9736 0.9529 0.8479 0.8693]
2020-11-06 12:49:35 [INFO] [EVAL] The model with the best validation mIoU (0.8098) was saved at iter 68000.
2020-11-06 12:49:46 [INFO] [TRAIN] epoch=183, iter=68010/80000, loss=0.0783, lr=0.001812, batch_cost=1.0500, reader_cost=0.0029 | ETA 03:29:49
2020-11-06 12:49:58 [INFO] [TRAIN] epoch=183, iter=68020/80000, loss=0.0667, lr=0.001811, batch_cost=1.2067, reader_cost=0.0002 | ETA 04:00:55
2020-11-06 12:50:08 [INFO] [TRAIN] epoch=183, iter=68030/80000, loss=0.0712, lr=0.001809, batch_cost=1.0376, reader_cost=0.0002 | ETA 03:27:00
2020-11-06 12:50:19 [INFO] [TRAIN] epoch=183, iter=68040/80000, loss=0.0686, lr=0.001808, batch_cost=1.0701, reader_cost=0.0002 | ETA 03:33:18
2020-11-06 12:50:29 [INFO] [TRAIN] epoch=183, iter=68050/80000, loss=0.0608, lr=0.001807, batch_cost=1.0624, reader_cost=0.0015 | ETA 03:31:35
2020-11-06 12:50:41 [INFO] [TRAIN] epoch=183, iter=68060/80000, loss=0.0686, lr=0.001805, batch_cost=1.1533, reader_cost=0.0002 | ETA 03:49:30
2020-11-06 12:50:52 [INFO] [TRAIN] epoch=183, iter=68070/80000, loss=0.0883, lr=0.001804, batch_cost=1.0836, reader_cost=0.0002 | ETA 03:35:27
2020-11-06 12:51:04 [INFO] [TRAIN] epoch=184, iter=68080/80000, loss=0.0999, lr=0.001803, batch_cost=1.2432, reader_cost=0.1272 | ETA 04:06:59
2020-11-06 12:51:15 [INFO] [TRAIN] epoch=184, iter=68090/80000, loss=0.0823, lr=0.001801, batch_cost=1.1143, reader_cost=0.0005 | ETA 03:41:10
2020-11-06 12:51:26 [INFO] [TRAIN] epoch=184, iter=68100/80000, loss=0.0703, lr=0.001800, batch_cost=1.0859, reader_cost=0.0002 | ETA 03:35:22
2020-11-06 12:51:37 [INFO] [TRAIN] epoch=184, iter=68110/80000, loss=0.0902, lr=0.001799, batch_cost=1.0458, reader_cost=0.0002 | ETA 03:27:14
2020-11-06 12:51:47 [INFO] [TRAIN] epoch=184, iter=68120/80000, loss=0.0772, lr=0.001797, batch_cost=1.0364, reader_cost=0.0002 | ETA 03:25:12
2020-11-06 12:51:57 [INFO] [TRAIN] epoch=184, iter=68130/80000, loss=0.1038, lr=0.001796, batch_cost=1.0332, reader_cost=0.0005 | ETA 03:24:24
2020-11-06 12:52:08 [INFO] [TRAIN] epoch=184, iter=68140/80000, loss=0.0625, lr=0.001794, batch_cost=1.0587, reader_cost=0.0002 | ETA 03:29:15
2020-11-06 12:52:18 [INFO] [TRAIN] epoch=184, iter=68150/80000, loss=0.0932, lr=0.001793, batch_cost=1.0187, reader_cost=0.0002 | ETA 03:21:11
2020-11-06 12:52:29 [INFO] [TRAIN] epoch=184, iter=68160/80000, loss=0.0749, lr=0.001792, batch_cost=1.0531, reader_cost=0.0002 | ETA 03:27:48
2020-11-06 12:52:39 [INFO] [TRAIN] epoch=184, iter=68170/80000, loss=0.0813, lr=0.001790, batch_cost=1.0135, reader_cost=0.0002 | ETA 03:19:49
2020-11-06 12:52:49 [INFO] [TRAIN] epoch=184, iter=68180/80000, loss=0.0489, lr=0.001789, batch_cost=1.0180, reader_cost=0.0002 | ETA 03:20:32
2020-11-06 12:52:59 [INFO] [TRAIN] epoch=184, iter=68190/80000, loss=0.0674, lr=0.001788, batch_cost=1.0149, reader_cost=0.0002 | ETA 03:19:46
2020-11-06 12:53:09 [INFO] [TRAIN] epoch=184, iter=68200/80000, loss=0.0617, lr=0.001786, batch_cost=1.0311, reader_cost=0.0002 | ETA 03:22:46
2020-11-06 12:53:19 [INFO] [TRAIN] epoch=184, iter=68210/80000, loss=0.0822, lr=0.001785, batch_cost=0.9935, reader_cost=0.0002 | ETA 03:15:13
2020-11-06 12:53:30 [INFO] [TRAIN] epoch=184, iter=68220/80000, loss=0.1024, lr=0.001784, batch_cost=1.0712, reader_cost=0.0008 | ETA 03:30:19
2020-11-06 12:53:40 [INFO] [TRAIN] epoch=184, iter=68230/80000, loss=0.0800, lr=0.001782, batch_cost=1.0020, reader_cost=0.0002 | ETA 03:16:33
2020-11-06 12:53:50 [INFO] [TRAIN] epoch=184, iter=68240/80000, loss=0.0674, lr=0.001781, batch_cost=0.9931, reader_cost=0.0002 | ETA 03:14:38
2020-11-06 12:54:00 [INFO] [TRAIN] epoch=184, iter=68250/80000, loss=0.0702, lr=0.001779, batch_cost=0.9879, reader_cost=0.0002 | ETA 03:13:28
2020-11-06 12:54:10 [INFO] [TRAIN] epoch=184, iter=68260/80000, loss=0.0688, lr=0.001778, batch_cost=0.9884, reader_cost=0.0002 | ETA 03:13:23
2020-11-06 12:54:20 [INFO] [TRAIN] epoch=184, iter=68270/80000, loss=0.0824, lr=0.001777, batch_cost=1.0161, reader_cost=0.0002 | ETA 03:18:39
2020-11-06 12:54:30 [INFO] [TRAIN] epoch=184, iter=68280/80000, loss=0.0904, lr=0.001775, batch_cost=1.0322, reader_cost=0.0002 | ETA 03:21:37
2020-11-06 12:54:41 [INFO] [TRAIN] epoch=184, iter=68290/80000, loss=0.0605, lr=0.001774, batch_cost=1.0357, reader_cost=0.0002 | ETA 03:22:08
2020-11-06 12:54:51 [INFO] [TRAIN] epoch=184, iter=68300/80000, loss=0.0996, lr=0.001773, batch_cost=1.0259, reader_cost=0.0002 | ETA 03:20:03
2020-11-06 12:55:01 [INFO] [TRAIN] epoch=184, iter=68310/80000, loss=0.0597, lr=0.001771, batch_cost=1.0317, reader_cost=0.0002 | ETA 03:21:00
2020-11-06 12:55:13 [INFO] [TRAIN] epoch=184, iter=68320/80000, loss=0.0852, lr=0.001770, batch_cost=1.1615, reader_cost=0.0002 | ETA 03:46:06
2020-11-06 12:55:24 [INFO] [TRAIN] epoch=184, iter=68330/80000, loss=0.0678, lr=0.001769, batch_cost=1.0811, reader_cost=0.0013 | ETA 03:30:16
2020-11-06 12:55:34 [INFO] [TRAIN] epoch=184, iter=68340/80000, loss=0.0821, lr=0.001767, batch_cost=1.0206, reader_cost=0.0002 | ETA 03:18:20
2020-11-06 12:55:44 [INFO] [TRAIN] epoch=184, iter=68350/80000, loss=0.1102, lr=0.001766, batch_cost=1.0524, reader_cost=0.0002 | ETA 03:24:20
2020-11-06 12:55:55 [INFO] [TRAIN] epoch=184, iter=68360/80000, loss=0.0866, lr=0.001764, batch_cost=1.0777, reader_cost=0.0002 | ETA 03:29:05
2020-11-06 12:56:06 [INFO] [TRAIN] epoch=184, iter=68370/80000, loss=0.0865, lr=0.001763, batch_cost=1.0540, reader_cost=0.0002 | ETA 03:24:18
2020-11-06 12:56:16 [INFO] [TRAIN] epoch=184, iter=68380/80000, loss=0.0756, lr=0.001762, batch_cost=1.0560, reader_cost=0.0002 | ETA 03:24:30
2020-11-06 12:56:26 [INFO] [TRAIN] epoch=184, iter=68390/80000, loss=0.0594, lr=0.001760, batch_cost=0.9958, reader_cost=0.0002 | ETA 03:12:41
2020-11-06 12:56:36 [INFO] [TRAIN] epoch=184, iter=68400/80000, loss=0.0891, lr=0.001759, batch_cost=1.0045, reader_cost=0.0002 | ETA 03:14:11
2020-11-06 12:56:46 [INFO] [TRAIN] epoch=184, iter=68410/80000, loss=0.0957, lr=0.001758, batch_cost=1.0033, reader_cost=0.0002 | ETA 03:13:48
2020-11-06 12:56:56 [INFO] [TRAIN] epoch=184, iter=68420/80000, loss=0.1194, lr=0.001756, batch_cost=1.0134, reader_cost=0.0002 | ETA 03:15:35
2020-11-06 12:57:06 [INFO] [TRAIN] epoch=184, iter=68430/80000, loss=0.0898, lr=0.001755, batch_cost=0.9937, reader_cost=0.0002 | ETA 03:11:36
2020-11-06 12:57:16 [INFO] [TRAIN] epoch=184, iter=68440/80000, loss=0.0979, lr=0.001754, batch_cost=0.9927, reader_cost=0.0002 | ETA 03:11:15
2020-11-06 12:57:30 [INFO] [TRAIN] epoch=185, iter=68450/80000, loss=0.0955, lr=0.001752, batch_cost=1.3588, reader_cost=0.1058 | ETA 04:21:34
2020-11-06 12:57:40 [INFO] [TRAIN] epoch=185, iter=68460/80000, loss=0.0853, lr=0.001751, batch_cost=1.0394, reader_cost=0.0004 | ETA 03:19:54
2020-11-06 12:57:50 [INFO] [TRAIN] epoch=185, iter=68470/80000, loss=0.0709, lr=0.001749, batch_cost=1.0098, reader_cost=0.0002 | ETA 03:14:02
2020-11-06 12:58:01 [INFO] [TRAIN] epoch=185, iter=68480/80000, loss=0.0828, lr=0.001748, batch_cost=1.0395, reader_cost=0.0002 | ETA 03:19:35
2020-11-06 12:58:13 [INFO] [TRAIN] epoch=185, iter=68490/80000, loss=0.0835, lr=0.001747, batch_cost=1.1767, reader_cost=0.0002 | ETA 03:45:44
2020-11-06 12:58:22 [INFO] [TRAIN] epoch=185, iter=68500/80000, loss=0.0836, lr=0.001745, batch_cost=0.9792, reader_cost=0.0002 | ETA 03:07:40
2020-11-06 12:58:32 [INFO] [TRAIN] epoch=185, iter=68510/80000, loss=0.1561, lr=0.001744, batch_cost=1.0110, reader_cost=0.0002 | ETA 03:13:36
2020-11-06 12:58:43 [INFO] [TRAIN] epoch=185, iter=68520/80000, loss=0.0938, lr=0.001743, batch_cost=1.0707, reader_cost=0.0003 | ETA 03:24:51
2020-11-06 12:58:53 [INFO] [TRAIN] epoch=185, iter=68530/80000, loss=0.0768, lr=0.001741, batch_cost=1.0290, reader_cost=0.0002 | ETA 03:16:42
2020-11-06 12:59:04 [INFO] [TRAIN] epoch=185, iter=68540/80000, loss=0.0788, lr=0.001740, batch_cost=1.0419, reader_cost=0.0002 | ETA 03:19:00
2020-11-06 12:59:14 [INFO] [TRAIN] epoch=185, iter=68550/80000, loss=0.0610, lr=0.001739, batch_cost=1.0395, reader_cost=0.0002 | ETA 03:18:22
2020-11-06 12:59:25 [INFO] [TRAIN] epoch=185, iter=68560/80000, loss=0.0731, lr=0.001737, batch_cost=1.0498, reader_cost=0.0002 | ETA 03:20:09
2020-11-06 12:59:36 [INFO] [TRAIN] epoch=185, iter=68570/80000, loss=0.0757, lr=0.001736, batch_cost=1.0758, reader_cost=0.0002 | ETA 03:24:55
2020-11-06 12:59:46 [INFO] [TRAIN] epoch=185, iter=68580/80000, loss=0.0819, lr=0.001734, batch_cost=1.0227, reader_cost=0.0002 | ETA 03:14:39
2020-11-06 12:59:56 [INFO] [TRAIN] epoch=185, iter=68590/80000, loss=0.0910, lr=0.001733, batch_cost=1.0519, reader_cost=0.0002 | ETA 03:20:02
2020-11-06 13:00:06 [INFO] [TRAIN] epoch=185, iter=68600/80000, loss=0.0894, lr=0.001732, batch_cost=1.0096, reader_cost=0.0002 | ETA 03:11:48
2020-11-06 13:00:22 [INFO] [TRAIN] epoch=185, iter=68610/80000, loss=0.0705, lr=0.001730, batch_cost=1.5249, reader_cost=0.0002 | ETA 04:49:29
2020-11-06 13:00:32 [INFO] [TRAIN] epoch=185, iter=68620/80000, loss=0.0841, lr=0.001729, batch_cost=1.0352, reader_cost=0.0002 | ETA 03:16:20
2020-11-06 13:00:42 [INFO] [TRAIN] epoch=185, iter=68630/80000, loss=0.0983, lr=0.001728, batch_cost=1.0203, reader_cost=0.0002 | ETA 03:13:20
2020-11-06 13:00:52 [INFO] [TRAIN] epoch=185, iter=68640/80000, loss=0.0646, lr=0.001726, batch_cost=1.0189, reader_cost=0.0002 | ETA 03:12:54
2020-11-06 13:01:03 [INFO] [TRAIN] epoch=185, iter=68650/80000, loss=0.1004, lr=0.001725, batch_cost=1.0190, reader_cost=0.0002 | ETA 03:12:45
2020-11-06 13:01:13 [INFO] [TRAIN] epoch=185, iter=68660/80000, loss=0.0544, lr=0.001723, batch_cost=1.0185, reader_cost=0.0002 | ETA 03:12:29
2020-11-06 13:01:23 [INFO] [TRAIN] epoch=185, iter=68670/80000, loss=0.0864, lr=0.001722, batch_cost=1.0184, reader_cost=0.0002 | ETA 03:12:18
2020-11-06 13:01:33 [INFO] [TRAIN] epoch=185, iter=68680/80000, loss=0.0517, lr=0.001721, batch_cost=1.0261, reader_cost=0.0002 | ETA 03:13:34
2020-11-06 13:01:43 [INFO] [TRAIN] epoch=185, iter=68690/80000, loss=0.1033, lr=0.001719, batch_cost=1.0015, reader_cost=0.0002 | ETA 03:08:46
2020-11-06 13:01:53 [INFO] [TRAIN] epoch=185, iter=68700/80000, loss=0.0614, lr=0.001718, batch_cost=1.0137, reader_cost=0.0001 | ETA 03:10:54
2020-11-06 13:02:03 [INFO] [TRAIN] epoch=185, iter=68710/80000, loss=0.0945, lr=0.001717, batch_cost=1.0083, reader_cost=0.0002 | ETA 03:09:43
2020-11-06 13:02:14 [INFO] [TRAIN] epoch=185, iter=68720/80000, loss=0.1015, lr=0.001715, batch_cost=1.0142, reader_cost=0.0002 | ETA 03:10:40
2020-11-06 13:02:24 [INFO] [TRAIN] epoch=185, iter=68730/80000, loss=0.1711, lr=0.001714, batch_cost=0.9961, reader_cost=0.0002 | ETA 03:07:05
2020-11-06 13:02:34 [INFO] [TRAIN] epoch=185, iter=68740/80000, loss=0.1067, lr=0.001713, batch_cost=1.0067, reader_cost=0.0002 | ETA 03:08:54
2020-11-06 13:02:44 [INFO] [TRAIN] epoch=185, iter=68750/80000, loss=0.0962, lr=0.001711, batch_cost=0.9978, reader_cost=0.0002 | ETA 03:07:05
2020-11-06 13:02:54 [INFO] [TRAIN] epoch=185, iter=68760/80000, loss=0.0772, lr=0.001710, batch_cost=1.0064, reader_cost=0.0002 | ETA 03:08:31
2020-11-06 13:03:04 [INFO] [TRAIN] epoch=185, iter=68770/80000, loss=0.0667, lr=0.001708, batch_cost=1.0399, reader_cost=0.0002 | ETA 03:14:38
2020-11-06 13:03:14 [INFO] [TRAIN] epoch=185, iter=68780/80000, loss=0.0905, lr=0.001707, batch_cost=1.0323, reader_cost=0.0002 | ETA 03:13:02
2020-11-06 13:03:25 [INFO] [TRAIN] epoch=185, iter=68790/80000, loss=0.0684, lr=0.001706, batch_cost=1.0474, reader_cost=0.0002 | ETA 03:15:40
2020-11-06 13:03:36 [INFO] [TRAIN] epoch=185, iter=68800/80000, loss=0.0803, lr=0.001704, batch_cost=1.0733, reader_cost=0.0002 | ETA 03:20:20
2020-11-06 13:03:46 [INFO] [TRAIN] epoch=185, iter=68810/80000, loss=0.0983, lr=0.001703, batch_cost=1.0408, reader_cost=0.0016 | ETA 03:14:06
2020-11-06 13:03:56 [INFO] [TRAIN] epoch=185, iter=68820/80000, loss=0.0946, lr=0.001702, batch_cost=1.0015, reader_cost=0.0001 | ETA 03:06:37
2020-11-06 13:04:09 [INFO] [TRAIN] epoch=186, iter=68830/80000, loss=0.0636, lr=0.001700, batch_cost=1.3212, reader_cost=0.1694 | ETA 04:05:58
2020-11-06 13:04:20 [INFO] [TRAIN] epoch=186, iter=68840/80000, loss=0.1006, lr=0.001699, batch_cost=1.1087, reader_cost=0.0005 | ETA 03:26:13
2020-11-06 13:04:32 [INFO] [TRAIN] epoch=186, iter=68850/80000, loss=0.0885, lr=0.001697, batch_cost=1.2108, reader_cost=0.0002 | ETA 03:45:00
2020-11-06 13:04:44 [INFO] [TRAIN] epoch=186, iter=68860/80000, loss=0.0875, lr=0.001696, batch_cost=1.1982, reader_cost=0.0002 | ETA 03:42:28
2020-11-06 13:05:00 [INFO] [TRAIN] epoch=186, iter=68870/80000, loss=0.1002, lr=0.001695, batch_cost=1.5155, reader_cost=0.0002 | ETA 04:41:07
2020-11-06 13:05:10 [INFO] [TRAIN] epoch=186, iter=68880/80000, loss=0.0940, lr=0.001693, batch_cost=1.0559, reader_cost=0.0002 | ETA 03:15:41
2020-11-06 13:05:22 [INFO] [TRAIN] epoch=186, iter=68890/80000, loss=0.0807, lr=0.001692, batch_cost=1.2285, reader_cost=0.0002 | ETA 03:47:28
2020-11-06 13:05:33 [INFO] [TRAIN] epoch=186, iter=68900/80000, loss=0.1168, lr=0.001691, batch_cost=1.0859, reader_cost=0.0002 | ETA 03:20:53
2020-11-06 13:05:44 [INFO] [TRAIN] epoch=186, iter=68910/80000, loss=0.0727, lr=0.001689, batch_cost=1.0365, reader_cost=0.0002 | ETA 03:11:34
2020-11-06 13:05:54 [INFO] [TRAIN] epoch=186, iter=68920/80000, loss=0.0840, lr=0.001688, batch_cost=1.0346, reader_cost=0.0002 | ETA 03:11:03
2020-11-06 13:06:04 [INFO] [TRAIN] epoch=186, iter=68930/80000, loss=0.0915, lr=0.001687, batch_cost=1.0498, reader_cost=0.0001 | ETA 03:13:41
2020-11-06 13:06:15 [INFO] [TRAIN] epoch=186, iter=68940/80000, loss=0.0869, lr=0.001685, batch_cost=1.0943, reader_cost=0.0002 | ETA 03:21:42
2020-11-06 13:06:27 [INFO] [TRAIN] epoch=186, iter=68950/80000, loss=0.0759, lr=0.001684, batch_cost=1.1382, reader_cost=0.0002 | ETA 03:29:36
2020-11-06 13:06:38 [INFO] [TRAIN] epoch=186, iter=68960/80000, loss=0.1355, lr=0.001682, batch_cost=1.0742, reader_cost=0.0002 | ETA 03:17:39
2020-11-06 13:06:48 [INFO] [TRAIN] epoch=186, iter=68970/80000, loss=0.0771, lr=0.001681, batch_cost=1.0824, reader_cost=0.0002 | ETA 03:18:58
2020-11-06 13:06:59 [INFO] [TRAIN] epoch=186, iter=68980/80000, loss=0.0851, lr=0.001680, batch_cost=1.0695, reader_cost=0.0002 | ETA 03:16:26
2020-11-06 13:07:10 [INFO] [TRAIN] epoch=186, iter=68990/80000, loss=0.0811, lr=0.001678, batch_cost=1.0492, reader_cost=0.0002 | ETA 03:12:31
2020-11-06 13:07:20 [INFO] [TRAIN] epoch=186, iter=69000/80000, loss=0.0775, lr=0.001677, batch_cost=1.0447, reader_cost=0.0002 | ETA 03:11:31
2020-11-06 13:07:30 [INFO] [TRAIN] epoch=186, iter=69010/80000, loss=0.0885, lr=0.001676, batch_cost=1.0462, reader_cost=0.0002 | ETA 03:11:38
2020-11-06 13:07:41 [INFO] [TRAIN] epoch=186, iter=69020/80000, loss=0.0861, lr=0.001674, batch_cost=1.0219, reader_cost=0.0002 | ETA 03:06:59
2020-11-06 13:07:51 [INFO] [TRAIN] epoch=186, iter=69030/80000, loss=0.0616, lr=0.001673, batch_cost=0.9857, reader_cost=0.0002 | ETA 03:00:12
2020-11-06 13:08:00 [INFO] [TRAIN] epoch=186, iter=69040/80000, loss=0.0926, lr=0.001671, batch_cost=0.9741, reader_cost=0.0002 | ETA 02:57:56
2020-11-06 13:08:10 [INFO] [TRAIN] epoch=186, iter=69050/80000, loss=0.0728, lr=0.001670, batch_cost=0.9803, reader_cost=0.0002 | ETA 02:58:53
2020-11-06 13:08:20 [INFO] [TRAIN] epoch=186, iter=69060/80000, loss=0.0644, lr=0.001669, batch_cost=1.0333, reader_cost=0.0002 | ETA 03:08:24
2020-11-06 13:08:31 [INFO] [TRAIN] epoch=186, iter=69070/80000, loss=0.0671, lr=0.001667, batch_cost=1.0177, reader_cost=0.0002 | ETA 03:05:22
2020-11-06 13:08:41 [INFO] [TRAIN] epoch=186, iter=69080/80000, loss=0.1116, lr=0.001666, batch_cost=1.0314, reader_cost=0.0002 | ETA 03:07:43
2020-11-06 13:08:51 [INFO] [TRAIN] epoch=186, iter=69090/80000, loss=0.1003, lr=0.001665, batch_cost=1.0218, reader_cost=0.0002 | ETA 03:05:47
2020-11-06 13:09:01 [INFO] [TRAIN] epoch=186, iter=69100/80000, loss=0.1142, lr=0.001663, batch_cost=1.0009, reader_cost=0.0002 | ETA 03:01:49
2020-11-06 13:09:11 [INFO] [TRAIN] epoch=186, iter=69110/80000, loss=0.0607, lr=0.001662, batch_cost=0.9965, reader_cost=0.0002 | ETA 03:00:51
2020-11-06 13:09:22 [INFO] [TRAIN] epoch=186, iter=69120/80000, loss=0.0935, lr=0.001660, batch_cost=1.0667, reader_cost=0.0002 | ETA 03:13:25
2020-11-06 13:09:32 [INFO] [TRAIN] epoch=186, iter=69130/80000, loss=0.0714, lr=0.001659, batch_cost=1.0239, reader_cost=0.0002 | ETA 03:05:29
2020-11-06 13:09:42 [INFO] [TRAIN] epoch=186, iter=69140/80000, loss=0.0707, lr=0.001658, batch_cost=1.0024, reader_cost=0.0002 | ETA 03:01:26
2020-11-06 13:09:52 [INFO] [TRAIN] epoch=186, iter=69150/80000, loss=0.0752, lr=0.001656, batch_cost=1.0162, reader_cost=0.0002 | ETA 03:03:45
2020-11-06 13:10:03 [INFO] [TRAIN] epoch=186, iter=69160/80000, loss=0.0843, lr=0.001655, batch_cost=1.0386, reader_cost=0.0002 | ETA 03:07:38
2020-11-06 13:10:13 [INFO] [TRAIN] epoch=186, iter=69170/80000, loss=0.0659, lr=0.001654, batch_cost=1.0746, reader_cost=0.0002 | ETA 03:13:57
2020-11-06 13:10:24 [INFO] [TRAIN] epoch=186, iter=69180/80000, loss=0.0893, lr=0.001652, batch_cost=1.0854, reader_cost=0.0002 | ETA 03:15:43
2020-11-06 13:10:34 [INFO] [TRAIN] epoch=186, iter=69190/80000, loss=0.0964, lr=0.001651, batch_cost=1.0019, reader_cost=0.0001 | ETA 03:00:30
2020-11-06 13:10:47 [INFO] [TRAIN] epoch=187, iter=69200/80000, loss=0.0846, lr=0.001649, batch_cost=1.2660, reader_cost=0.1431 | ETA 03:47:53
2020-11-06 13:10:57 [INFO] [TRAIN] epoch=187, iter=69210/80000, loss=0.1004, lr=0.001648, batch_cost=1.0116, reader_cost=0.0004 | ETA 03:01:55
2020-11-06 13:11:07 [INFO] [TRAIN] epoch=187, iter=69220/80000, loss=0.1182, lr=0.001647, batch_cost=1.0388, reader_cost=0.0002 | ETA 03:06:37
2020-11-06 13:11:17 [INFO] [TRAIN] epoch=187, iter=69230/80000, loss=0.0753, lr=0.001645, batch_cost=1.0063, reader_cost=0.0002 | ETA 03:00:37
2020-11-06 13:11:28 [INFO] [TRAIN] epoch=187, iter=69240/80000, loss=0.0810, lr=0.001644, batch_cost=1.0136, reader_cost=0.0002 | ETA 03:01:46
2020-11-06 13:11:38 [INFO] [TRAIN] epoch=187, iter=69250/80000, loss=0.1196, lr=0.001643, batch_cost=1.0091, reader_cost=0.0002 | ETA 03:00:48
2020-11-06 13:11:48 [INFO] [TRAIN] epoch=187, iter=69260/80000, loss=0.0608, lr=0.001641, batch_cost=1.0757, reader_cost=0.0002 | ETA 03:12:33
2020-11-06 13:11:59 [INFO] [TRAIN] epoch=187, iter=69270/80000, loss=0.0956, lr=0.001640, batch_cost=1.0628, reader_cost=0.0002 | ETA 03:10:03
2020-11-06 13:12:09 [INFO] [TRAIN] epoch=187, iter=69280/80000, loss=0.0751, lr=0.001638, batch_cost=1.0317, reader_cost=0.0002 | ETA 03:04:19
2020-11-06 13:12:20 [INFO] [TRAIN] epoch=187, iter=69290/80000, loss=0.0898, lr=0.001637, batch_cost=1.0442, reader_cost=0.0002 | ETA 03:06:23
2020-11-06 13:12:30 [INFO] [TRAIN] epoch=187, iter=69300/80000, loss=0.1270, lr=0.001636, batch_cost=1.0173, reader_cost=0.0002 | ETA 03:01:25
2020-11-06 13:12:40 [INFO] [TRAIN] epoch=187, iter=69310/80000, loss=0.0847, lr=0.001634, batch_cost=0.9888, reader_cost=0.0002 | ETA 02:56:10
2020-11-06 13:12:50 [INFO] [TRAIN] epoch=187, iter=69320/80000, loss=0.0938, lr=0.001633, batch_cost=1.0033, reader_cost=0.0020 | ETA 02:58:35
2020-11-06 13:13:00 [INFO] [TRAIN] epoch=187, iter=69330/80000, loss=0.0749, lr=0.001632, batch_cost=1.0111, reader_cost=0.0039 | ETA 02:59:48
2020-11-06 13:13:10 [INFO] [TRAIN] epoch=187, iter=69340/80000, loss=0.0868, lr=0.001630, batch_cost=0.9892, reader_cost=0.0002 | ETA 02:55:44
2020-11-06 13:13:20 [INFO] [TRAIN] epoch=187, iter=69350/80000, loss=0.0815, lr=0.001629, batch_cost=0.9793, reader_cost=0.0001 | ETA 02:53:49
2020-11-06 13:13:29 [INFO] [TRAIN] epoch=187, iter=69360/80000, loss=0.0990, lr=0.001627, batch_cost=0.9782, reader_cost=0.0002 | ETA 02:53:27
2020-11-06 13:13:39 [INFO] [TRAIN] epoch=187, iter=69370/80000, loss=0.0844, lr=0.001626, batch_cost=0.9779, reader_cost=0.0002 | ETA 02:53:15
2020-11-06 13:13:49 [INFO] [TRAIN] epoch=187, iter=69380/80000, loss=0.0897, lr=0.001625, batch_cost=0.9795, reader_cost=0.0002 | ETA 02:53:21
2020-11-06 13:13:59 [INFO] [TRAIN] epoch=187, iter=69390/80000, loss=0.1016, lr=0.001623, batch_cost=1.0298, reader_cost=0.0001 | ETA 03:02:06
2020-11-06 13:14:10 [INFO] [TRAIN] epoch=187, iter=69400/80000, loss=0.0535, lr=0.001622, batch_cost=1.0450, reader_cost=0.0002 | ETA 03:04:37
2020-11-06 13:14:20 [INFO] [TRAIN] epoch=187, iter=69410/80000, loss=0.0794, lr=0.001621, batch_cost=1.0316, reader_cost=0.0002 | ETA 03:02:04
2020-11-06 13:14:30 [INFO] [TRAIN] epoch=187, iter=69420/80000, loss=0.0794, lr=0.001619, batch_cost=1.0129, reader_cost=0.0002 | ETA 02:58:36
2020-11-06 13:14:40 [INFO] [TRAIN] epoch=187, iter=69430/80000, loss=0.0713, lr=0.001618, batch_cost=1.0031, reader_cost=0.0002 | ETA 02:56:42
2020-11-06 13:14:50 [INFO] [TRAIN] epoch=187, iter=69440/80000, loss=0.0814, lr=0.001616, batch_cost=0.9971, reader_cost=0.0002 | ETA 02:55:29
2020-11-06 13:15:01 [INFO] [TRAIN] epoch=187, iter=69450/80000, loss=0.0841, lr=0.001615, batch_cost=1.0811, reader_cost=0.0002 | ETA 03:10:05
2020-11-06 13:15:12 [INFO] [TRAIN] epoch=187, iter=69460/80000, loss=0.1070, lr=0.001614, batch_cost=1.0750, reader_cost=0.0002 | ETA 03:08:50
2020-11-06 13:15:22 [INFO] [TRAIN] epoch=187, iter=69470/80000, loss=0.1129, lr=0.001612, batch_cost=0.9947, reader_cost=0.0002 | ETA 02:54:34
2020-11-06 13:15:32 [INFO] [TRAIN] epoch=187, iter=69480/80000, loss=0.0831, lr=0.001611, batch_cost=1.0262, reader_cost=0.0002 | ETA 02:59:56
2020-11-06 13:15:42 [INFO] [TRAIN] epoch=187, iter=69490/80000, loss=0.0765, lr=0.001610, batch_cost=1.0318, reader_cost=0.0002 | ETA 03:00:43
2020-11-06 13:15:53 [INFO] [TRAIN] epoch=187, iter=69500/80000, loss=0.0689, lr=0.001608, batch_cost=1.0785, reader_cost=0.0015 | ETA 03:08:43
2020-11-06 13:16:03 [INFO] [TRAIN] epoch=187, iter=69510/80000, loss=0.0685, lr=0.001607, batch_cost=1.0365, reader_cost=0.0002 | ETA 03:01:12
2020-11-06 13:16:14 [INFO] [TRAIN] epoch=187, iter=69520/80000, loss=0.0679, lr=0.001605, batch_cost=1.0603, reader_cost=0.0010 | ETA 03:05:11
2020-11-06 13:16:25 [INFO] [TRAIN] epoch=187, iter=69530/80000, loss=0.1022, lr=0.001604, batch_cost=1.0870, reader_cost=0.0002 | ETA 03:09:41
2020-11-06 13:16:35 [INFO] [TRAIN] epoch=187, iter=69540/80000, loss=0.1027, lr=0.001603, batch_cost=1.0223, reader_cost=0.0002 | ETA 02:58:12
2020-11-06 13:16:46 [INFO] [TRAIN] epoch=187, iter=69550/80000, loss=0.0681, lr=0.001601, batch_cost=1.0513, reader_cost=0.0002 | ETA 03:03:05
2020-11-06 13:16:56 [INFO] [TRAIN] epoch=187, iter=69560/80000, loss=0.0870, lr=0.001600, batch_cost=1.0253, reader_cost=0.0001 | ETA 02:58:24
2020-11-06 13:17:08 [INFO] [TRAIN] epoch=188, iter=69570/80000, loss=0.1259, lr=0.001598, batch_cost=1.2073, reader_cost=0.1802 | ETA 03:29:51
2020-11-06 13:17:19 [INFO] [TRAIN] epoch=188, iter=69580/80000, loss=0.0784, lr=0.001597, batch_cost=1.1077, reader_cost=0.0004 | ETA 03:12:22
2020-11-06 13:17:29 [INFO] [TRAIN] epoch=188, iter=69590/80000, loss=0.1010, lr=0.001596, batch_cost=0.9985, reader_cost=0.0002 | ETA 02:53:14
2020-11-06 13:17:39 [INFO] [TRAIN] epoch=188, iter=69600/80000, loss=0.0879, lr=0.001594, batch_cost=0.9913, reader_cost=0.0002 | ETA 02:51:49
2020-11-06 13:17:49 [INFO] [TRAIN] epoch=188, iter=69610/80000, loss=0.0926, lr=0.001593, batch_cost=0.9905, reader_cost=0.0002 | ETA 02:51:31
2020-11-06 13:18:00 [INFO] [TRAIN] epoch=188, iter=69620/80000, loss=0.0975, lr=0.001592, batch_cost=1.0979, reader_cost=0.0002 | ETA 03:09:56
2020-11-06 13:18:10 [INFO] [TRAIN] epoch=188, iter=69630/80000, loss=0.0881, lr=0.001590, batch_cost=1.0455, reader_cost=0.0002 | ETA 03:00:41
2020-11-06 13:18:21 [INFO] [TRAIN] epoch=188, iter=69640/80000, loss=0.1001, lr=0.001589, batch_cost=1.0593, reader_cost=0.0002 | ETA 03:02:54
2020-11-06 13:18:32 [INFO] [TRAIN] epoch=188, iter=69650/80000, loss=0.0726, lr=0.001587, batch_cost=1.1349, reader_cost=0.0002 | ETA 03:15:45
2020-11-06 13:18:43 [INFO] [TRAIN] epoch=188, iter=69660/80000, loss=0.0691, lr=0.001586, batch_cost=1.0376, reader_cost=0.0002 | ETA 02:58:48
2020-11-06 13:18:53 [INFO] [TRAIN] epoch=188, iter=69670/80000, loss=0.0660, lr=0.001585, batch_cost=1.0475, reader_cost=0.0002 | ETA 03:00:20
2020-11-06 13:19:04 [INFO] [TRAIN] epoch=188, iter=69680/80000, loss=0.0750, lr=0.001583, batch_cost=1.0875, reader_cost=0.0002 | ETA 03:07:02
2020-11-06 13:19:15 [INFO] [TRAIN] epoch=188, iter=69690/80000, loss=0.0870, lr=0.001582, batch_cost=1.0536, reader_cost=0.0002 | ETA 03:01:02
2020-11-06 13:19:25 [INFO] [TRAIN] epoch=188, iter=69700/80000, loss=0.0921, lr=0.001581, batch_cost=1.0267, reader_cost=0.0002 | ETA 02:56:14
2020-11-06 13:19:35 [INFO] [TRAIN] epoch=188, iter=69710/80000, loss=0.0984, lr=0.001579, batch_cost=1.0233, reader_cost=0.0002 | ETA 02:55:29
2020-11-06 13:19:46 [INFO] [TRAIN] epoch=188, iter=69720/80000, loss=0.0821, lr=0.001578, batch_cost=1.0526, reader_cost=0.0002 | ETA 03:00:20
2020-11-06 13:19:56 [INFO] [TRAIN] epoch=188, iter=69730/80000, loss=0.0766, lr=0.001576, batch_cost=1.0613, reader_cost=0.0002 | ETA 03:01:39
2020-11-06 13:20:07 [INFO] [TRAIN] epoch=188, iter=69740/80000, loss=0.0766, lr=0.001575, batch_cost=1.0380, reader_cost=0.0002 | ETA 02:57:30
2020-11-06 13:20:17 [INFO] [TRAIN] epoch=188, iter=69750/80000, loss=0.1249, lr=0.001574, batch_cost=1.0331, reader_cost=0.0002 | ETA 02:56:28
2020-11-06 13:20:28 [INFO] [TRAIN] epoch=188, iter=69760/80000, loss=0.1216, lr=0.001572, batch_cost=1.0681, reader_cost=0.0002 | ETA 03:02:17
2020-11-06 13:20:38 [INFO] [TRAIN] epoch=188, iter=69770/80000, loss=0.0619, lr=0.001571, batch_cost=1.0841, reader_cost=0.0002 | ETA 03:04:50
2020-11-06 13:20:49 [INFO] [TRAIN] epoch=188, iter=69780/80000, loss=0.0897, lr=0.001570, batch_cost=1.0975, reader_cost=0.0002 | ETA 03:06:56
2020-11-06 13:21:00 [INFO] [TRAIN] epoch=188, iter=69790/80000, loss=0.0612, lr=0.001568, batch_cost=1.0458, reader_cost=0.0002 | ETA 02:57:57
2020-11-06 13:21:10 [INFO] [TRAIN] epoch=188, iter=69800/80000, loss=0.0564, lr=0.001567, batch_cost=1.0451, reader_cost=0.0002 | ETA 02:57:40
2020-11-06 13:21:20 [INFO] [TRAIN] epoch=188, iter=69810/80000, loss=0.0811, lr=0.001565, batch_cost=1.0154, reader_cost=0.0002 | ETA 02:52:26
2020-11-06 13:21:30 [INFO] [TRAIN] epoch=188, iter=69820/80000, loss=0.0853, lr=0.001564, batch_cost=0.9964, reader_cost=0.0002 | ETA 02:49:03
2020-11-06 13:21:40 [INFO] [TRAIN] epoch=188, iter=69830/80000, loss=0.1215, lr=0.001563, batch_cost=0.9814, reader_cost=0.0002 | ETA 02:46:21
2020-11-06 13:21:50 [INFO] [TRAIN] epoch=188, iter=69840/80000, loss=0.0679, lr=0.001561, batch_cost=1.0072, reader_cost=0.0002 | ETA 02:50:32
2020-11-06 13:22:00 [INFO] [TRAIN] epoch=188, iter=69850/80000, loss=0.0954, lr=0.001560, batch_cost=1.0042, reader_cost=0.0008 | ETA 02:49:52
2020-11-06 13:22:10 [INFO] [TRAIN] epoch=188, iter=69860/80000, loss=0.1026, lr=0.001558, batch_cost=0.9836, reader_cost=0.0002 | ETA 02:46:13
2020-11-06 13:22:20 [INFO] [TRAIN] epoch=188, iter=69870/80000, loss=0.0929, lr=0.001557, batch_cost=0.9834, reader_cost=0.0002 | ETA 02:46:01
2020-11-06 13:22:30 [INFO] [TRAIN] epoch=188, iter=69880/80000, loss=0.0464, lr=0.001556, batch_cost=0.9969, reader_cost=0.0002 | ETA 02:48:08
2020-11-06 13:22:40 [INFO] [TRAIN] epoch=188, iter=69890/80000, loss=0.0795, lr=0.001554, batch_cost=0.9893, reader_cost=0.0002 | ETA 02:46:41
2020-11-06 13:22:50 [INFO] [TRAIN] epoch=188, iter=69900/80000, loss=0.0782, lr=0.001553, batch_cost=0.9895, reader_cost=0.0002 | ETA 02:46:34
2020-11-06 13:23:00 [INFO] [TRAIN] epoch=188, iter=69910/80000, loss=0.0589, lr=0.001552, batch_cost=1.0181, reader_cost=0.0002 | ETA 02:51:12
2020-11-06 13:23:11 [INFO] [TRAIN] epoch=188, iter=69920/80000, loss=0.0725, lr=0.001550, batch_cost=1.0723, reader_cost=0.0002 | ETA 03:00:08
2020-11-06 13:23:21 [INFO] [TRAIN] epoch=188, iter=69930/80000, loss=0.1047, lr=0.001549, batch_cost=1.0146, reader_cost=0.0001 | ETA 02:50:17
2020-11-06 13:23:33 [INFO] [TRAIN] epoch=189, iter=69940/80000, loss=0.0785, lr=0.001547, batch_cost=1.1911, reader_cost=0.1159 | ETA 03:19:42
2020-11-06 13:23:43 [INFO] [TRAIN] epoch=189, iter=69950/80000, loss=0.1015, lr=0.001546, batch_cost=1.0580, reader_cost=0.0004 | ETA 02:57:13
2020-11-06 13:23:54 [INFO] [TRAIN] epoch=189, iter=69960/80000, loss=0.0746, lr=0.001545, batch_cost=1.0197, reader_cost=0.0002 | ETA 02:50:38
2020-11-06 13:24:04 [INFO] [TRAIN] epoch=189, iter=69970/80000, loss=0.0901, lr=0.001543, batch_cost=1.0425, reader_cost=0.0002 | ETA 02:54:16
2020-11-06 13:24:15 [INFO] [TRAIN] epoch=189, iter=69980/80000, loss=0.0833, lr=0.001542, batch_cost=1.1028, reader_cost=0.0002 | ETA 03:04:10
2020-11-06 13:24:26 [INFO] [TRAIN] epoch=189, iter=69990/80000, loss=0.0751, lr=0.001540, batch_cost=1.1435, reader_cost=0.0002 | ETA 03:10:46
2020-11-06 13:24:37 [INFO] [TRAIN] epoch=189, iter=70000/80000, loss=0.0750, lr=0.001539, batch_cost=1.0278, reader_cost=0.0014 | ETA 02:51:18
2020-11-06 13:24:42 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 13:29:54 [INFO] [EVAL] #Images=500 mIoU=0.8063 Acc=0.9646 Kappa=0.9540
2020-11-06 13:29:54 [INFO] [EVAL] Category IoU:
[0.9836 0.862 0.9313 0.4863 0.6496 0.6861 0.7429 0.8155 0.9301 0.6368
0.9523 0.8468 0.6722 0.9591 0.8578 0.9269 0.867 0.716 0.7965]
2020-11-06 13:29:54 [INFO] [EVAL] Category Acc:
[0.993 0.9158 0.9579 0.8614 0.8229 0.846 0.8445 0.9115 0.9584 0.8445
0.9723 0.9059 0.8297 0.9773 0.9339 0.9675 0.965 0.8526 0.8677]
2020-11-06 13:29:54 [INFO] [EVAL] The model with the best validation mIoU (0.8098) was saved at iter 68000.
2020-11-06 13:30:06 [INFO] [TRAIN] epoch=189, iter=70010/80000, loss=0.0835, lr=0.001538, batch_cost=1.1288, reader_cost=0.0002 | ETA 03:07:56
2020-11-06 13:30:16 [INFO] [TRAIN] epoch=189, iter=70020/80000, loss=0.0730, lr=0.001536, batch_cost=1.0510, reader_cost=0.0002 | ETA 02:54:49
2020-11-06 13:30:30 [INFO] [TRAIN] epoch=189, iter=70030/80000, loss=0.1001, lr=0.001535, batch_cost=1.3323, reader_cost=0.0002 | ETA 03:41:23
2020-11-06 13:30:44 [INFO] [TRAIN] epoch=189, iter=70040/80000, loss=0.0733, lr=0.001534, batch_cost=1.4057, reader_cost=0.0002 | ETA 03:53:20
2020-11-06 13:30:56 [INFO] [TRAIN] epoch=189, iter=70050/80000, loss=0.0771, lr=0.001532, batch_cost=1.2309, reader_cost=0.0002 | ETA 03:24:07
2020-11-06 13:31:14 [INFO] [TRAIN] epoch=189, iter=70060/80000, loss=0.0741, lr=0.001531, batch_cost=1.7556, reader_cost=0.0028 | ETA 04:50:50
2020-11-06 13:31:25 [INFO] [TRAIN] epoch=189, iter=70070/80000, loss=0.0865, lr=0.001529, batch_cost=1.1328, reader_cost=0.0015 | ETA 03:07:28
2020-11-06 13:31:36 [INFO] [TRAIN] epoch=189, iter=70080/80000, loss=0.0962, lr=0.001528, batch_cost=1.1094, reader_cost=0.0002 | ETA 03:03:25
2020-11-06 13:31:47 [INFO] [TRAIN] epoch=189, iter=70090/80000, loss=0.0676, lr=0.001527, batch_cost=1.0588, reader_cost=0.0002 | ETA 02:54:52
2020-11-06 13:31:57 [INFO] [TRAIN] epoch=189, iter=70100/80000, loss=0.0739, lr=0.001525, batch_cost=1.0607, reader_cost=0.0002 | ETA 02:55:01
2020-11-06 13:32:08 [INFO] [TRAIN] epoch=189, iter=70110/80000, loss=0.0866, lr=0.001524, batch_cost=1.1212, reader_cost=0.0002 | ETA 03:04:48
2020-11-06 13:32:21 [INFO] [TRAIN] epoch=189, iter=70120/80000, loss=0.0836, lr=0.001522, batch_cost=1.2293, reader_cost=0.0002 | ETA 03:22:25
2020-11-06 13:32:32 [INFO] [TRAIN] epoch=189, iter=70130/80000, loss=0.1155, lr=0.001521, batch_cost=1.1418, reader_cost=0.0002 | ETA 03:07:49
2020-11-06 13:32:43 [INFO] [TRAIN] epoch=189, iter=70140/80000, loss=0.0771, lr=0.001520, batch_cost=1.1081, reader_cost=0.0002 | ETA 03:02:05
2020-11-06 13:32:54 [INFO] [TRAIN] epoch=189, iter=70150/80000, loss=0.0676, lr=0.001518, batch_cost=1.0987, reader_cost=0.0002 | ETA 03:00:22
2020-11-06 13:33:05 [INFO] [TRAIN] epoch=189, iter=70160/80000, loss=0.0822, lr=0.001517, batch_cost=1.0659, reader_cost=0.0002 | ETA 02:54:48
2020-11-06 13:33:17 [INFO] [TRAIN] epoch=189, iter=70170/80000, loss=0.0669, lr=0.001516, batch_cost=1.1678, reader_cost=0.0002 | ETA 03:11:19
2020-11-06 13:33:27 [INFO] [TRAIN] epoch=189, iter=70180/80000, loss=0.0960, lr=0.001514, batch_cost=1.0393, reader_cost=0.0002 | ETA 02:50:06
2020-11-06 13:33:37 [INFO] [TRAIN] epoch=189, iter=70190/80000, loss=0.0752, lr=0.001513, batch_cost=1.0250, reader_cost=0.0002 | ETA 02:47:34
2020-11-06 13:33:48 [INFO] [TRAIN] epoch=189, iter=70200/80000, loss=0.0767, lr=0.001511, batch_cost=1.0441, reader_cost=0.0002 | ETA 02:50:32
2020-11-06 13:33:58 [INFO] [TRAIN] epoch=189, iter=70210/80000, loss=0.1011, lr=0.001510, batch_cost=1.0237, reader_cost=0.0002 | ETA 02:47:01
2020-11-06 13:34:10 [INFO] [TRAIN] epoch=189, iter=70220/80000, loss=0.0577, lr=0.001509, batch_cost=1.2157, reader_cost=0.0014 | ETA 03:18:09
2020-11-06 13:34:21 [INFO] [TRAIN] epoch=189, iter=70230/80000, loss=0.0752, lr=0.001507, batch_cost=1.1076, reader_cost=0.0002 | ETA 03:00:21
2020-11-06 13:34:32 [INFO] [TRAIN] epoch=189, iter=70240/80000, loss=0.0781, lr=0.001506, batch_cost=1.0440, reader_cost=0.0002 | ETA 02:49:49
2020-11-06 13:34:42 [INFO] [TRAIN] epoch=189, iter=70250/80000, loss=0.0657, lr=0.001504, batch_cost=1.0400, reader_cost=0.0002 | ETA 02:49:00
2020-11-06 13:34:52 [INFO] [TRAIN] epoch=189, iter=70260/80000, loss=0.0637, lr=0.001503, batch_cost=1.0337, reader_cost=0.0002 | ETA 02:47:47
2020-11-06 13:35:03 [INFO] [TRAIN] epoch=189, iter=70270/80000, loss=0.0781, lr=0.001502, batch_cost=1.0734, reader_cost=0.0002 | ETA 02:54:04
2020-11-06 13:35:14 [INFO] [TRAIN] epoch=189, iter=70280/80000, loss=0.0796, lr=0.001500, batch_cost=1.0643, reader_cost=0.0010 | ETA 02:52:25
2020-11-06 13:35:24 [INFO] [TRAIN] epoch=189, iter=70290/80000, loss=0.0677, lr=0.001499, batch_cost=1.0175, reader_cost=0.0002 | ETA 02:44:39
2020-11-06 13:35:34 [INFO] [TRAIN] epoch=189, iter=70300/80000, loss=0.0878, lr=0.001497, batch_cost=0.9754, reader_cost=0.0002 | ETA 02:37:41
2020-11-06 13:35:45 [INFO] [TRAIN] epoch=190, iter=70310/80000, loss=0.1128, lr=0.001496, batch_cost=1.1668, reader_cost=0.1216 | ETA 03:08:26
2020-11-06 13:35:55 [INFO] [TRAIN] epoch=190, iter=70320/80000, loss=0.0968, lr=0.001495, batch_cost=0.9996, reader_cost=0.0005 | ETA 02:41:16
2020-11-06 13:36:05 [INFO] [TRAIN] epoch=190, iter=70330/80000, loss=0.0874, lr=0.001493, batch_cost=0.9904, reader_cost=0.0002 | ETA 02:39:37
2020-11-06 13:36:15 [INFO] [TRAIN] epoch=190, iter=70340/80000, loss=0.0809, lr=0.001492, batch_cost=0.9773, reader_cost=0.0002 | ETA 02:37:20
2020-11-06 13:36:25 [INFO] [TRAIN] epoch=190, iter=70350/80000, loss=0.0907, lr=0.001491, batch_cost=0.9931, reader_cost=0.0002 | ETA 02:39:43
2020-11-06 13:36:35 [INFO] [TRAIN] epoch=190, iter=70360/80000, loss=0.0824, lr=0.001489, batch_cost=1.0305, reader_cost=0.0002 | ETA 02:45:34
2020-11-06 13:36:46 [INFO] [TRAIN] epoch=190, iter=70370/80000, loss=0.0820, lr=0.001488, batch_cost=1.0384, reader_cost=0.0002 | ETA 02:46:40
2020-11-06 13:36:56 [INFO] [TRAIN] epoch=190, iter=70380/80000, loss=0.1341, lr=0.001486, batch_cost=1.0665, reader_cost=0.0002 | ETA 02:50:59
2020-11-06 13:37:06 [INFO] [TRAIN] epoch=190, iter=70390/80000, loss=0.2513, lr=0.001485, batch_cost=1.0158, reader_cost=0.0002 | ETA 02:42:41
2020-11-06 13:37:17 [INFO] [TRAIN] epoch=190, iter=70400/80000, loss=0.0770, lr=0.001484, batch_cost=1.0965, reader_cost=0.0002 | ETA 02:55:25
2020-11-06 13:37:28 [INFO] [TRAIN] epoch=190, iter=70410/80000, loss=0.0955, lr=0.001482, batch_cost=1.0511, reader_cost=0.0002 | ETA 02:48:00
2020-11-06 13:37:39 [INFO] [TRAIN] epoch=190, iter=70420/80000, loss=0.0886, lr=0.001481, batch_cost=1.0825, reader_cost=0.0002 | ETA 02:52:50
2020-11-06 13:37:49 [INFO] [TRAIN] epoch=190, iter=70430/80000, loss=0.0739, lr=0.001479, batch_cost=1.0363, reader_cost=0.0002 | ETA 02:45:17
2020-11-06 13:37:59 [INFO] [TRAIN] epoch=190, iter=70440/80000, loss=0.1420, lr=0.001478, batch_cost=1.0080, reader_cost=0.0002 | ETA 02:40:36
2020-11-06 13:38:09 [INFO] [TRAIN] epoch=190, iter=70450/80000, loss=0.0868, lr=0.001477, batch_cost=1.0047, reader_cost=0.0002 | ETA 02:39:55
2020-11-06 13:38:20 [INFO] [TRAIN] epoch=190, iter=70460/80000, loss=0.0826, lr=0.001475, batch_cost=1.0469, reader_cost=0.0002 | ETA 02:46:27
2020-11-06 13:38:30 [INFO] [TRAIN] epoch=190, iter=70470/80000, loss=0.0876, lr=0.001474, batch_cost=1.0509, reader_cost=0.0002 | ETA 02:46:54
2020-11-06 13:38:40 [INFO] [TRAIN] epoch=190, iter=70480/80000, loss=0.0922, lr=0.001472, batch_cost=1.0084, reader_cost=0.0002 | ETA 02:39:59
2020-11-06 13:38:50 [INFO] [TRAIN] epoch=190, iter=70490/80000, loss=0.0604, lr=0.001471, batch_cost=1.0119, reader_cost=0.0002 | ETA 02:40:23
2020-11-06 13:39:01 [INFO] [TRAIN] epoch=190, iter=70500/80000, loss=0.0824, lr=0.001470, batch_cost=1.0422, reader_cost=0.0002 | ETA 02:45:00
2020-11-06 13:39:11 [INFO] [TRAIN] epoch=190, iter=70510/80000, loss=0.0758, lr=0.001468, batch_cost=1.0406, reader_cost=0.0002 | ETA 02:44:35
2020-11-06 13:39:21 [INFO] [TRAIN] epoch=190, iter=70520/80000, loss=0.0581, lr=0.001467, batch_cost=1.0137, reader_cost=0.0002 | ETA 02:40:10
2020-11-06 13:39:32 [INFO] [TRAIN] epoch=190, iter=70530/80000, loss=0.0755, lr=0.001465, batch_cost=1.0313, reader_cost=0.0002 | ETA 02:42:46
2020-11-06 13:39:44 [INFO] [TRAIN] epoch=190, iter=70540/80000, loss=0.0609, lr=0.001464, batch_cost=1.2250, reader_cost=0.0002 | ETA 03:13:08
2020-11-06 13:39:54 [INFO] [TRAIN] epoch=190, iter=70550/80000, loss=0.0729, lr=0.001463, batch_cost=1.0346, reader_cost=0.0002 | ETA 02:42:56
2020-11-06 13:40:04 [INFO] [TRAIN] epoch=190, iter=70560/80000, loss=0.0782, lr=0.001461, batch_cost=0.9982, reader_cost=0.0002 | ETA 02:37:02
2020-11-06 13:40:15 [INFO] [TRAIN] epoch=190, iter=70570/80000, loss=0.0845, lr=0.001460, batch_cost=1.0477, reader_cost=0.0002 | ETA 02:44:39
2020-11-06 13:40:25 [INFO] [TRAIN] epoch=190, iter=70580/80000, loss=0.0768, lr=0.001458, batch_cost=1.0587, reader_cost=0.0013 | ETA 02:46:13
2020-11-06 13:40:36 [INFO] [TRAIN] epoch=190, iter=70590/80000, loss=0.0799, lr=0.001457, batch_cost=1.0436, reader_cost=0.0002 | ETA 02:43:40
2020-11-06 13:40:46 [INFO] [TRAIN] epoch=190, iter=70600/80000, loss=0.0790, lr=0.001456, batch_cost=1.0759, reader_cost=0.0002 | ETA 02:48:33
2020-11-06 13:40:57 [INFO] [TRAIN] epoch=190, iter=70610/80000, loss=0.0993, lr=0.001454, batch_cost=1.0609, reader_cost=0.0002 | ETA 02:46:01
2020-11-06 13:41:08 [INFO] [TRAIN] epoch=190, iter=70620/80000, loss=0.0404, lr=0.001453, batch_cost=1.0605, reader_cost=0.0002 | ETA 02:45:47
2020-11-06 13:41:18 [INFO] [TRAIN] epoch=190, iter=70630/80000, loss=0.0634, lr=0.001452, batch_cost=1.0409, reader_cost=0.0002 | ETA 02:42:32
2020-11-06 13:41:28 [INFO] [TRAIN] epoch=190, iter=70640/80000, loss=0.0873, lr=0.001450, batch_cost=0.9874, reader_cost=0.0002 | ETA 02:34:01
2020-11-06 13:41:38 [INFO] [TRAIN] epoch=190, iter=70650/80000, loss=0.0830, lr=0.001449, batch_cost=1.0137, reader_cost=0.0002 | ETA 02:37:58
2020-11-06 13:41:48 [INFO] [TRAIN] epoch=190, iter=70660/80000, loss=0.0834, lr=0.001447, batch_cost=1.0225, reader_cost=0.0011 | ETA 02:39:09
2020-11-06 13:41:59 [INFO] [TRAIN] epoch=190, iter=70670/80000, loss=0.0914, lr=0.001446, batch_cost=1.0492, reader_cost=0.0002 | ETA 02:43:09
2020-11-06 13:42:10 [INFO] [TRAIN] epoch=190, iter=70680/80000, loss=0.1069, lr=0.001445, batch_cost=1.0664, reader_cost=0.0001 | ETA 02:45:38
2020-11-06 13:42:22 [INFO] [TRAIN] epoch=191, iter=70690/80000, loss=0.0725, lr=0.001443, batch_cost=1.2482, reader_cost=0.1574 | ETA 03:13:40
2020-11-06 13:42:33 [INFO] [TRAIN] epoch=191, iter=70700/80000, loss=0.0921, lr=0.001442, batch_cost=1.1068, reader_cost=0.0005 | ETA 02:51:33
2020-11-06 13:42:44 [INFO] [TRAIN] epoch=191, iter=70710/80000, loss=0.0808, lr=0.001440, batch_cost=1.0552, reader_cost=0.0002 | ETA 02:43:22
2020-11-06 13:42:54 [INFO] [TRAIN] epoch=191, iter=70720/80000, loss=0.0677, lr=0.001439, batch_cost=1.0687, reader_cost=0.0002 | ETA 02:45:17
2020-11-06 13:43:05 [INFO] [TRAIN] epoch=191, iter=70730/80000, loss=0.0995, lr=0.001438, batch_cost=1.0505, reader_cost=0.0002 | ETA 02:42:18
2020-11-06 13:43:16 [INFO] [TRAIN] epoch=191, iter=70740/80000, loss=0.0696, lr=0.001436, batch_cost=1.0726, reader_cost=0.0009 | ETA 02:45:32
2020-11-06 13:43:26 [INFO] [TRAIN] epoch=191, iter=70750/80000, loss=0.1049, lr=0.001435, batch_cost=1.0611, reader_cost=0.0018 | ETA 02:43:34
2020-11-06 13:43:37 [INFO] [TRAIN] epoch=191, iter=70760/80000, loss=0.0811, lr=0.001433, batch_cost=1.1090, reader_cost=0.0002 | ETA 02:50:47
2020-11-06 13:43:47 [INFO] [TRAIN] epoch=191, iter=70770/80000, loss=0.0670, lr=0.001432, batch_cost=1.0019, reader_cost=0.0002 | ETA 02:34:07
2020-11-06 13:43:58 [INFO] [TRAIN] epoch=191, iter=70780/80000, loss=0.0611, lr=0.001431, batch_cost=1.0373, reader_cost=0.0002 | ETA 02:39:24
2020-11-06 13:44:08 [INFO] [TRAIN] epoch=191, iter=70790/80000, loss=0.0962, lr=0.001429, batch_cost=1.0291, reader_cost=0.0013 | ETA 02:37:58
2020-11-06 13:44:18 [INFO] [TRAIN] epoch=191, iter=70800/80000, loss=0.0864, lr=0.001428, batch_cost=1.0463, reader_cost=0.0002 | ETA 02:40:25
2020-11-06 13:44:29 [INFO] [TRAIN] epoch=191, iter=70810/80000, loss=0.0628, lr=0.001426, batch_cost=1.0729, reader_cost=0.0002 | ETA 02:44:20
2020-11-06 13:44:39 [INFO] [TRAIN] epoch=191, iter=70820/80000, loss=0.1018, lr=0.001425, batch_cost=1.0071, reader_cost=0.0002 | ETA 02:34:05
2020-11-06 13:44:51 [INFO] [TRAIN] epoch=191, iter=70830/80000, loss=0.0775, lr=0.001424, batch_cost=1.2265, reader_cost=0.0001 | ETA 03:07:27
2020-11-06 13:45:02 [INFO] [TRAIN] epoch=191, iter=70840/80000, loss=0.0746, lr=0.001422, batch_cost=1.0391, reader_cost=0.0002 | ETA 02:38:37
2020-11-06 13:45:12 [INFO] [TRAIN] epoch=191, iter=70850/80000, loss=0.0966, lr=0.001421, batch_cost=1.0419, reader_cost=0.0002 | ETA 02:38:53
2020-11-06 13:45:22 [INFO] [TRAIN] epoch=191, iter=70860/80000, loss=0.0732, lr=0.001419, batch_cost=1.0030, reader_cost=0.0002 | ETA 02:32:47
2020-11-06 13:45:32 [INFO] [TRAIN] epoch=191, iter=70870/80000, loss=0.0858, lr=0.001418, batch_cost=1.0134, reader_cost=0.0002 | ETA 02:34:12
2020-11-06 13:45:42 [INFO] [TRAIN] epoch=191, iter=70880/80000, loss=0.0986, lr=0.001417, batch_cost=1.0004, reader_cost=0.0002 | ETA 02:32:03
2020-11-06 13:45:52 [INFO] [TRAIN] epoch=191, iter=70890/80000, loss=0.0514, lr=0.001415, batch_cost=0.9960, reader_cost=0.0002 | ETA 02:31:13
2020-11-06 13:46:03 [INFO] [TRAIN] epoch=191, iter=70900/80000, loss=0.0682, lr=0.001414, batch_cost=1.0242, reader_cost=0.0002 | ETA 02:35:20
2020-11-06 13:46:13 [INFO] [TRAIN] epoch=191, iter=70910/80000, loss=0.0788, lr=0.001412, batch_cost=1.0636, reader_cost=0.0002 | ETA 02:41:08
2020-11-06 13:46:24 [INFO] [TRAIN] epoch=191, iter=70920/80000, loss=0.0823, lr=0.001411, batch_cost=1.0240, reader_cost=0.0002 | ETA 02:34:57
2020-11-06 13:46:36 [INFO] [TRAIN] epoch=191, iter=70930/80000, loss=0.0632, lr=0.001410, batch_cost=1.2195, reader_cost=0.0002 | ETA 03:04:20
2020-11-06 13:46:48 [INFO] [TRAIN] epoch=191, iter=70940/80000, loss=0.0786, lr=0.001408, batch_cost=1.2699, reader_cost=0.0059 | ETA 03:11:45
2020-11-06 13:46:59 [INFO] [TRAIN] epoch=191, iter=70950/80000, loss=0.0925, lr=0.001407, batch_cost=1.0301, reader_cost=0.0109 | ETA 02:35:22
2020-11-06 13:47:09 [INFO] [TRAIN] epoch=191, iter=70960/80000, loss=0.0877, lr=0.001405, batch_cost=1.0756, reader_cost=0.0002 | ETA 02:42:03
2020-11-06 13:47:22 [INFO] [TRAIN] epoch=191, iter=70970/80000, loss=0.0819, lr=0.001404, batch_cost=1.2106, reader_cost=0.0002 | ETA 03:02:11
2020-11-06 13:47:32 [INFO] [TRAIN] epoch=191, iter=70980/80000, loss=0.0858, lr=0.001403, batch_cost=1.0549, reader_cost=0.0002 | ETA 02:38:34
2020-11-06 13:47:42 [INFO] [TRAIN] epoch=191, iter=70990/80000, loss=0.0700, lr=0.001401, batch_cost=1.0213, reader_cost=0.0002 | ETA 02:33:21
2020-11-06 13:47:52 [INFO] [TRAIN] epoch=191, iter=71000/80000, loss=0.0778, lr=0.001400, batch_cost=0.9770, reader_cost=0.0002 | ETA 02:26:33
2020-11-06 13:48:02 [INFO] [TRAIN] epoch=191, iter=71010/80000, loss=0.0815, lr=0.001398, batch_cost=0.9740, reader_cost=0.0002 | ETA 02:25:56
2020-11-06 13:48:12 [INFO] [TRAIN] epoch=191, iter=71020/80000, loss=0.0900, lr=0.001397, batch_cost=0.9748, reader_cost=0.0002 | ETA 02:25:53
2020-11-06 13:48:21 [INFO] [TRAIN] epoch=191, iter=71030/80000, loss=0.0705, lr=0.001396, batch_cost=0.9742, reader_cost=0.0002 | ETA 02:25:39
2020-11-06 13:48:31 [INFO] [TRAIN] epoch=191, iter=71040/80000, loss=0.0956, lr=0.001394, batch_cost=0.9746, reader_cost=0.0002 | ETA 02:25:32
2020-11-06 13:48:41 [INFO] [TRAIN] epoch=191, iter=71050/80000, loss=0.0927, lr=0.001393, batch_cost=1.0073, reader_cost=0.0001 | ETA 02:30:15
2020-11-06 13:48:53 [INFO] [TRAIN] epoch=192, iter=71060/80000, loss=0.0770, lr=0.001391, batch_cost=1.2339, reader_cost=0.1688 | ETA 03:03:50
2020-11-06 13:49:04 [INFO] [TRAIN] epoch=192, iter=71070/80000, loss=0.0979, lr=0.001390, batch_cost=1.0117, reader_cost=0.0008 | ETA 02:30:34
2020-11-06 13:49:14 [INFO] [TRAIN] epoch=192, iter=71080/80000, loss=0.0960, lr=0.001389, batch_cost=1.0303, reader_cost=0.0002 | ETA 02:33:10
2020-11-06 13:49:25 [INFO] [TRAIN] epoch=192, iter=71090/80000, loss=0.0917, lr=0.001387, batch_cost=1.0690, reader_cost=0.0002 | ETA 02:38:45
2020-11-06 13:49:36 [INFO] [TRAIN] epoch=192, iter=71100/80000, loss=0.1050, lr=0.001386, batch_cost=1.1706, reader_cost=0.0002 | ETA 02:53:38
2020-11-06 13:49:47 [INFO] [TRAIN] epoch=192, iter=71110/80000, loss=0.0888, lr=0.001384, batch_cost=1.1008, reader_cost=0.0011 | ETA 02:43:06
2020-11-06 13:49:58 [INFO] [TRAIN] epoch=192, iter=71120/80000, loss=0.0893, lr=0.001383, batch_cost=1.0405, reader_cost=0.0002 | ETA 02:33:59
2020-11-06 13:50:08 [INFO] [TRAIN] epoch=192, iter=71130/80000, loss=0.1011, lr=0.001382, batch_cost=1.0144, reader_cost=0.0002 | ETA 02:29:57
2020-11-06 13:50:19 [INFO] [TRAIN] epoch=192, iter=71140/80000, loss=0.0588, lr=0.001380, batch_cost=1.0920, reader_cost=0.0002 | ETA 02:41:15
2020-11-06 13:50:31 [INFO] [TRAIN] epoch=192, iter=71150/80000, loss=0.1133, lr=0.001379, batch_cost=1.2187, reader_cost=0.0002 | ETA 02:59:45
2020-11-06 13:50:42 [INFO] [TRAIN] epoch=192, iter=71160/80000, loss=0.0587, lr=0.001377, batch_cost=1.1164, reader_cost=0.0002 | ETA 02:44:28
2020-11-06 13:50:52 [INFO] [TRAIN] epoch=192, iter=71170/80000, loss=0.0874, lr=0.001376, batch_cost=1.0193, reader_cost=0.0002 | ETA 02:30:00
2020-11-06 13:51:03 [INFO] [TRAIN] epoch=192, iter=71180/80000, loss=0.0854, lr=0.001375, batch_cost=1.0427, reader_cost=0.0001 | ETA 02:33:16
2020-11-06 13:51:14 [INFO] [TRAIN] epoch=192, iter=71190/80000, loss=0.1176, lr=0.001373, batch_cost=1.0994, reader_cost=0.0026 | ETA 02:41:25
2020-11-06 13:51:24 [INFO] [TRAIN] epoch=192, iter=71200/80000, loss=0.0963, lr=0.001372, batch_cost=1.0525, reader_cost=0.0002 | ETA 02:34:22
2020-11-06 13:51:34 [INFO] [TRAIN] epoch=192, iter=71210/80000, loss=0.0822, lr=0.001370, batch_cost=1.0076, reader_cost=0.0002 | ETA 02:27:36
2020-11-06 13:51:45 [INFO] [TRAIN] epoch=192, iter=71220/80000, loss=0.0691, lr=0.001369, batch_cost=1.0717, reader_cost=0.0002 | ETA 02:36:49
2020-11-06 13:51:56 [INFO] [TRAIN] epoch=192, iter=71230/80000, loss=0.0695, lr=0.001368, batch_cost=1.0519, reader_cost=0.0001 | ETA 02:33:45
2020-11-06 13:52:06 [INFO] [TRAIN] epoch=192, iter=71240/80000, loss=0.0762, lr=0.001366, batch_cost=1.0041, reader_cost=0.0001 | ETA 02:26:36
2020-11-06 13:52:17 [INFO] [TRAIN] epoch=192, iter=71250/80000, loss=0.0785, lr=0.001365, batch_cost=1.0882, reader_cost=0.0001 | ETA 02:38:41
2020-11-06 13:52:26 [INFO] [TRAIN] epoch=192, iter=71260/80000, loss=0.0462, lr=0.001363, batch_cost=0.9711, reader_cost=0.0001 | ETA 02:21:27
2020-11-06 13:52:36 [INFO] [TRAIN] epoch=192, iter=71270/80000, loss=0.0920, lr=0.001362, batch_cost=0.9766, reader_cost=0.0002 | ETA 02:22:05
2020-11-06 13:52:46 [INFO] [TRAIN] epoch=192, iter=71280/80000, loss=0.0667, lr=0.001361, batch_cost=0.9971, reader_cost=0.0002 | ETA 02:24:54
2020-11-06 13:52:57 [INFO] [TRAIN] epoch=192, iter=71290/80000, loss=0.0655, lr=0.001359, batch_cost=1.0539, reader_cost=0.0002 | ETA 02:32:59
2020-11-06 13:53:07 [INFO] [TRAIN] epoch=192, iter=71300/80000, loss=0.0687, lr=0.001358, batch_cost=1.0701, reader_cost=0.0002 | ETA 02:35:09
2020-11-06 13:53:18 [INFO] [TRAIN] epoch=192, iter=71310/80000, loss=0.0727, lr=0.001356, batch_cost=1.0528, reader_cost=0.0002 | ETA 02:32:28
2020-11-06 13:53:28 [INFO] [TRAIN] epoch=192, iter=71320/80000, loss=0.1198, lr=0.001355, batch_cost=1.0027, reader_cost=0.0002 | ETA 02:25:03
2020-11-06 13:53:39 [INFO] [TRAIN] epoch=192, iter=71330/80000, loss=0.0828, lr=0.001354, batch_cost=1.1012, reader_cost=0.0002 | ETA 02:39:07
2020-11-06 13:53:50 [INFO] [TRAIN] epoch=192, iter=71340/80000, loss=0.0625, lr=0.001352, batch_cost=1.0982, reader_cost=0.0002 | ETA 02:38:30
2020-11-06 13:54:00 [INFO] [TRAIN] epoch=192, iter=71350/80000, loss=0.0887, lr=0.001351, batch_cost=1.0175, reader_cost=0.0002 | ETA 02:26:41
2020-11-06 13:54:11 [INFO] [TRAIN] epoch=192, iter=71360/80000, loss=0.0908, lr=0.001349, batch_cost=1.0686, reader_cost=0.0002 | ETA 02:33:52
2020-11-06 13:54:21 [INFO] [TRAIN] epoch=192, iter=71370/80000, loss=0.0501, lr=0.001348, batch_cost=1.0376, reader_cost=0.0002 | ETA 02:29:14
2020-11-06 13:54:32 [INFO] [TRAIN] epoch=192, iter=71380/80000, loss=0.0741, lr=0.001347, batch_cost=1.0797, reader_cost=0.0002 | ETA 02:35:07
2020-11-06 13:54:42 [INFO] [TRAIN] epoch=192, iter=71390/80000, loss=0.0745, lr=0.001345, batch_cost=1.0064, reader_cost=0.0002 | ETA 02:24:25
2020-11-06 13:54:52 [INFO] [TRAIN] epoch=192, iter=71400/80000, loss=0.0657, lr=0.001344, batch_cost=0.9945, reader_cost=0.0002 | ETA 02:22:32
2020-11-06 13:55:02 [INFO] [TRAIN] epoch=192, iter=71410/80000, loss=0.0840, lr=0.001342, batch_cost=1.0024, reader_cost=0.0002 | ETA 02:23:30
2020-11-06 13:55:12 [INFO] [TRAIN] epoch=192, iter=71420/80000, loss=0.0986, lr=0.001341, batch_cost=1.0206, reader_cost=0.0001 | ETA 02:25:56
2020-11-06 13:55:24 [INFO] [TRAIN] epoch=193, iter=71430/80000, loss=0.0765, lr=0.001340, batch_cost=1.2329, reader_cost=0.1162 | ETA 02:56:06
2020-11-06 13:55:34 [INFO] [TRAIN] epoch=193, iter=71440/80000, loss=0.0820, lr=0.001338, batch_cost=1.0099, reader_cost=0.0005 | ETA 02:24:04
2020-11-06 13:55:45 [INFO] [TRAIN] epoch=193, iter=71450/80000, loss=0.0858, lr=0.001337, batch_cost=1.0316, reader_cost=0.0002 | ETA 02:27:00
2020-11-06 13:55:55 [INFO] [TRAIN] epoch=193, iter=71460/80000, loss=0.0932, lr=0.001335, batch_cost=1.0216, reader_cost=0.0002 | ETA 02:25:24
2020-11-06 13:56:06 [INFO] [TRAIN] epoch=193, iter=71470/80000, loss=0.0770, lr=0.001334, batch_cost=1.0556, reader_cost=0.0002 | ETA 02:30:04
2020-11-06 13:56:16 [INFO] [TRAIN] epoch=193, iter=71480/80000, loss=0.1141, lr=0.001332, batch_cost=1.0411, reader_cost=0.0002 | ETA 02:27:50
2020-11-06 13:56:27 [INFO] [TRAIN] epoch=193, iter=71490/80000, loss=0.0660, lr=0.001331, batch_cost=1.0991, reader_cost=0.0002 | ETA 02:35:53
2020-11-06 13:56:38 [INFO] [TRAIN] epoch=193, iter=71500/80000, loss=0.1138, lr=0.001330, batch_cost=1.1431, reader_cost=0.0002 | ETA 02:41:56
2020-11-06 13:56:49 [INFO] [TRAIN] epoch=193, iter=71510/80000, loss=0.0823, lr=0.001328, batch_cost=1.0283, reader_cost=0.0002 | ETA 02:25:30
2020-11-06 13:56:59 [INFO] [TRAIN] epoch=193, iter=71520/80000, loss=0.0802, lr=0.001327, batch_cost=1.0363, reader_cost=0.0001 | ETA 02:26:27
2020-11-06 13:57:10 [INFO] [TRAIN] epoch=193, iter=71530/80000, loss=0.0490, lr=0.001325, batch_cost=1.1070, reader_cost=0.0015 | ETA 02:36:16
2020-11-06 13:57:20 [INFO] [TRAIN] epoch=193, iter=71540/80000, loss=0.0988, lr=0.001324, batch_cost=1.0202, reader_cost=0.0002 | ETA 02:23:50
2020-11-06 13:57:32 [INFO] [TRAIN] epoch=193, iter=71550/80000, loss=0.0844, lr=0.001323, batch_cost=1.1355, reader_cost=0.0002 | ETA 02:39:54
2020-11-06 13:57:42 [INFO] [TRAIN] epoch=193, iter=71560/80000, loss=0.0897, lr=0.001321, batch_cost=1.0805, reader_cost=0.0002 | ETA 02:31:59
2020-11-06 13:57:53 [INFO] [TRAIN] epoch=193, iter=71570/80000, loss=0.1163, lr=0.001320, batch_cost=1.0482, reader_cost=0.0002 | ETA 02:27:16
2020-11-06 13:58:03 [INFO] [TRAIN] epoch=193, iter=71580/80000, loss=0.0827, lr=0.001318, batch_cost=1.0469, reader_cost=0.0013 | ETA 02:26:55
2020-11-06 13:58:13 [INFO] [TRAIN] epoch=193, iter=71590/80000, loss=0.0655, lr=0.001317, batch_cost=1.0063, reader_cost=0.0002 | ETA 02:21:02
2020-11-06 13:58:24 [INFO] [TRAIN] epoch=193, iter=71600/80000, loss=0.0815, lr=0.001316, batch_cost=1.0484, reader_cost=0.0002 | ETA 02:26:46
2020-11-06 13:58:34 [INFO] [TRAIN] epoch=193, iter=71610/80000, loss=0.0907, lr=0.001314, batch_cost=1.0045, reader_cost=0.0020 | ETA 02:20:27
2020-11-06 13:58:44 [INFO] [TRAIN] epoch=193, iter=71620/80000, loss=0.0797, lr=0.001313, batch_cost=1.0209, reader_cost=0.0012 | ETA 02:22:35
2020-11-06 13:58:55 [INFO] [TRAIN] epoch=193, iter=71630/80000, loss=0.0719, lr=0.001311, batch_cost=1.0711, reader_cost=0.0029 | ETA 02:29:24
2020-11-06 13:59:05 [INFO] [TRAIN] epoch=193, iter=71640/80000, loss=0.0683, lr=0.001310, batch_cost=1.0203, reader_cost=0.0002 | ETA 02:22:09
2020-11-06 13:59:15 [INFO] [TRAIN] epoch=193, iter=71650/80000, loss=0.0690, lr=0.001309, batch_cost=1.0195, reader_cost=0.0002 | ETA 02:21:52
2020-11-06 13:59:25 [INFO] [TRAIN] epoch=193, iter=71660/80000, loss=0.0652, lr=0.001307, batch_cost=0.9954, reader_cost=0.0002 | ETA 02:18:21
2020-11-06 13:59:36 [INFO] [TRAIN] epoch=193, iter=71670/80000, loss=0.0754, lr=0.001306, batch_cost=1.0522, reader_cost=0.0014 | ETA 02:26:04
2020-11-06 13:59:47 [INFO] [TRAIN] epoch=193, iter=71680/80000, loss=0.0607, lr=0.001304, batch_cost=1.0916, reader_cost=0.0002 | ETA 02:31:22
2020-11-06 13:59:57 [INFO] [TRAIN] epoch=193, iter=71690/80000, loss=0.0862, lr=0.001303, batch_cost=1.0316, reader_cost=0.0002 | ETA 02:22:52
2020-11-06 14:00:07 [INFO] [TRAIN] epoch=193, iter=71700/80000, loss=0.1173, lr=0.001301, batch_cost=1.0102, reader_cost=0.0002 | ETA 02:19:44
2020-11-06 14:00:18 [INFO] [TRAIN] epoch=193, iter=71710/80000, loss=0.0823, lr=0.001300, batch_cost=1.1073, reader_cost=0.0002 | ETA 02:32:59
2020-11-06 14:00:29 [INFO] [TRAIN] epoch=193, iter=71720/80000, loss=0.0683, lr=0.001299, batch_cost=1.1171, reader_cost=0.0010 | ETA 02:34:09
2020-11-06 14:00:39 [INFO] [TRAIN] epoch=193, iter=71730/80000, loss=0.1058, lr=0.001297, batch_cost=1.0015, reader_cost=0.0002 | ETA 02:18:02
2020-11-06 14:00:49 [INFO] [TRAIN] epoch=193, iter=71740/80000, loss=0.0525, lr=0.001296, batch_cost=0.9929, reader_cost=0.0002 | ETA 02:16:41
2020-11-06 14:00:59 [INFO] [TRAIN] epoch=193, iter=71750/80000, loss=0.0817, lr=0.001294, batch_cost=1.0005, reader_cost=0.0002 | ETA 02:17:34
2020-11-06 14:01:10 [INFO] [TRAIN] epoch=193, iter=71760/80000, loss=0.0828, lr=0.001293, batch_cost=1.0340, reader_cost=0.0097 | ETA 02:22:00
2020-11-06 14:01:20 [INFO] [TRAIN] epoch=193, iter=71770/80000, loss=0.0557, lr=0.001292, batch_cost=1.0014, reader_cost=0.0002 | ETA 02:17:21
2020-11-06 14:01:30 [INFO] [TRAIN] epoch=193, iter=71780/80000, loss=0.0726, lr=0.001290, batch_cost=1.0425, reader_cost=0.0002 | ETA 02:22:49
2020-11-06 14:01:40 [INFO] [TRAIN] epoch=193, iter=71790/80000, loss=0.0994, lr=0.001289, batch_cost=0.9760, reader_cost=0.0002 | ETA 02:13:32
2020-11-06 14:01:52 [INFO] [TRAIN] epoch=194, iter=71800/80000, loss=0.0875, lr=0.001287, batch_cost=1.1972, reader_cost=0.1670 | ETA 02:43:37
2020-11-06 14:02:02 [INFO] [TRAIN] epoch=194, iter=71810/80000, loss=0.0924, lr=0.001286, batch_cost=1.0383, reader_cost=0.0004 | ETA 02:21:44
2020-11-06 14:02:13 [INFO] [TRAIN] epoch=194, iter=71820/80000, loss=0.1121, lr=0.001285, batch_cost=1.0921, reader_cost=0.0002 | ETA 02:28:53
2020-11-06 14:02:23 [INFO] [TRAIN] epoch=194, iter=71830/80000, loss=0.0849, lr=0.001283, batch_cost=1.0035, reader_cost=0.0005 | ETA 02:16:38
2020-11-06 14:02:34 [INFO] [TRAIN] epoch=194, iter=71840/80000, loss=0.0859, lr=0.001282, batch_cost=1.0524, reader_cost=0.0002 | ETA 02:23:07
2020-11-06 14:02:44 [INFO] [TRAIN] epoch=194, iter=71850/80000, loss=0.0874, lr=0.001280, batch_cost=1.0037, reader_cost=0.0002 | ETA 02:16:20
2020-11-06 14:02:54 [INFO] [TRAIN] epoch=194, iter=71860/80000, loss=0.0915, lr=0.001279, batch_cost=0.9900, reader_cost=0.0002 | ETA 02:14:18
2020-11-06 14:03:04 [INFO] [TRAIN] epoch=194, iter=71870/80000, loss=0.1077, lr=0.001277, batch_cost=0.9934, reader_cost=0.0002 | ETA 02:14:36
2020-11-06 14:03:14 [INFO] [TRAIN] epoch=194, iter=71880/80000, loss=0.0609, lr=0.001276, batch_cost=0.9889, reader_cost=0.0002 | ETA 02:13:49
2020-11-06 14:03:23 [INFO] [TRAIN] epoch=194, iter=71890/80000, loss=0.0635, lr=0.001275, batch_cost=0.9957, reader_cost=0.0002 | ETA 02:14:35
2020-11-06 14:03:34 [INFO] [TRAIN] epoch=194, iter=71900/80000, loss=0.0684, lr=0.001273, batch_cost=1.0082, reader_cost=0.0002 | ETA 02:16:06
2020-11-06 14:03:44 [INFO] [TRAIN] epoch=194, iter=71910/80000, loss=0.0619, lr=0.001272, batch_cost=1.0484, reader_cost=0.0002 | ETA 02:21:21
2020-11-06 14:03:54 [INFO] [TRAIN] epoch=194, iter=71920/80000, loss=0.0781, lr=0.001270, batch_cost=1.0448, reader_cost=0.0001 | ETA 02:20:41
2020-11-06 14:04:05 [INFO] [TRAIN] epoch=194, iter=71930/80000, loss=0.0758, lr=0.001269, batch_cost=1.0370, reader_cost=0.0001 | ETA 02:19:28
2020-11-06 14:04:15 [INFO] [TRAIN] epoch=194, iter=71940/80000, loss=0.0823, lr=0.001268, batch_cost=1.0438, reader_cost=0.0002 | ETA 02:20:12
2020-11-06 14:04:26 [INFO] [TRAIN] epoch=194, iter=71950/80000, loss=0.0759, lr=0.001266, batch_cost=1.0659, reader_cost=0.0002 | ETA 02:23:00
2020-11-06 14:04:40 [INFO] [TRAIN] epoch=194, iter=71960/80000, loss=0.0619, lr=0.001265, batch_cost=1.3646, reader_cost=0.0002 | ETA 03:02:51
2020-11-06 14:04:50 [INFO] [TRAIN] epoch=194, iter=71970/80000, loss=0.0787, lr=0.001263, batch_cost=0.9933, reader_cost=0.0002 | ETA 02:12:56
2020-11-06 14:05:00 [INFO] [TRAIN] epoch=194, iter=71980/80000, loss=0.0774, lr=0.001262, batch_cost=0.9985, reader_cost=0.0002 | ETA 02:13:27
2020-11-06 14:05:09 [INFO] [TRAIN] epoch=194, iter=71990/80000, loss=0.0767, lr=0.001260, batch_cost=0.9937, reader_cost=0.0002 | ETA 02:12:39
2020-11-06 14:05:20 [INFO] [TRAIN] epoch=194, iter=72000/80000, loss=0.0865, lr=0.001259, batch_cost=1.0092, reader_cost=0.0002 | ETA 02:14:33
2020-11-06 14:05:24 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 14:10:46 [INFO] [EVAL] #Images=500 mIoU=0.8111 Acc=0.9657 Kappa=0.9555
2020-11-06 14:10:46 [INFO] [EVAL] Category IoU:
[0.9841 0.8685 0.9344 0.5875 0.6338 0.6905 0.7436 0.8222 0.9306 0.661
0.9522 0.8459 0.6689 0.9597 0.8599 0.9229 0.8611 0.688 0.7961]
2020-11-06 14:10:46 [INFO] [EVAL] Category Acc:
[0.993 0.925 0.9622 0.8507 0.8292 0.8423 0.8452 0.9154 0.9576 0.8398
0.9713 0.9028 0.8276 0.9788 0.9252 0.9701 0.9665 0.8469 0.8727]
2020-11-06 14:10:49 [INFO] [EVAL] The model with the best validation mIoU (0.8111) was saved at iter 72000.
2020-11-06 14:11:00 [INFO] [TRAIN] epoch=194, iter=72010/80000, loss=0.0824, lr=0.001258, batch_cost=1.0554, reader_cost=0.0002 | ETA 02:20:32
2020-11-06 14:11:10 [INFO] [TRAIN] epoch=194, iter=72020/80000, loss=0.0881, lr=0.001256, batch_cost=1.0304, reader_cost=0.0002 | ETA 02:17:02
2020-11-06 14:11:21 [INFO] [TRAIN] epoch=194, iter=72030/80000, loss=0.0539, lr=0.001255, batch_cost=1.0793, reader_cost=0.0002 | ETA 02:23:22
2020-11-06 14:11:31 [INFO] [TRAIN] epoch=194, iter=72040/80000, loss=0.0927, lr=0.001253, batch_cost=1.0126, reader_cost=0.0012 | ETA 02:14:20
2020-11-06 14:11:41 [INFO] [TRAIN] epoch=194, iter=72050/80000, loss=0.0581, lr=0.001252, batch_cost=0.9777, reader_cost=0.0002 | ETA 02:09:32
2020-11-06 14:11:51 [INFO] [TRAIN] epoch=194, iter=72060/80000, loss=0.0885, lr=0.001251, batch_cost=0.9759, reader_cost=0.0002 | ETA 02:09:08
2020-11-06 14:12:01 [INFO] [TRAIN] epoch=194, iter=72070/80000, loss=0.0954, lr=0.001249, batch_cost=0.9997, reader_cost=0.0002 | ETA 02:12:07
2020-11-06 14:12:11 [INFO] [TRAIN] epoch=194, iter=72080/80000, loss=0.0758, lr=0.001248, batch_cost=1.0087, reader_cost=0.0002 | ETA 02:13:08
2020-11-06 14:12:22 [INFO] [TRAIN] epoch=194, iter=72090/80000, loss=0.0676, lr=0.001246, batch_cost=1.1078, reader_cost=0.0002 | ETA 02:26:02
2020-11-06 14:12:32 [INFO] [TRAIN] epoch=194, iter=72100/80000, loss=0.0987, lr=0.001245, batch_cost=1.0422, reader_cost=0.0002 | ETA 02:17:13
2020-11-06 14:12:43 [INFO] [TRAIN] epoch=194, iter=72110/80000, loss=0.0592, lr=0.001243, batch_cost=1.0379, reader_cost=0.0002 | ETA 02:16:28
2020-11-06 14:12:53 [INFO] [TRAIN] epoch=194, iter=72120/80000, loss=0.0820, lr=0.001242, batch_cost=1.0422, reader_cost=0.0002 | ETA 02:16:52
2020-11-06 14:13:04 [INFO] [TRAIN] epoch=194, iter=72130/80000, loss=0.0801, lr=0.001241, batch_cost=1.0563, reader_cost=0.0002 | ETA 02:18:33
2020-11-06 14:13:14 [INFO] [TRAIN] epoch=194, iter=72140/80000, loss=0.0637, lr=0.001239, batch_cost=1.0539, reader_cost=0.0002 | ETA 02:18:03
2020-11-06 14:13:25 [INFO] [TRAIN] epoch=194, iter=72150/80000, loss=0.0855, lr=0.001238, batch_cost=1.0916, reader_cost=0.0002 | ETA 02:22:49
2020-11-06 14:13:36 [INFO] [TRAIN] epoch=194, iter=72160/80000, loss=0.0897, lr=0.001236, batch_cost=1.0640, reader_cost=0.0002 | ETA 02:19:01
2020-11-06 14:13:49 [INFO] [TRAIN] epoch=195, iter=72170/80000, loss=0.1277, lr=0.001235, batch_cost=1.3289, reader_cost=0.1355 | ETA 02:53:25
2020-11-06 14:14:00 [INFO] [TRAIN] epoch=195, iter=72180/80000, loss=0.0717, lr=0.001234, batch_cost=1.0598, reader_cost=0.0004 | ETA 02:18:07
2020-11-06 14:14:12 [INFO] [TRAIN] epoch=195, iter=72190/80000, loss=0.0955, lr=0.001232, batch_cost=1.2911, reader_cost=0.0002 | ETA 02:48:03
2020-11-06 14:14:23 [INFO] [TRAIN] epoch=195, iter=72200/80000, loss=0.0976, lr=0.001231, batch_cost=1.0169, reader_cost=0.0002 | ETA 02:12:12
2020-11-06 14:14:33 [INFO] [TRAIN] epoch=195, iter=72210/80000, loss=0.0784, lr=0.001229, batch_cost=1.0433, reader_cost=0.0002 | ETA 02:15:27
2020-11-06 14:14:43 [INFO] [TRAIN] epoch=195, iter=72220/80000, loss=0.0944, lr=0.001228, batch_cost=1.0038, reader_cost=0.0002 | ETA 02:10:09
2020-11-06 14:14:53 [INFO] [TRAIN] epoch=195, iter=72230/80000, loss=0.0723, lr=0.001226, batch_cost=0.9892, reader_cost=0.0002 | ETA 02:08:06
2020-11-06 14:15:03 [INFO] [TRAIN] epoch=195, iter=72240/80000, loss=0.0680, lr=0.001225, batch_cost=1.0051, reader_cost=0.0002 | ETA 02:09:59
2020-11-06 14:15:13 [INFO] [TRAIN] epoch=195, iter=72250/80000, loss=0.0739, lr=0.001224, batch_cost=0.9829, reader_cost=0.0002 | ETA 02:06:57
2020-11-06 14:15:23 [INFO] [TRAIN] epoch=195, iter=72260/80000, loss=0.1061, lr=0.001222, batch_cost=0.9974, reader_cost=0.0002 | ETA 02:08:39
2020-11-06 14:15:33 [INFO] [TRAIN] epoch=195, iter=72270/80000, loss=0.0946, lr=0.001221, batch_cost=1.0106, reader_cost=0.0002 | ETA 02:10:11
2020-11-06 14:15:43 [INFO] [TRAIN] epoch=195, iter=72280/80000, loss=0.0859, lr=0.001219, batch_cost=1.0163, reader_cost=0.0002 | ETA 02:10:46
2020-11-06 14:15:54 [INFO] [TRAIN] epoch=195, iter=72290/80000, loss=0.1032, lr=0.001218, batch_cost=1.1295, reader_cost=0.0002 | ETA 02:25:08
2020-11-06 14:16:05 [INFO] [TRAIN] epoch=195, iter=72300/80000, loss=0.0840, lr=0.001216, batch_cost=1.0404, reader_cost=0.0002 | ETA 02:13:31
2020-11-06 14:16:15 [INFO] [TRAIN] epoch=195, iter=72310/80000, loss=0.0968, lr=0.001215, batch_cost=1.0585, reader_cost=0.0002 | ETA 02:15:39
2020-11-06 14:16:26 [INFO] [TRAIN] epoch=195, iter=72320/80000, loss=0.0800, lr=0.001214, batch_cost=1.0290, reader_cost=0.0002 | ETA 02:11:43
2020-11-06 14:16:36 [INFO] [TRAIN] epoch=195, iter=72330/80000, loss=0.0715, lr=0.001212, batch_cost=1.0090, reader_cost=0.0002 | ETA 02:08:58
2020-11-06 14:16:47 [INFO] [TRAIN] epoch=195, iter=72340/80000, loss=0.0724, lr=0.001211, batch_cost=1.0749, reader_cost=0.0002 | ETA 02:17:13
2020-11-06 14:16:57 [INFO] [TRAIN] epoch=195, iter=72350/80000, loss=0.0904, lr=0.001209, batch_cost=1.0789, reader_cost=0.0001 | ETA 02:17:33
2020-11-06 14:17:08 [INFO] [TRAIN] epoch=195, iter=72360/80000, loss=0.0656, lr=0.001208, batch_cost=1.0624, reader_cost=0.0002 | ETA 02:15:16
2020-11-06 14:17:19 [INFO] [TRAIN] epoch=195, iter=72370/80000, loss=0.0883, lr=0.001207, batch_cost=1.0624, reader_cost=0.0001 | ETA 02:15:05
2020-11-06 14:17:29 [INFO] [TRAIN] epoch=195, iter=72380/80000, loss=0.0543, lr=0.001205, batch_cost=1.0490, reader_cost=0.0002 | ETA 02:13:13
2020-11-06 14:17:40 [INFO] [TRAIN] epoch=195, iter=72390/80000, loss=0.0772, lr=0.001204, batch_cost=1.0521, reader_cost=0.0001 | ETA 02:13:26
2020-11-06 14:17:50 [INFO] [TRAIN] epoch=195, iter=72400/80000, loss=0.0575, lr=0.001202, batch_cost=1.0253, reader_cost=0.0001 | ETA 02:09:52
2020-11-06 14:18:00 [INFO] [TRAIN] epoch=195, iter=72410/80000, loss=0.0832, lr=0.001201, batch_cost=1.0568, reader_cost=0.0002 | ETA 02:13:40
2020-11-06 14:18:11 [INFO] [TRAIN] epoch=195, iter=72420/80000, loss=0.0779, lr=0.001199, batch_cost=1.0390, reader_cost=0.0001 | ETA 02:11:15
2020-11-06 14:18:21 [INFO] [TRAIN] epoch=195, iter=72430/80000, loss=0.1081, lr=0.001198, batch_cost=1.0047, reader_cost=0.0002 | ETA 02:06:45
2020-11-06 14:18:31 [INFO] [TRAIN] epoch=195, iter=72440/80000, loss=0.0708, lr=0.001197, batch_cost=0.9880, reader_cost=0.0002 | ETA 02:04:29
2020-11-06 14:18:41 [INFO] [TRAIN] epoch=195, iter=72450/80000, loss=0.0854, lr=0.001195, batch_cost=1.0320, reader_cost=0.0002 | ETA 02:09:51
2020-11-06 14:18:51 [INFO] [TRAIN] epoch=195, iter=72460/80000, loss=0.0834, lr=0.001194, batch_cost=0.9910, reader_cost=0.0002 | ETA 02:04:31
2020-11-06 14:19:01 [INFO] [TRAIN] epoch=195, iter=72470/80000, loss=0.0926, lr=0.001192, batch_cost=0.9941, reader_cost=0.0002 | ETA 02:04:45
2020-11-06 14:19:11 [INFO] [TRAIN] epoch=195, iter=72480/80000, loss=0.0688, lr=0.001191, batch_cost=1.0157, reader_cost=0.0002 | ETA 02:07:17
2020-11-06 14:19:21 [INFO] [TRAIN] epoch=195, iter=72490/80000, loss=0.0663, lr=0.001189, batch_cost=0.9918, reader_cost=0.0002 | ETA 02:04:08
2020-11-06 14:19:31 [INFO] [TRAIN] epoch=195, iter=72500/80000, loss=0.1225, lr=0.001188, batch_cost=1.0110, reader_cost=0.0002 | ETA 02:06:22
2020-11-06 14:19:41 [INFO] [TRAIN] epoch=195, iter=72510/80000, loss=0.0856, lr=0.001187, batch_cost=0.9998, reader_cost=0.0002 | ETA 02:04:48
2020-11-06 14:19:51 [INFO] [TRAIN] epoch=195, iter=72520/80000, loss=0.0623, lr=0.001185, batch_cost=1.0034, reader_cost=0.0002 | ETA 02:05:05
2020-11-06 14:20:01 [INFO] [TRAIN] epoch=195, iter=72530/80000, loss=0.0860, lr=0.001184, batch_cost=1.0366, reader_cost=0.0002 | ETA 02:09:03
2020-11-06 14:20:11 [INFO] [TRAIN] epoch=195, iter=72540/80000, loss=0.1043, lr=0.001182, batch_cost=0.9949, reader_cost=0.0001 | ETA 02:03:42
2020-11-06 14:20:23 [INFO] [TRAIN] epoch=196, iter=72550/80000, loss=0.0774, lr=0.001181, batch_cost=1.2009, reader_cost=0.1006 | ETA 02:29:06
2020-11-06 14:20:34 [INFO] [TRAIN] epoch=196, iter=72560/80000, loss=0.1091, lr=0.001179, batch_cost=1.0319, reader_cost=0.0004 | ETA 02:07:57
2020-11-06 14:20:44 [INFO] [TRAIN] epoch=196, iter=72570/80000, loss=0.0746, lr=0.001178, batch_cost=1.0397, reader_cost=0.0002 | ETA 02:08:45
2020-11-06 14:20:55 [INFO] [TRAIN] epoch=196, iter=72580/80000, loss=0.0696, lr=0.001177, batch_cost=1.0433, reader_cost=0.0002 | ETA 02:09:01
2020-11-06 14:21:05 [INFO] [TRAIN] epoch=196, iter=72590/80000, loss=0.1111, lr=0.001175, batch_cost=1.0255, reader_cost=0.0002 | ETA 02:06:39
2020-11-06 14:21:15 [INFO] [TRAIN] epoch=196, iter=72600/80000, loss=0.0957, lr=0.001174, batch_cost=1.0341, reader_cost=0.0002 | ETA 02:07:32
2020-11-06 14:21:27 [INFO] [TRAIN] epoch=196, iter=72610/80000, loss=0.0850, lr=0.001172, batch_cost=1.1340, reader_cost=0.0002 | ETA 02:19:39
2020-11-06 14:21:37 [INFO] [TRAIN] epoch=196, iter=72620/80000, loss=0.0989, lr=0.001171, batch_cost=1.0591, reader_cost=0.0002 | ETA 02:10:16
2020-11-06 14:21:48 [INFO] [TRAIN] epoch=196, iter=72630/80000, loss=0.0588, lr=0.001169, batch_cost=1.0870, reader_cost=0.0002 | ETA 02:13:30
2020-11-06 14:21:58 [INFO] [TRAIN] epoch=196, iter=72640/80000, loss=0.0585, lr=0.001168, batch_cost=1.0495, reader_cost=0.0002 | ETA 02:08:44
2020-11-06 14:22:10 [INFO] [TRAIN] epoch=196, iter=72650/80000, loss=0.0808, lr=0.001167, batch_cost=1.1055, reader_cost=0.0002 | ETA 02:15:25
2020-11-06 14:22:20 [INFO] [TRAIN] epoch=196, iter=72660/80000, loss=0.0667, lr=0.001165, batch_cost=1.0703, reader_cost=0.0015 | ETA 02:10:55
2020-11-06 14:22:30 [INFO] [TRAIN] epoch=196, iter=72670/80000, loss=0.0734, lr=0.001164, batch_cost=1.0183, reader_cost=0.0002 | ETA 02:04:23
2020-11-06 14:22:41 [INFO] [TRAIN] epoch=196, iter=72680/80000, loss=0.0903, lr=0.001162, batch_cost=1.1073, reader_cost=0.0002 | ETA 02:15:05
2020-11-06 14:22:52 [INFO] [TRAIN] epoch=196, iter=72690/80000, loss=0.0790, lr=0.001161, batch_cost=1.0370, reader_cost=0.0002 | ETA 02:06:20
2020-11-06 14:23:02 [INFO] [TRAIN] epoch=196, iter=72700/80000, loss=0.0819, lr=0.001159, batch_cost=1.0339, reader_cost=0.0002 | ETA 02:05:47
2020-11-06 14:23:13 [INFO] [TRAIN] epoch=196, iter=72710/80000, loss=0.0746, lr=0.001158, batch_cost=1.0821, reader_cost=0.0002 | ETA 02:11:28
2020-11-06 14:23:23 [INFO] [TRAIN] epoch=196, iter=72720/80000, loss=0.0801, lr=0.001157, batch_cost=1.0383, reader_cost=0.0002 | ETA 02:05:58
2020-11-06 14:23:34 [INFO] [TRAIN] epoch=196, iter=72730/80000, loss=0.0765, lr=0.001155, batch_cost=1.0272, reader_cost=0.0002 | ETA 02:04:27
2020-11-06 14:23:44 [INFO] [TRAIN] epoch=196, iter=72740/80000, loss=0.0707, lr=0.001154, batch_cost=1.0638, reader_cost=0.0002 | ETA 02:08:43
2020-11-06 14:24:03 [INFO] [TRAIN] epoch=196, iter=72750/80000, loss=0.0509, lr=0.001152, batch_cost=1.8409, reader_cost=0.0002 | ETA 03:42:26
2020-11-06 14:24:16 [INFO] [TRAIN] epoch=196, iter=72760/80000, loss=0.0683, lr=0.001151, batch_cost=1.3155, reader_cost=0.0013 | ETA 02:38:44
2020-11-06 14:24:27 [INFO] [TRAIN] epoch=196, iter=72770/80000, loss=0.0633, lr=0.001149, batch_cost=1.0974, reader_cost=0.0002 | ETA 02:12:14
2020-11-06 14:24:38 [INFO] [TRAIN] epoch=196, iter=72780/80000, loss=0.0872, lr=0.001148, batch_cost=1.0671, reader_cost=0.0002 | ETA 02:08:24
2020-11-06 14:24:48 [INFO] [TRAIN] epoch=196, iter=72790/80000, loss=0.0767, lr=0.001147, batch_cost=1.0480, reader_cost=0.0001 | ETA 02:05:56
2020-11-06 14:24:59 [INFO] [TRAIN] epoch=196, iter=72800/80000, loss=0.0716, lr=0.001145, batch_cost=1.0690, reader_cost=0.0002 | ETA 02:08:16
2020-11-06 14:25:09 [INFO] [TRAIN] epoch=196, iter=72810/80000, loss=0.0914, lr=0.001144, batch_cost=1.0364, reader_cost=0.0002 | ETA 02:04:11
2020-11-06 14:25:19 [INFO] [TRAIN] epoch=196, iter=72820/80000, loss=0.0787, lr=0.001142, batch_cost=1.0416, reader_cost=0.0002 | ETA 02:04:38
2020-11-06 14:25:30 [INFO] [TRAIN] epoch=196, iter=72830/80000, loss=0.0958, lr=0.001141, batch_cost=1.0567, reader_cost=0.0022 | ETA 02:06:16
2020-11-06 14:25:41 [INFO] [TRAIN] epoch=196, iter=72840/80000, loss=0.0837, lr=0.001139, batch_cost=1.0941, reader_cost=0.0002 | ETA 02:10:33
2020-11-06 14:25:52 [INFO] [TRAIN] epoch=196, iter=72850/80000, loss=0.0677, lr=0.001138, batch_cost=1.0903, reader_cost=0.0002 | ETA 02:09:55
2020-11-06 14:26:02 [INFO] [TRAIN] epoch=196, iter=72860/80000, loss=0.0609, lr=0.001137, batch_cost=1.0449, reader_cost=0.0005 | ETA 02:04:20
2020-11-06 14:26:13 [INFO] [TRAIN] epoch=196, iter=72870/80000, loss=0.0877, lr=0.001135, batch_cost=1.0440, reader_cost=0.0008 | ETA 02:04:03
2020-11-06 14:26:23 [INFO] [TRAIN] epoch=196, iter=72880/80000, loss=0.0906, lr=0.001134, batch_cost=1.0586, reader_cost=0.0002 | ETA 02:05:37
2020-11-06 14:26:33 [INFO] [TRAIN] epoch=196, iter=72890/80000, loss=0.0778, lr=0.001132, batch_cost=1.0089, reader_cost=0.0002 | ETA 01:59:33
2020-11-06 14:26:44 [INFO] [TRAIN] epoch=196, iter=72900/80000, loss=0.0764, lr=0.001131, batch_cost=1.0378, reader_cost=0.0002 | ETA 02:02:48
2020-11-06 14:26:54 [INFO] [TRAIN] epoch=196, iter=72910/80000, loss=0.0955, lr=0.001129, batch_cost=0.9956, reader_cost=0.0001 | ETA 01:57:38
2020-11-06 14:27:07 [INFO] [TRAIN] epoch=197, iter=72920/80000, loss=0.0748, lr=0.001128, batch_cost=1.2877, reader_cost=0.1520 | ETA 02:31:56
2020-11-06 14:27:18 [INFO] [TRAIN] epoch=197, iter=72930/80000, loss=0.1130, lr=0.001127, batch_cost=1.1666, reader_cost=0.0002 | ETA 02:17:27
2020-11-06 14:27:28 [INFO] [TRAIN] epoch=197, iter=72940/80000, loss=0.0869, lr=0.001125, batch_cost=1.0091, reader_cost=0.0002 | ETA 01:58:44
2020-11-06 14:27:39 [INFO] [TRAIN] epoch=197, iter=72950/80000, loss=0.0856, lr=0.001124, batch_cost=1.0584, reader_cost=0.0002 | ETA 02:04:21
2020-11-06 14:27:49 [INFO] [TRAIN] epoch=197, iter=72960/80000, loss=0.0781, lr=0.001122, batch_cost=0.9978, reader_cost=0.0001 | ETA 01:57:04
2020-11-06 14:27:59 [INFO] [TRAIN] epoch=197, iter=72970/80000, loss=0.1190, lr=0.001121, batch_cost=0.9988, reader_cost=0.0002 | ETA 01:57:01
2020-11-06 14:28:09 [INFO] [TRAIN] epoch=197, iter=72980/80000, loss=0.0883, lr=0.001119, batch_cost=0.9922, reader_cost=0.0002 | ETA 01:56:05
2020-11-06 14:28:19 [INFO] [TRAIN] epoch=197, iter=72990/80000, loss=0.0795, lr=0.001118, batch_cost=1.0506, reader_cost=0.0002 | ETA 02:02:44
2020-11-06 14:28:30 [INFO] [TRAIN] epoch=197, iter=73000/80000, loss=0.0704, lr=0.001117, batch_cost=1.0589, reader_cost=0.0002 | ETA 02:03:32
2020-11-06 14:28:41 [INFO] [TRAIN] epoch=197, iter=73010/80000, loss=0.1451, lr=0.001115, batch_cost=1.0564, reader_cost=0.0002 | ETA 02:03:04
2020-11-06 14:28:51 [INFO] [TRAIN] epoch=197, iter=73020/80000, loss=0.0671, lr=0.001114, batch_cost=1.0044, reader_cost=0.0002 | ETA 01:56:51
2020-11-06 14:29:01 [INFO] [TRAIN] epoch=197, iter=73030/80000, loss=0.0811, lr=0.001112, batch_cost=1.0339, reader_cost=0.0002 | ETA 02:00:06
2020-11-06 14:29:11 [INFO] [TRAIN] epoch=197, iter=73040/80000, loss=0.0815, lr=0.001111, batch_cost=1.0365, reader_cost=0.0002 | ETA 02:00:13
2020-11-06 14:29:22 [INFO] [TRAIN] epoch=197, iter=73050/80000, loss=0.0703, lr=0.001109, batch_cost=1.0436, reader_cost=0.0002 | ETA 02:00:53
2020-11-06 14:29:32 [INFO] [TRAIN] epoch=197, iter=73060/80000, loss=0.0991, lr=0.001108, batch_cost=1.0365, reader_cost=0.0002 | ETA 01:59:53
2020-11-06 14:29:42 [INFO] [TRAIN] epoch=197, iter=73070/80000, loss=0.0781, lr=0.001106, batch_cost=1.0291, reader_cost=0.0002 | ETA 01:58:51
2020-11-06 14:29:53 [INFO] [TRAIN] epoch=197, iter=73080/80000, loss=0.0818, lr=0.001105, batch_cost=1.0800, reader_cost=0.0002 | ETA 02:04:33
2020-11-06 14:30:04 [INFO] [TRAIN] epoch=197, iter=73090/80000, loss=0.0776, lr=0.001104, batch_cost=1.0484, reader_cost=0.0002 | ETA 02:00:44
2020-11-06 14:30:15 [INFO] [TRAIN] epoch=197, iter=73100/80000, loss=0.0931, lr=0.001102, batch_cost=1.1246, reader_cost=0.0002 | ETA 02:09:19
2020-11-06 14:30:26 [INFO] [TRAIN] epoch=197, iter=73110/80000, loss=0.0933, lr=0.001101, batch_cost=1.0575, reader_cost=0.0002 | ETA 02:01:26
2020-11-06 14:30:36 [INFO] [TRAIN] epoch=197, iter=73120/80000, loss=0.0498, lr=0.001099, batch_cost=1.0493, reader_cost=0.0002 | ETA 02:00:19
2020-11-06 14:30:47 [INFO] [TRAIN] epoch=197, iter=73130/80000, loss=0.0834, lr=0.001098, batch_cost=1.0532, reader_cost=0.0002 | ETA 02:00:35
2020-11-06 14:30:57 [INFO] [TRAIN] epoch=197, iter=73140/80000, loss=0.0515, lr=0.001096, batch_cost=1.0309, reader_cost=0.0002 | ETA 01:57:52
2020-11-06 14:31:07 [INFO] [TRAIN] epoch=197, iter=73150/80000, loss=0.0802, lr=0.001095, batch_cost=1.0400, reader_cost=0.0014 | ETA 01:58:44
2020-11-06 14:31:17 [INFO] [TRAIN] epoch=197, iter=73160/80000, loss=0.0542, lr=0.001094, batch_cost=1.0170, reader_cost=0.0002 | ETA 01:55:56
2020-11-06 14:31:28 [INFO] [TRAIN] epoch=197, iter=73170/80000, loss=0.0818, lr=0.001092, batch_cost=1.0168, reader_cost=0.0002 | ETA 01:55:44
2020-11-06 14:31:38 [INFO] [TRAIN] epoch=197, iter=73180/80000, loss=0.0875, lr=0.001091, batch_cost=0.9970, reader_cost=0.0002 | ETA 01:53:19
2020-11-06 14:31:48 [INFO] [TRAIN] epoch=197, iter=73190/80000, loss=0.0869, lr=0.001089, batch_cost=1.0163, reader_cost=0.0002 | ETA 01:55:21
2020-11-06 14:31:58 [INFO] [TRAIN] epoch=197, iter=73200/80000, loss=0.0708, lr=0.001088, batch_cost=1.0096, reader_cost=0.0002 | ETA 01:54:25
2020-11-06 14:32:08 [INFO] [TRAIN] epoch=197, iter=73210/80000, loss=0.0778, lr=0.001086, batch_cost=0.9993, reader_cost=0.0002 | ETA 01:53:05
2020-11-06 14:32:19 [INFO] [TRAIN] epoch=197, iter=73220/80000, loss=0.0824, lr=0.001085, batch_cost=1.0699, reader_cost=0.0002 | ETA 02:00:54
2020-11-06 14:32:29 [INFO] [TRAIN] epoch=197, iter=73230/80000, loss=0.0579, lr=0.001083, batch_cost=1.0341, reader_cost=0.0002 | ETA 01:56:41
2020-11-06 14:32:39 [INFO] [TRAIN] epoch=197, iter=73240/80000, loss=0.0699, lr=0.001082, batch_cost=1.0461, reader_cost=0.0002 | ETA 01:57:51
2020-11-06 14:32:49 [INFO] [TRAIN] epoch=197, iter=73250/80000, loss=0.1001, lr=0.001081, batch_cost=1.0101, reader_cost=0.0002 | ETA 01:53:38
2020-11-06 14:33:00 [INFO] [TRAIN] epoch=197, iter=73260/80000, loss=0.0663, lr=0.001079, batch_cost=1.0497, reader_cost=0.0002 | ETA 01:57:55
2020-11-06 14:33:10 [INFO] [TRAIN] epoch=197, iter=73270/80000, loss=0.0840, lr=0.001078, batch_cost=1.0491, reader_cost=0.0002 | ETA 01:57:40
2020-11-06 14:33:21 [INFO] [TRAIN] epoch=197, iter=73280/80000, loss=0.0804, lr=0.001076, batch_cost=1.0313, reader_cost=0.0001 | ETA 01:55:30
2020-11-06 14:33:33 [INFO] [TRAIN] epoch=198, iter=73290/80000, loss=0.0803, lr=0.001075, batch_cost=1.2033, reader_cost=0.1329 | ETA 02:14:34
2020-11-06 14:33:43 [INFO] [TRAIN] epoch=198, iter=73300/80000, loss=0.0803, lr=0.001073, batch_cost=1.0101, reader_cost=0.0005 | ETA 01:52:47
2020-11-06 14:33:53 [INFO] [TRAIN] epoch=198, iter=73310/80000, loss=0.0907, lr=0.001072, batch_cost=1.0394, reader_cost=0.0001 | ETA 01:55:53
2020-11-06 14:34:04 [INFO] [TRAIN] epoch=198, iter=73320/80000, loss=0.0979, lr=0.001070, batch_cost=1.0746, reader_cost=0.0002 | ETA 01:59:38
2020-11-06 14:34:15 [INFO] [TRAIN] epoch=198, iter=73330/80000, loss=0.0713, lr=0.001069, batch_cost=1.0551, reader_cost=0.0002 | ETA 01:57:17
2020-11-06 14:34:25 [INFO] [TRAIN] epoch=198, iter=73340/80000, loss=0.0718, lr=0.001068, batch_cost=1.0642, reader_cost=0.0002 | ETA 01:58:07
2020-11-06 14:34:36 [INFO] [TRAIN] epoch=198, iter=73350/80000, loss=0.0835, lr=0.001066, batch_cost=1.0316, reader_cost=0.0002 | ETA 01:54:20
2020-11-06 14:34:46 [INFO] [TRAIN] epoch=198, iter=73360/80000, loss=0.1076, lr=0.001065, batch_cost=1.0305, reader_cost=0.0002 | ETA 01:54:02
2020-11-06 14:34:56 [INFO] [TRAIN] epoch=198, iter=73370/80000, loss=0.0575, lr=0.001063, batch_cost=0.9999, reader_cost=0.0002 | ETA 01:50:29
2020-11-06 14:35:06 [INFO] [TRAIN] epoch=198, iter=73380/80000, loss=0.0986, lr=0.001062, batch_cost=1.0263, reader_cost=0.0002 | ETA 01:53:14
2020-11-06 14:35:16 [INFO] [TRAIN] epoch=198, iter=73390/80000, loss=0.0876, lr=0.001060, batch_cost=1.0141, reader_cost=0.0002 | ETA 01:51:43
2020-11-06 14:35:26 [INFO] [TRAIN] epoch=198, iter=73400/80000, loss=0.0843, lr=0.001059, batch_cost=1.0045, reader_cost=0.0002 | ETA 01:50:29
2020-11-06 14:35:36 [INFO] [TRAIN] epoch=198, iter=73410/80000, loss=0.1060, lr=0.001057, batch_cost=1.0215, reader_cost=0.0001 | ETA 01:52:11
2020-11-06 14:35:47 [INFO] [TRAIN] epoch=198, iter=73420/80000, loss=0.0754, lr=0.001056, batch_cost=1.0575, reader_cost=0.0001 | ETA 01:55:58
2020-11-06 14:35:59 [INFO] [TRAIN] epoch=198, iter=73430/80000, loss=0.0767, lr=0.001055, batch_cost=1.1928, reader_cost=0.0001 | ETA 02:10:36
2020-11-06 14:36:10 [INFO] [TRAIN] epoch=198, iter=73440/80000, loss=0.0906, lr=0.001053, batch_cost=1.1283, reader_cost=0.0002 | ETA 02:03:21
2020-11-06 14:36:21 [INFO] [TRAIN] epoch=198, iter=73450/80000, loss=0.0705, lr=0.001052, batch_cost=1.0829, reader_cost=0.0002 | ETA 01:58:12
2020-11-06 14:36:32 [INFO] [TRAIN] epoch=198, iter=73460/80000, loss=0.0600, lr=0.001050, batch_cost=1.0614, reader_cost=0.0002 | ETA 01:55:41
2020-11-06 14:36:42 [INFO] [TRAIN] epoch=198, iter=73470/80000, loss=0.0740, lr=0.001049, batch_cost=1.0465, reader_cost=0.0002 | ETA 01:53:53
2020-11-06 14:36:53 [INFO] [TRAIN] epoch=198, iter=73480/80000, loss=0.0905, lr=0.001047, batch_cost=1.0331, reader_cost=0.0002 | ETA 01:52:15
2020-11-06 14:37:02 [INFO] [TRAIN] epoch=198, iter=73490/80000, loss=0.0600, lr=0.001046, batch_cost=0.9729, reader_cost=0.0001 | ETA 01:45:33
2020-11-06 14:37:12 [INFO] [TRAIN] epoch=198, iter=73500/80000, loss=0.0564, lr=0.001044, batch_cost=0.9810, reader_cost=0.0002 | ETA 01:46:16
2020-11-06 14:37:22 [INFO] [TRAIN] epoch=198, iter=73510/80000, loss=0.0614, lr=0.001043, batch_cost=1.0404, reader_cost=0.0002 | ETA 01:52:31
2020-11-06 14:37:33 [INFO] [TRAIN] epoch=198, iter=73520/80000, loss=0.0670, lr=0.001042, batch_cost=1.0448, reader_cost=0.0002 | ETA 01:52:50
2020-11-06 14:37:43 [INFO] [TRAIN] epoch=198, iter=73530/80000, loss=0.0710, lr=0.001040, batch_cost=1.0298, reader_cost=0.0002 | ETA 01:51:02
2020-11-06 14:37:53 [INFO] [TRAIN] epoch=198, iter=73540/80000, loss=0.0788, lr=0.001039, batch_cost=1.0019, reader_cost=0.0002 | ETA 01:47:52
2020-11-06 14:38:04 [INFO] [TRAIN] epoch=198, iter=73550/80000, loss=0.0972, lr=0.001037, batch_cost=1.0500, reader_cost=0.0002 | ETA 01:52:52
2020-11-06 14:38:14 [INFO] [TRAIN] epoch=198, iter=73560/80000, loss=0.0993, lr=0.001036, batch_cost=1.0614, reader_cost=0.0002 | ETA 01:53:55
2020-11-06 14:38:24 [INFO] [TRAIN] epoch=198, iter=73570/80000, loss=0.0748, lr=0.001034, batch_cost=1.0134, reader_cost=0.0002 | ETA 01:48:36
2020-11-06 14:38:34 [INFO] [TRAIN] epoch=198, iter=73580/80000, loss=0.0798, lr=0.001033, batch_cost=0.9858, reader_cost=0.0002 | ETA 01:45:28
2020-11-06 14:38:44 [INFO] [TRAIN] epoch=198, iter=73590/80000, loss=0.1091, lr=0.001031, batch_cost=0.9774, reader_cost=0.0002 | ETA 01:44:25
2020-11-06 14:38:54 [INFO] [TRAIN] epoch=198, iter=73600/80000, loss=0.0545, lr=0.001030, batch_cost=1.0039, reader_cost=0.0002 | ETA 01:47:05
2020-11-06 14:39:04 [INFO] [TRAIN] epoch=198, iter=73610/80000, loss=0.0764, lr=0.001029, batch_cost=0.9870, reader_cost=0.0002 | ETA 01:45:06
2020-11-06 14:39:14 [INFO] [TRAIN] epoch=198, iter=73620/80000, loss=0.0689, lr=0.001027, batch_cost=1.0385, reader_cost=0.0002 | ETA 01:50:25
2020-11-06 14:39:25 [INFO] [TRAIN] epoch=198, iter=73630/80000, loss=0.0832, lr=0.001026, batch_cost=1.0418, reader_cost=0.0002 | ETA 01:50:36
2020-11-06 14:39:36 [INFO] [TRAIN] epoch=198, iter=73640/80000, loss=0.0749, lr=0.001024, batch_cost=1.1025, reader_cost=0.0002 | ETA 01:56:51
2020-11-06 14:39:46 [INFO] [TRAIN] epoch=198, iter=73650/80000, loss=0.0928, lr=0.001023, batch_cost=0.9976, reader_cost=0.0002 | ETA 01:45:34
2020-11-06 14:39:58 [INFO] [TRAIN] epoch=199, iter=73660/80000, loss=0.0893, lr=0.001021, batch_cost=1.2246, reader_cost=0.1029 | ETA 02:09:24
2020-11-06 14:40:09 [INFO] [TRAIN] epoch=199, iter=73670/80000, loss=0.0827, lr=0.001020, batch_cost=1.0611, reader_cost=0.0005 | ETA 01:51:56
2020-11-06 14:40:19 [INFO] [TRAIN] epoch=199, iter=73680/80000, loss=0.1070, lr=0.001018, batch_cost=1.0140, reader_cost=0.0002 | ETA 01:46:48
2020-11-06 14:40:29 [INFO] [TRAIN] epoch=199, iter=73690/80000, loss=0.0833, lr=0.001017, batch_cost=1.0378, reader_cost=0.0002 | ETA 01:49:08
2020-11-06 14:40:39 [INFO] [TRAIN] epoch=199, iter=73700/80000, loss=0.0843, lr=0.001016, batch_cost=1.0170, reader_cost=0.0002 | ETA 01:46:47
2020-11-06 14:40:50 [INFO] [TRAIN] epoch=199, iter=73710/80000, loss=0.1033, lr=0.001014, batch_cost=1.0282, reader_cost=0.0001 | ETA 01:47:47
2020-11-06 14:41:00 [INFO] [TRAIN] epoch=199, iter=73720/80000, loss=0.0841, lr=0.001013, batch_cost=1.0046, reader_cost=0.0001 | ETA 01:45:08
2020-11-06 14:41:10 [INFO] [TRAIN] epoch=199, iter=73730/80000, loss=0.1077, lr=0.001011, batch_cost=1.0525, reader_cost=0.0002 | ETA 01:49:59
2020-11-06 14:41:20 [INFO] [TRAIN] epoch=199, iter=73740/80000, loss=0.0818, lr=0.001010, batch_cost=1.0134, reader_cost=0.0002 | ETA 01:45:43
2020-11-06 14:41:31 [INFO] [TRAIN] epoch=199, iter=73750/80000, loss=0.0688, lr=0.001008, batch_cost=1.0266, reader_cost=0.0002 | ETA 01:46:55
2020-11-06 14:41:42 [INFO] [TRAIN] epoch=199, iter=73760/80000, loss=0.0742, lr=0.001007, batch_cost=1.1017, reader_cost=0.0002 | ETA 01:54:34
2020-11-06 14:41:52 [INFO] [TRAIN] epoch=199, iter=73770/80000, loss=0.0903, lr=0.001005, batch_cost=1.0778, reader_cost=0.0002 | ETA 01:51:54
2020-11-06 14:42:03 [INFO] [TRAIN] epoch=199, iter=73780/80000, loss=0.0666, lr=0.001004, batch_cost=1.0396, reader_cost=0.0002 | ETA 01:47:46
2020-11-06 14:42:13 [INFO] [TRAIN] epoch=199, iter=73790/80000, loss=0.0859, lr=0.001002, batch_cost=1.0410, reader_cost=0.0002 | ETA 01:47:44
2020-11-06 14:42:24 [INFO] [TRAIN] epoch=199, iter=73800/80000, loss=0.0805, lr=0.001001, batch_cost=1.0420, reader_cost=0.0002 | ETA 01:47:40
2020-11-06 14:42:34 [INFO] [TRAIN] epoch=199, iter=73810/80000, loss=0.0708, lr=0.001000, batch_cost=1.0510, reader_cost=0.0002 | ETA 01:48:25
2020-11-06 14:42:44 [INFO] [TRAIN] epoch=199, iter=73820/80000, loss=0.0709, lr=0.000998, batch_cost=1.0327, reader_cost=0.0002 | ETA 01:46:21
2020-11-06 14:42:55 [INFO] [TRAIN] epoch=199, iter=73830/80000, loss=0.0686, lr=0.000997, batch_cost=1.0096, reader_cost=0.0002 | ETA 01:43:49
2020-11-06 14:43:05 [INFO] [TRAIN] epoch=199, iter=73840/80000, loss=0.0869, lr=0.000995, batch_cost=1.0043, reader_cost=0.0001 | ETA 01:43:06
2020-11-06 14:43:15 [INFO] [TRAIN] epoch=199, iter=73850/80000, loss=0.0660, lr=0.000994, batch_cost=0.9910, reader_cost=0.0001 | ETA 01:41:34
2020-11-06 14:43:25 [INFO] [TRAIN] epoch=199, iter=73860/80000, loss=0.0775, lr=0.000992, batch_cost=0.9993, reader_cost=0.0001 | ETA 01:42:15
2020-11-06 14:43:35 [INFO] [TRAIN] epoch=199, iter=73870/80000, loss=0.0517, lr=0.000991, batch_cost=1.0164, reader_cost=0.0002 | ETA 01:43:50
2020-11-06 14:43:45 [INFO] [TRAIN] epoch=199, iter=73880/80000, loss=0.1000, lr=0.000989, batch_cost=1.0440, reader_cost=0.0002 | ETA 01:46:29
2020-11-06 14:43:57 [INFO] [TRAIN] epoch=199, iter=73890/80000, loss=0.0559, lr=0.000988, batch_cost=1.1666, reader_cost=0.0018 | ETA 01:58:48
2020-11-06 14:44:09 [INFO] [TRAIN] epoch=199, iter=73900/80000, loss=0.0694, lr=0.000986, batch_cost=1.2055, reader_cost=0.0002 | ETA 02:02:33
2020-11-06 14:44:19 [INFO] [TRAIN] epoch=199, iter=73910/80000, loss=0.0617, lr=0.000985, batch_cost=1.0527, reader_cost=0.0002 | ETA 01:46:51
2020-11-06 14:44:30 [INFO] [TRAIN] epoch=199, iter=73920/80000, loss=0.0835, lr=0.000984, batch_cost=1.0168, reader_cost=0.0001 | ETA 01:43:02
2020-11-06 14:44:40 [INFO] [TRAIN] epoch=199, iter=73930/80000, loss=0.0731, lr=0.000982, batch_cost=1.0262, reader_cost=0.0002 | ETA 01:43:49
2020-11-06 14:44:50 [INFO] [TRAIN] epoch=199, iter=73940/80000, loss=0.1106, lr=0.000981, batch_cost=1.0551, reader_cost=0.0002 | ETA 01:46:33
2020-11-06 14:45:01 [INFO] [TRAIN] epoch=199, iter=73950/80000, loss=0.0840, lr=0.000979, batch_cost=1.0393, reader_cost=0.0002 | ETA 01:44:47
2020-11-06 14:45:11 [INFO] [TRAIN] epoch=199, iter=73960/80000, loss=0.0860, lr=0.000978, batch_cost=1.0321, reader_cost=0.0001 | ETA 01:43:53
2020-11-06 14:45:21 [INFO] [TRAIN] epoch=199, iter=73970/80000, loss=0.0722, lr=0.000976, batch_cost=1.0330, reader_cost=0.0001 | ETA 01:43:48
2020-11-06 14:45:32 [INFO] [TRAIN] epoch=199, iter=73980/80000, loss=0.0796, lr=0.000975, batch_cost=1.0142, reader_cost=0.0001 | ETA 01:41:45
2020-11-06 14:45:42 [INFO] [TRAIN] epoch=199, iter=73990/80000, loss=0.0846, lr=0.000973, batch_cost=1.0213, reader_cost=0.0002 | ETA 01:42:17
2020-11-06 14:45:53 [INFO] [TRAIN] epoch=199, iter=74000/80000, loss=0.0617, lr=0.000972, batch_cost=1.1057, reader_cost=0.0002 | ETA 01:50:34
2020-11-06 14:45:58 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 14:51:25 [INFO] [EVAL] #Images=500 mIoU=0.8123 Acc=0.9655 Kappa=0.9553
2020-11-06 14:51:25 [INFO] [EVAL] Category IoU:
[0.9834 0.8629 0.935 0.5807 0.6434 0.6912 0.7425 0.8221 0.9307 0.6583
0.9524 0.8478 0.6812 0.9595 0.8608 0.9205 0.8505 0.7138 0.7973]
2020-11-06 14:51:25 [INFO] [EVAL] Category Acc:
[0.993 0.9178 0.9626 0.8556 0.8247 0.844 0.8467 0.9083 0.9592 0.8398
0.9693 0.9064 0.8119 0.9783 0.924 0.9632 0.9676 0.8638 0.8754]
2020-11-06 14:51:28 [INFO] [EVAL] The model with the best validation mIoU (0.8123) was saved at iter 74000.
2020-11-06 14:51:39 [INFO] [TRAIN] epoch=199, iter=74010/80000, loss=0.0790, lr=0.000970, batch_cost=1.0987, reader_cost=0.0002 | ETA 01:49:41
2020-11-06 14:51:49 [INFO] [TRAIN] epoch=199, iter=74020/80000, loss=0.0975, lr=0.000969, batch_cost=1.0030, reader_cost=0.0002 | ETA 01:39:57
2020-11-06 14:52:01 [INFO] [TRAIN] epoch=200, iter=74030/80000, loss=0.1110, lr=0.000968, batch_cost=1.2337, reader_cost=0.1351 | ETA 02:02:45
2020-11-06 14:52:12 [INFO] [TRAIN] epoch=200, iter=74040/80000, loss=0.0815, lr=0.000966, batch_cost=1.0879, reader_cost=0.0004 | ETA 01:48:03
2020-11-06 14:52:22 [INFO] [TRAIN] epoch=200, iter=74050/80000, loss=0.0814, lr=0.000965, batch_cost=0.9920, reader_cost=0.0002 | ETA 01:38:22
2020-11-06 14:52:32 [INFO] [TRAIN] epoch=200, iter=74060/80000, loss=0.1010, lr=0.000963, batch_cost=0.9889, reader_cost=0.0002 | ETA 01:37:53
2020-11-06 14:52:42 [INFO] [TRAIN] epoch=200, iter=74070/80000, loss=0.0796, lr=0.000962, batch_cost=1.0050, reader_cost=0.0002 | ETA 01:39:19
2020-11-06 14:52:52 [INFO] [TRAIN] epoch=200, iter=74080/80000, loss=0.0811, lr=0.000960, batch_cost=1.0245, reader_cost=0.0002 | ETA 01:41:04
2020-11-06 14:53:03 [INFO] [TRAIN] epoch=200, iter=74090/80000, loss=0.1097, lr=0.000959, batch_cost=1.0510, reader_cost=0.0002 | ETA 01:43:31
2020-11-06 14:53:14 [INFO] [TRAIN] epoch=200, iter=74100/80000, loss=0.0962, lr=0.000957, batch_cost=1.0817, reader_cost=0.0002 | ETA 01:46:22
2020-11-06 14:53:24 [INFO] [TRAIN] epoch=200, iter=74110/80000, loss=0.0688, lr=0.000956, batch_cost=1.0105, reader_cost=0.0002 | ETA 01:39:11
2020-11-06 14:53:34 [INFO] [TRAIN] epoch=200, iter=74120/80000, loss=0.0810, lr=0.000954, batch_cost=1.0014, reader_cost=0.0002 | ETA 01:38:08
2020-11-06 14:53:44 [INFO] [TRAIN] epoch=200, iter=74130/80000, loss=0.0669, lr=0.000953, batch_cost=0.9891, reader_cost=0.0002 | ETA 01:36:46
2020-11-06 14:53:54 [INFO] [TRAIN] epoch=200, iter=74140/80000, loss=0.0738, lr=0.000951, batch_cost=1.0294, reader_cost=0.0002 | ETA 01:40:32
2020-11-06 14:54:04 [INFO] [TRAIN] epoch=200, iter=74150/80000, loss=0.0801, lr=0.000950, batch_cost=1.0161, reader_cost=0.0002 | ETA 01:39:04
2020-11-06 14:54:15 [INFO] [TRAIN] epoch=200, iter=74160/80000, loss=0.0707, lr=0.000949, batch_cost=1.0517, reader_cost=0.0017 | ETA 01:42:22
2020-11-06 14:54:25 [INFO] [TRAIN] epoch=200, iter=74170/80000, loss=0.0917, lr=0.000947, batch_cost=1.0310, reader_cost=0.0002 | ETA 01:40:10
2020-11-06 14:54:35 [INFO] [TRAIN] epoch=200, iter=74180/80000, loss=0.0826, lr=0.000946, batch_cost=0.9824, reader_cost=0.0001 | ETA 01:35:17
2020-11-06 14:54:45 [INFO] [TRAIN] epoch=200, iter=74190/80000, loss=0.0741, lr=0.000944, batch_cost=1.0103, reader_cost=0.0002 | ETA 01:37:49
2020-11-06 14:54:55 [INFO] [TRAIN] epoch=200, iter=74200/80000, loss=0.0772, lr=0.000943, batch_cost=1.0394, reader_cost=0.0002 | ETA 01:40:28
2020-11-06 14:55:06 [INFO] [TRAIN] epoch=200, iter=74210/80000, loss=0.0736, lr=0.000941, batch_cost=1.0330, reader_cost=0.0002 | ETA 01:39:41
2020-11-06 14:55:16 [INFO] [TRAIN] epoch=200, iter=74220/80000, loss=0.0944, lr=0.000940, batch_cost=1.0142, reader_cost=0.0002 | ETA 01:37:42
2020-11-06 14:55:26 [INFO] [TRAIN] epoch=200, iter=74230/80000, loss=0.1082, lr=0.000938, batch_cost=1.0622, reader_cost=0.0002 | ETA 01:42:08
2020-11-06 14:55:36 [INFO] [TRAIN] epoch=200, iter=74240/80000, loss=0.0715, lr=0.000937, batch_cost=1.0070, reader_cost=0.0002 | ETA 01:36:40
2020-11-06 14:55:46 [INFO] [TRAIN] epoch=200, iter=74250/80000, loss=0.0768, lr=0.000935, batch_cost=0.9836, reader_cost=0.0002 | ETA 01:34:15
2020-11-06 14:55:56 [INFO] [TRAIN] epoch=200, iter=74260/80000, loss=0.0573, lr=0.000934, batch_cost=1.0057, reader_cost=0.0002 | ETA 01:36:12
2020-11-06 14:56:07 [INFO] [TRAIN] epoch=200, iter=74270/80000, loss=0.0725, lr=0.000932, batch_cost=1.1109, reader_cost=0.0002 | ETA 01:46:05
2020-11-06 14:56:18 [INFO] [TRAIN] epoch=200, iter=74280/80000, loss=0.0713, lr=0.000931, batch_cost=1.0451, reader_cost=0.0002 | ETA 01:39:38
2020-11-06 14:56:28 [INFO] [TRAIN] epoch=200, iter=74290/80000, loss=0.0813, lr=0.000930, batch_cost=1.0135, reader_cost=0.0002 | ETA 01:36:27
2020-11-06 14:56:38 [INFO] [TRAIN] epoch=200, iter=74300/80000, loss=0.0836, lr=0.000928, batch_cost=1.0341, reader_cost=0.0014 | ETA 01:38:14
2020-11-06 14:56:48 [INFO] [TRAIN] epoch=200, iter=74310/80000, loss=0.0881, lr=0.000927, batch_cost=1.0145, reader_cost=0.0002 | ETA 01:36:12
2020-11-06 14:56:59 [INFO] [TRAIN] epoch=200, iter=74320/80000, loss=0.0534, lr=0.000925, batch_cost=1.0322, reader_cost=0.0002 | ETA 01:37:42
2020-11-06 14:57:09 [INFO] [TRAIN] epoch=200, iter=74330/80000, loss=0.1100, lr=0.000924, batch_cost=1.0562, reader_cost=0.0002 | ETA 01:39:48
2020-11-06 14:57:20 [INFO] [TRAIN] epoch=200, iter=74340/80000, loss=0.0588, lr=0.000922, batch_cost=1.0531, reader_cost=0.0002 | ETA 01:39:20
2020-11-06 14:57:31 [INFO] [TRAIN] epoch=200, iter=74350/80000, loss=0.0617, lr=0.000921, batch_cost=1.0788, reader_cost=0.0002 | ETA 01:41:35
2020-11-06 14:57:41 [INFO] [TRAIN] epoch=200, iter=74360/80000, loss=0.0810, lr=0.000919, batch_cost=1.0318, reader_cost=0.0002 | ETA 01:36:59
2020-11-06 14:57:52 [INFO] [TRAIN] epoch=200, iter=74370/80000, loss=0.0655, lr=0.000918, batch_cost=1.0539, reader_cost=0.0002 | ETA 01:38:53
2020-11-06 14:58:02 [INFO] [TRAIN] epoch=200, iter=74380/80000, loss=0.0802, lr=0.000916, batch_cost=1.0435, reader_cost=0.0002 | ETA 01:37:44
2020-11-06 14:58:12 [INFO] [TRAIN] epoch=200, iter=74390/80000, loss=0.1123, lr=0.000915, batch_cost=1.0506, reader_cost=0.0001 | ETA 01:38:14
2020-11-06 14:58:23 [INFO] [TRAIN] epoch=200, iter=74400/80000, loss=0.1053, lr=0.000913, batch_cost=1.0224, reader_cost=0.0001 | ETA 01:35:25
2020-11-06 14:58:35 [INFO] [TRAIN] epoch=201, iter=74410/80000, loss=0.0676, lr=0.000912, batch_cost=1.2233, reader_cost=0.1485 | ETA 01:53:58
2020-11-06 14:58:45 [INFO] [TRAIN] epoch=201, iter=74420/80000, loss=0.0825, lr=0.000910, batch_cost=1.0233, reader_cost=0.0002 | ETA 01:35:10
2020-11-06 14:58:55 [INFO] [TRAIN] epoch=201, iter=74430/80000, loss=0.0809, lr=0.000909, batch_cost=0.9928, reader_cost=0.0002 | ETA 01:32:09
2020-11-06 14:59:06 [INFO] [TRAIN] epoch=201, iter=74440/80000, loss=0.0836, lr=0.000908, batch_cost=1.0874, reader_cost=0.0002 | ETA 01:40:45
2020-11-06 14:59:16 [INFO] [TRAIN] epoch=201, iter=74450/80000, loss=0.0741, lr=0.000906, batch_cost=1.0228, reader_cost=0.0002 | ETA 01:34:36
2020-11-06 14:59:26 [INFO] [TRAIN] epoch=201, iter=74460/80000, loss=0.1146, lr=0.000905, batch_cost=1.0287, reader_cost=0.0002 | ETA 01:34:58
2020-11-06 14:59:37 [INFO] [TRAIN] epoch=201, iter=74470/80000, loss=0.1217, lr=0.000903, batch_cost=1.0461, reader_cost=0.0002 | ETA 01:36:25
2020-11-06 14:59:47 [INFO] [TRAIN] epoch=201, iter=74480/80000, loss=0.1027, lr=0.000902, batch_cost=1.0472, reader_cost=0.0002 | ETA 01:36:20
2020-11-06 14:59:58 [INFO] [TRAIN] epoch=201, iter=74490/80000, loss=0.0972, lr=0.000900, batch_cost=1.0273, reader_cost=0.0002 | ETA 01:34:20
2020-11-06 15:00:08 [INFO] [TRAIN] epoch=201, iter=74500/80000, loss=0.0646, lr=0.000899, batch_cost=1.0562, reader_cost=0.0002 | ETA 01:36:49
2020-11-06 15:00:19 [INFO] [TRAIN] epoch=201, iter=74510/80000, loss=0.0607, lr=0.000897, batch_cost=1.0384, reader_cost=0.0002 | ETA 01:35:00
2020-11-06 15:00:29 [INFO] [TRAIN] epoch=201, iter=74520/80000, loss=0.0940, lr=0.000896, batch_cost=1.0582, reader_cost=0.0002 | ETA 01:36:39
2020-11-06 15:00:40 [INFO] [TRAIN] epoch=201, iter=74530/80000, loss=0.0949, lr=0.000894, batch_cost=1.1189, reader_cost=0.0002 | ETA 01:42:00
2020-11-06 15:00:51 [INFO] [TRAIN] epoch=201, iter=74540/80000, loss=0.0849, lr=0.000893, batch_cost=1.0298, reader_cost=0.0002 | ETA 01:33:42
2020-11-06 15:01:01 [INFO] [TRAIN] epoch=201, iter=74550/80000, loss=0.0713, lr=0.000891, batch_cost=1.0490, reader_cost=0.0002 | ETA 01:35:17
2020-11-06 15:01:11 [INFO] [TRAIN] epoch=201, iter=74560/80000, loss=0.0777, lr=0.000890, batch_cost=1.0227, reader_cost=0.0002 | ETA 01:32:43
2020-11-06 15:01:22 [INFO] [TRAIN] epoch=201, iter=74570/80000, loss=0.0805, lr=0.000888, batch_cost=1.0686, reader_cost=0.0002 | ETA 01:36:42
2020-11-06 15:01:33 [INFO] [TRAIN] epoch=201, iter=74580/80000, loss=0.0826, lr=0.000887, batch_cost=1.0649, reader_cost=0.0002 | ETA 01:36:11
2020-11-06 15:01:44 [INFO] [TRAIN] epoch=201, iter=74590/80000, loss=0.0830, lr=0.000885, batch_cost=1.0800, reader_cost=0.0002 | ETA 01:37:22
2020-11-06 15:01:54 [INFO] [TRAIN] epoch=201, iter=74600/80000, loss=0.0780, lr=0.000884, batch_cost=1.0663, reader_cost=0.0016 | ETA 01:35:58
2020-11-06 15:02:05 [INFO] [TRAIN] epoch=201, iter=74610/80000, loss=0.0755, lr=0.000883, batch_cost=1.0965, reader_cost=0.0002 | ETA 01:38:30
2020-11-06 15:02:16 [INFO] [TRAIN] epoch=201, iter=74620/80000, loss=0.1004, lr=0.000881, batch_cost=1.0727, reader_cost=0.0002 | ETA 01:36:10
2020-11-06 15:02:26 [INFO] [TRAIN] epoch=201, iter=74630/80000, loss=0.0615, lr=0.000880, batch_cost=1.0381, reader_cost=0.0002 | ETA 01:32:54
2020-11-06 15:02:36 [INFO] [TRAIN] epoch=201, iter=74640/80000, loss=0.0958, lr=0.000878, batch_cost=0.9914, reader_cost=0.0002 | ETA 01:28:34
2020-11-06 15:02:47 [INFO] [TRAIN] epoch=201, iter=74650/80000, loss=0.0729, lr=0.000877, batch_cost=1.0986, reader_cost=0.0002 | ETA 01:37:57
2020-11-06 15:02:58 [INFO] [TRAIN] epoch=201, iter=74660/80000, loss=0.0887, lr=0.000875, batch_cost=1.0414, reader_cost=0.0002 | ETA 01:32:41
2020-11-06 15:03:08 [INFO] [TRAIN] epoch=201, iter=74670/80000, loss=0.0714, lr=0.000874, batch_cost=1.0432, reader_cost=0.0002 | ETA 01:32:40
2020-11-06 15:03:18 [INFO] [TRAIN] epoch=201, iter=74680/80000, loss=0.0941, lr=0.000872, batch_cost=1.0373, reader_cost=0.0002 | ETA 01:31:58
2020-11-06 15:03:29 [INFO] [TRAIN] epoch=201, iter=74690/80000, loss=0.0726, lr=0.000871, batch_cost=1.0384, reader_cost=0.0002 | ETA 01:31:54
2020-11-06 15:03:39 [INFO] [TRAIN] epoch=201, iter=74700/80000, loss=0.0830, lr=0.000869, batch_cost=1.0650, reader_cost=0.0002 | ETA 01:34:04
2020-11-06 15:03:49 [INFO] [TRAIN] epoch=201, iter=74710/80000, loss=0.0772, lr=0.000868, batch_cost=0.9927, reader_cost=0.0017 | ETA 01:27:31
2020-11-06 15:04:01 [INFO] [TRAIN] epoch=201, iter=74720/80000, loss=0.0614, lr=0.000866, batch_cost=1.1722, reader_cost=0.0001 | ETA 01:43:09
2020-11-06 15:04:11 [INFO] [TRAIN] epoch=201, iter=74730/80000, loss=0.0851, lr=0.000865, batch_cost=1.0177, reader_cost=0.0002 | ETA 01:29:23
2020-11-06 15:04:21 [INFO] [TRAIN] epoch=201, iter=74740/80000, loss=0.0688, lr=0.000863, batch_cost=1.0124, reader_cost=0.0002 | ETA 01:28:45
2020-11-06 15:04:31 [INFO] [TRAIN] epoch=201, iter=74750/80000, loss=0.0667, lr=0.000862, batch_cost=0.9904, reader_cost=0.0002 | ETA 01:26:39
2020-11-06 15:04:41 [INFO] [TRAIN] epoch=201, iter=74760/80000, loss=0.0933, lr=0.000860, batch_cost=1.0177, reader_cost=0.0002 | ETA 01:28:52
2020-11-06 15:04:52 [INFO] [TRAIN] epoch=201, iter=74770/80000, loss=0.0814, lr=0.000859, batch_cost=1.0024, reader_cost=0.0001 | ETA 01:27:22
2020-11-06 15:05:04 [INFO] [TRAIN] epoch=202, iter=74780/80000, loss=0.1024, lr=0.000857, batch_cost=1.2341, reader_cost=0.0959 | ETA 01:47:21
2020-11-06 15:05:14 [INFO] [TRAIN] epoch=202, iter=74790/80000, loss=0.0769, lr=0.000856, batch_cost=1.0563, reader_cost=0.0005 | ETA 01:31:43
2020-11-06 15:05:25 [INFO] [TRAIN] epoch=202, iter=74800/80000, loss=0.0898, lr=0.000854, batch_cost=1.0611, reader_cost=0.0002 | ETA 01:31:57
2020-11-06 15:05:35 [INFO] [TRAIN] epoch=202, iter=74810/80000, loss=0.0692, lr=0.000853, batch_cost=1.0101, reader_cost=0.0002 | ETA 01:27:22
2020-11-06 15:05:46 [INFO] [TRAIN] epoch=202, iter=74820/80000, loss=0.0692, lr=0.000852, batch_cost=1.0433, reader_cost=0.0002 | ETA 01:30:04
2020-11-06 15:05:56 [INFO] [TRAIN] epoch=202, iter=74830/80000, loss=0.1010, lr=0.000850, batch_cost=1.0780, reader_cost=0.0002 | ETA 01:32:53
2020-11-06 15:06:07 [INFO] [TRAIN] epoch=202, iter=74840/80000, loss=0.0842, lr=0.000849, batch_cost=1.0237, reader_cost=0.0002 | ETA 01:28:02
2020-11-06 15:06:17 [INFO] [TRAIN] epoch=202, iter=74850/80000, loss=0.0788, lr=0.000847, batch_cost=1.0631, reader_cost=0.0002 | ETA 01:31:15
2020-11-06 15:06:28 [INFO] [TRAIN] epoch=202, iter=74860/80000, loss=0.0640, lr=0.000846, batch_cost=1.0424, reader_cost=0.0002 | ETA 01:29:17
2020-11-06 15:06:38 [INFO] [TRAIN] epoch=202, iter=74870/80000, loss=0.0760, lr=0.000844, batch_cost=1.0491, reader_cost=0.0002 | ETA 01:29:41
2020-11-06 15:06:48 [INFO] [TRAIN] epoch=202, iter=74880/80000, loss=0.0749, lr=0.000843, batch_cost=1.0299, reader_cost=0.0002 | ETA 01:27:52
2020-11-06 15:06:59 [INFO] [TRAIN] epoch=202, iter=74890/80000, loss=0.0677, lr=0.000841, batch_cost=1.0773, reader_cost=0.0019 | ETA 01:31:44
2020-11-06 15:07:10 [INFO] [TRAIN] epoch=202, iter=74900/80000, loss=0.1035, lr=0.000840, batch_cost=1.0756, reader_cost=0.0002 | ETA 01:31:25
2020-11-06 15:07:21 [INFO] [TRAIN] epoch=202, iter=74910/80000, loss=0.0753, lr=0.000838, batch_cost=1.0649, reader_cost=0.0002 | ETA 01:30:20
2020-11-06 15:07:31 [INFO] [TRAIN] epoch=202, iter=74920/80000, loss=0.0980, lr=0.000837, batch_cost=1.0703, reader_cost=0.0003 | ETA 01:30:37
2020-11-06 15:07:42 [INFO] [TRAIN] epoch=202, iter=74930/80000, loss=0.0766, lr=0.000835, batch_cost=1.0829, reader_cost=0.0002 | ETA 01:31:30
2020-11-06 15:07:53 [INFO] [TRAIN] epoch=202, iter=74940/80000, loss=0.0741, lr=0.000834, batch_cost=1.0774, reader_cost=0.0002 | ETA 01:30:51
2020-11-06 15:08:03 [INFO] [TRAIN] epoch=202, iter=74950/80000, loss=0.0703, lr=0.000832, batch_cost=1.0067, reader_cost=0.0002 | ETA 01:24:43
2020-11-06 15:08:14 [INFO] [TRAIN] epoch=202, iter=74960/80000, loss=0.0776, lr=0.000831, batch_cost=1.0531, reader_cost=0.0002 | ETA 01:28:27
2020-11-06 15:08:24 [INFO] [TRAIN] epoch=202, iter=74970/80000, loss=0.0608, lr=0.000829, batch_cost=1.0769, reader_cost=0.0002 | ETA 01:30:16
2020-11-06 15:08:36 [INFO] [TRAIN] epoch=202, iter=74980/80000, loss=0.0560, lr=0.000828, batch_cost=1.2153, reader_cost=0.0002 | ETA 01:41:40
2020-11-06 15:08:47 [INFO] [TRAIN] epoch=202, iter=74990/80000, loss=0.0786, lr=0.000826, batch_cost=1.0152, reader_cost=0.0019 | ETA 01:24:45
2020-11-06 15:08:57 [INFO] [TRAIN] epoch=202, iter=75000/80000, loss=0.0841, lr=0.000825, batch_cost=1.0087, reader_cost=0.0002 | ETA 01:24:03
2020-11-06 15:09:07 [INFO] [TRAIN] epoch=202, iter=75010/80000, loss=0.0701, lr=0.000823, batch_cost=0.9863, reader_cost=0.0002 | ETA 01:22:01
2020-11-06 15:09:17 [INFO] [TRAIN] epoch=202, iter=75020/80000, loss=0.0618, lr=0.000822, batch_cost=1.0243, reader_cost=0.0002 | ETA 01:25:01
2020-11-06 15:09:27 [INFO] [TRAIN] epoch=202, iter=75030/80000, loss=0.0787, lr=0.000820, batch_cost=1.0354, reader_cost=0.0002 | ETA 01:25:45
2020-11-06 15:09:37 [INFO] [TRAIN] epoch=202, iter=75040/80000, loss=0.0953, lr=0.000819, batch_cost=1.0330, reader_cost=0.0002 | ETA 01:25:23
2020-11-06 15:09:48 [INFO] [TRAIN] epoch=202, iter=75050/80000, loss=0.1126, lr=0.000817, batch_cost=1.0389, reader_cost=0.0002 | ETA 01:25:42
2020-11-06 15:09:58 [INFO] [TRAIN] epoch=202, iter=75060/80000, loss=0.0863, lr=0.000816, batch_cost=1.0370, reader_cost=0.0002 | ETA 01:25:22
2020-11-06 15:10:09 [INFO] [TRAIN] epoch=202, iter=75070/80000, loss=0.0959, lr=0.000814, batch_cost=1.0493, reader_cost=0.0002 | ETA 01:26:12
2020-11-06 15:10:19 [INFO] [TRAIN] epoch=202, iter=75080/80000, loss=0.0769, lr=0.000813, batch_cost=1.0140, reader_cost=0.0001 | ETA 01:23:08
2020-11-06 15:10:29 [INFO] [TRAIN] epoch=202, iter=75090/80000, loss=0.0635, lr=0.000811, batch_cost=1.0061, reader_cost=0.0002 | ETA 01:22:20
2020-11-06 15:10:39 [INFO] [TRAIN] epoch=202, iter=75100/80000, loss=0.0782, lr=0.000810, batch_cost=1.0064, reader_cost=0.0002 | ETA 01:22:11
2020-11-06 15:10:49 [INFO] [TRAIN] epoch=202, iter=75110/80000, loss=0.0851, lr=0.000808, batch_cost=1.0489, reader_cost=0.0002 | ETA 01:25:29
2020-11-06 15:11:00 [INFO] [TRAIN] epoch=202, iter=75120/80000, loss=0.0600, lr=0.000807, batch_cost=1.0347, reader_cost=0.0002 | ETA 01:24:09
2020-11-06 15:11:11 [INFO] [TRAIN] epoch=202, iter=75130/80000, loss=0.0734, lr=0.000806, batch_cost=1.0755, reader_cost=0.0002 | ETA 01:27:17
2020-11-06 15:11:20 [INFO] [TRAIN] epoch=202, iter=75140/80000, loss=0.0940, lr=0.000804, batch_cost=0.9749, reader_cost=0.0001 | ETA 01:18:57
2020-11-06 15:11:32 [INFO] [TRAIN] epoch=203, iter=75150/80000, loss=0.1042, lr=0.000803, batch_cost=1.1438, reader_cost=0.0968 | ETA 01:32:27
2020-11-06 15:11:42 [INFO] [TRAIN] epoch=203, iter=75160/80000, loss=0.0836, lr=0.000801, batch_cost=0.9723, reader_cost=0.0005 | ETA 01:18:26
2020-11-06 15:11:51 [INFO] [TRAIN] epoch=203, iter=75170/80000, loss=0.1047, lr=0.000800, batch_cost=0.9711, reader_cost=0.0002 | ETA 01:18:10
2020-11-06 15:12:01 [INFO] [TRAIN] epoch=203, iter=75180/80000, loss=0.0858, lr=0.000798, batch_cost=0.9735, reader_cost=0.0001 | ETA 01:18:12
2020-11-06 15:12:11 [INFO] [TRAIN] epoch=203, iter=75190/80000, loss=0.0707, lr=0.000797, batch_cost=0.9756, reader_cost=0.0002 | ETA 01:18:12
2020-11-06 15:12:20 [INFO] [TRAIN] epoch=203, iter=75200/80000, loss=0.1213, lr=0.000795, batch_cost=0.9725, reader_cost=0.0002 | ETA 01:17:48
2020-11-06 15:12:30 [INFO] [TRAIN] epoch=203, iter=75210/80000, loss=0.0696, lr=0.000794, batch_cost=0.9743, reader_cost=0.0001 | ETA 01:17:46
2020-11-06 15:12:40 [INFO] [TRAIN] epoch=203, iter=75220/80000, loss=0.0966, lr=0.000792, batch_cost=0.9897, reader_cost=0.0002 | ETA 01:18:50
2020-11-06 15:12:50 [INFO] [TRAIN] epoch=203, iter=75230/80000, loss=0.2082, lr=0.000791, batch_cost=0.9931, reader_cost=0.0002 | ETA 01:18:57
2020-11-06 15:13:00 [INFO] [TRAIN] epoch=203, iter=75240/80000, loss=0.1211, lr=0.000789, batch_cost=1.0001, reader_cost=0.0002 | ETA 01:19:20
2020-11-06 15:13:10 [INFO] [TRAIN] epoch=203, iter=75250/80000, loss=0.0648, lr=0.000788, batch_cost=0.9980, reader_cost=0.0002 | ETA 01:19:00
2020-11-06 15:13:20 [INFO] [TRAIN] epoch=203, iter=75260/80000, loss=0.0684, lr=0.000786, batch_cost=1.0137, reader_cost=0.0002 | ETA 01:20:04
2020-11-06 15:13:31 [INFO] [TRAIN] epoch=203, iter=75270/80000, loss=0.0814, lr=0.000785, batch_cost=1.0388, reader_cost=0.0002 | ETA 01:21:53
2020-11-06 15:13:41 [INFO] [TRAIN] epoch=203, iter=75280/80000, loss=0.0855, lr=0.000783, batch_cost=1.0289, reader_cost=0.0002 | ETA 01:20:56
2020-11-06 15:13:51 [INFO] [TRAIN] epoch=203, iter=75290/80000, loss=0.0687, lr=0.000782, batch_cost=1.0149, reader_cost=0.0002 | ETA 01:19:40
2020-11-06 15:14:02 [INFO] [TRAIN] epoch=203, iter=75300/80000, loss=0.0762, lr=0.000780, batch_cost=1.0668, reader_cost=0.0001 | ETA 01:23:34
2020-11-06 15:14:12 [INFO] [TRAIN] epoch=203, iter=75310/80000, loss=0.0886, lr=0.000779, batch_cost=1.0049, reader_cost=0.0002 | ETA 01:18:32
2020-11-06 15:14:22 [INFO] [TRAIN] epoch=203, iter=75320/80000, loss=0.0751, lr=0.000777, batch_cost=1.0281, reader_cost=0.0002 | ETA 01:20:11
2020-11-06 15:14:32 [INFO] [TRAIN] epoch=203, iter=75330/80000, loss=0.1029, lr=0.000776, batch_cost=1.0392, reader_cost=0.0002 | ETA 01:20:53
2020-11-06 15:14:43 [INFO] [TRAIN] epoch=203, iter=75340/80000, loss=0.0717, lr=0.000774, batch_cost=1.0235, reader_cost=0.0002 | ETA 01:19:29
2020-11-06 15:14:53 [INFO] [TRAIN] epoch=203, iter=75350/80000, loss=0.0723, lr=0.000773, batch_cost=1.0579, reader_cost=0.0002 | ETA 01:21:59
2020-11-06 15:15:04 [INFO] [TRAIN] epoch=203, iter=75360/80000, loss=0.0696, lr=0.000771, batch_cost=1.0663, reader_cost=0.0002 | ETA 01:22:27
2020-11-06 15:15:15 [INFO] [TRAIN] epoch=203, iter=75370/80000, loss=0.0682, lr=0.000770, batch_cost=1.0705, reader_cost=0.0002 | ETA 01:22:36
2020-11-06 15:15:25 [INFO] [TRAIN] epoch=203, iter=75380/80000, loss=0.0742, lr=0.000768, batch_cost=1.0216, reader_cost=0.0002 | ETA 01:18:39
2020-11-06 15:15:35 [INFO] [TRAIN] epoch=203, iter=75390/80000, loss=0.0815, lr=0.000767, batch_cost=0.9990, reader_cost=0.0002 | ETA 01:16:45
2020-11-06 15:15:45 [INFO] [TRAIN] epoch=203, iter=75400/80000, loss=0.0889, lr=0.000765, batch_cost=1.0203, reader_cost=0.0002 | ETA 01:18:13
2020-11-06 15:15:56 [INFO] [TRAIN] epoch=203, iter=75410/80000, loss=0.1040, lr=0.000764, batch_cost=1.1407, reader_cost=0.0002 | ETA 01:27:15
2020-11-06 15:16:07 [INFO] [TRAIN] epoch=203, iter=75420/80000, loss=0.0851, lr=0.000762, batch_cost=1.0861, reader_cost=0.0003 | ETA 01:22:54
2020-11-06 15:16:18 [INFO] [TRAIN] epoch=203, iter=75430/80000, loss=0.0654, lr=0.000761, batch_cost=1.0742, reader_cost=0.0002 | ETA 01:21:49
2020-11-06 15:16:28 [INFO] [TRAIN] epoch=203, iter=75440/80000, loss=0.0786, lr=0.000759, batch_cost=1.0064, reader_cost=0.0001 | ETA 01:16:28
2020-11-06 15:16:44 [INFO] [TRAIN] epoch=203, iter=75450/80000, loss=0.0820, lr=0.000758, batch_cost=1.6050, reader_cost=0.0019 | ETA 02:01:42
2020-11-06 15:16:56 [INFO] [TRAIN] epoch=203, iter=75460/80000, loss=0.0605, lr=0.000756, batch_cost=1.2297, reader_cost=0.0015 | ETA 01:33:02
2020-11-06 15:17:07 [INFO] [TRAIN] epoch=203, iter=75470/80000, loss=0.0593, lr=0.000755, batch_cost=1.0928, reader_cost=0.0010 | ETA 01:22:30
2020-11-06 15:17:18 [INFO] [TRAIN] epoch=203, iter=75480/80000, loss=0.0752, lr=0.000753, batch_cost=1.0989, reader_cost=0.0060 | ETA 01:22:47
2020-11-06 15:17:30 [INFO] [TRAIN] epoch=203, iter=75490/80000, loss=0.0745, lr=0.000752, batch_cost=1.1412, reader_cost=0.0032 | ETA 01:25:46
2020-11-06 15:17:42 [INFO] [TRAIN] epoch=203, iter=75500/80000, loss=0.0852, lr=0.000750, batch_cost=1.2097, reader_cost=0.0002 | ETA 01:30:43
2020-11-06 15:17:55 [INFO] [TRAIN] epoch=203, iter=75510/80000, loss=0.0903, lr=0.000749, batch_cost=1.3130, reader_cost=0.0002 | ETA 01:38:15
2020-11-06 15:18:09 [INFO] [TRAIN] epoch=204, iter=75520/80000, loss=0.1023, lr=0.000747, batch_cost=1.3955, reader_cost=0.2131 | ETA 01:44:11
2020-11-06 15:18:20 [INFO] [TRAIN] epoch=204, iter=75530/80000, loss=0.0777, lr=0.000746, batch_cost=1.1351, reader_cost=0.0002 | ETA 01:24:33
2020-11-06 15:18:32 [INFO] [TRAIN] epoch=204, iter=75540/80000, loss=0.2875, lr=0.000744, batch_cost=1.1422, reader_cost=0.0002 | ETA 01:24:54
2020-11-06 15:18:43 [INFO] [TRAIN] epoch=204, iter=75550/80000, loss=0.0757, lr=0.000743, batch_cost=1.1371, reader_cost=0.0002 | ETA 01:24:20
2020-11-06 15:18:54 [INFO] [TRAIN] epoch=204, iter=75560/80000, loss=0.0714, lr=0.000741, batch_cost=1.1060, reader_cost=0.0002 | ETA 01:21:50
2020-11-06 15:19:06 [INFO] [TRAIN] epoch=204, iter=75570/80000, loss=0.1154, lr=0.000740, batch_cost=1.2083, reader_cost=0.0015 | ETA 01:29:12
2020-11-06 15:19:18 [INFO] [TRAIN] epoch=204, iter=75580/80000, loss=0.0975, lr=0.000738, batch_cost=1.1609, reader_cost=0.0002 | ETA 01:25:31
2020-11-06 15:19:29 [INFO] [TRAIN] epoch=204, iter=75590/80000, loss=0.1096, lr=0.000737, batch_cost=1.1426, reader_cost=0.0002 | ETA 01:23:58
2020-11-06 15:19:41 [INFO] [TRAIN] epoch=204, iter=75600/80000, loss=0.0634, lr=0.000735, batch_cost=1.1365, reader_cost=0.0002 | ETA 01:23:20
2020-11-06 15:19:52 [INFO] [TRAIN] epoch=204, iter=75610/80000, loss=0.0638, lr=0.000734, batch_cost=1.1821, reader_cost=0.0002 | ETA 01:26:29
2020-11-06 15:20:04 [INFO] [TRAIN] epoch=204, iter=75620/80000, loss=0.0693, lr=0.000732, batch_cost=1.1662, reader_cost=0.0002 | ETA 01:25:07
2020-11-06 15:20:17 [INFO] [TRAIN] epoch=204, iter=75630/80000, loss=0.0730, lr=0.000731, batch_cost=1.2802, reader_cost=0.0002 | ETA 01:33:14
2020-11-06 15:20:28 [INFO] [TRAIN] epoch=204, iter=75640/80000, loss=0.0846, lr=0.000729, batch_cost=1.1050, reader_cost=0.0015 | ETA 01:20:17
2020-11-06 15:20:40 [INFO] [TRAIN] epoch=204, iter=75650/80000, loss=0.0681, lr=0.000728, batch_cost=1.2183, reader_cost=0.0002 | ETA 01:28:19
2020-11-06 15:20:52 [INFO] [TRAIN] epoch=204, iter=75660/80000, loss=0.0888, lr=0.000726, batch_cost=1.2339, reader_cost=0.0002 | ETA 01:29:15
2020-11-06 15:21:03 [INFO] [TRAIN] epoch=204, iter=75670/80000, loss=0.0942, lr=0.000725, batch_cost=1.0995, reader_cost=0.0002 | ETA 01:19:20
2020-11-06 15:21:15 [INFO] [TRAIN] epoch=204, iter=75680/80000, loss=0.0926, lr=0.000723, batch_cost=1.1964, reader_cost=0.0002 | ETA 01:26:08
2020-11-06 15:21:29 [INFO] [TRAIN] epoch=204, iter=75690/80000, loss=0.0846, lr=0.000722, batch_cost=1.3364, reader_cost=0.0015 | ETA 01:35:59
2020-11-06 15:21:41 [INFO] [TRAIN] epoch=204, iter=75700/80000, loss=0.0746, lr=0.000720, batch_cost=1.2533, reader_cost=0.0015 | ETA 01:29:49
2020-11-06 15:21:54 [INFO] [TRAIN] epoch=204, iter=75710/80000, loss=0.1102, lr=0.000719, batch_cost=1.2350, reader_cost=0.0002 | ETA 01:28:17
2020-11-06 15:22:04 [INFO] [TRAIN] epoch=204, iter=75720/80000, loss=0.0743, lr=0.000717, batch_cost=1.0797, reader_cost=0.0025 | ETA 01:17:01
2020-11-06 15:22:15 [INFO] [TRAIN] epoch=204, iter=75730/80000, loss=0.0558, lr=0.000716, batch_cost=1.0821, reader_cost=0.0014 | ETA 01:17:00
2020-11-06 15:22:27 [INFO] [TRAIN] epoch=204, iter=75740/80000, loss=0.0803, lr=0.000714, batch_cost=1.1662, reader_cost=0.0002 | ETA 01:22:48
2020-11-06 15:22:38 [INFO] [TRAIN] epoch=204, iter=75750/80000, loss=0.0635, lr=0.000713, batch_cost=1.0892, reader_cost=0.0002 | ETA 01:17:08
2020-11-06 15:22:49 [INFO] [TRAIN] epoch=204, iter=75760/80000, loss=0.0733, lr=0.000711, batch_cost=1.1163, reader_cost=0.0002 | ETA 01:18:53
2020-11-06 15:23:01 [INFO] [TRAIN] epoch=204, iter=75770/80000, loss=0.0542, lr=0.000710, batch_cost=1.1613, reader_cost=0.0002 | ETA 01:21:52
2020-11-06 15:23:12 [INFO] [TRAIN] epoch=204, iter=75780/80000, loss=0.0894, lr=0.000708, batch_cost=1.0961, reader_cost=0.0002 | ETA 01:17:05
2020-11-06 15:23:23 [INFO] [TRAIN] epoch=204, iter=75790/80000, loss=0.0777, lr=0.000707, batch_cost=1.1242, reader_cost=0.0002 | ETA 01:18:53
2020-11-06 15:23:33 [INFO] [TRAIN] epoch=204, iter=75800/80000, loss=0.0933, lr=0.000705, batch_cost=1.0264, reader_cost=0.0002 | ETA 01:11:50
2020-11-06 15:23:44 [INFO] [TRAIN] epoch=204, iter=75810/80000, loss=0.0871, lr=0.000704, batch_cost=1.1298, reader_cost=0.0002 | ETA 01:18:53
2020-11-06 15:23:56 [INFO] [TRAIN] epoch=204, iter=75820/80000, loss=0.0681, lr=0.000702, batch_cost=1.1723, reader_cost=0.0002 | ETA 01:21:40
2020-11-06 15:24:08 [INFO] [TRAIN] epoch=204, iter=75830/80000, loss=0.0516, lr=0.000701, batch_cost=1.1642, reader_cost=0.0012 | ETA 01:20:54
2020-11-06 15:24:19 [INFO] [TRAIN] epoch=204, iter=75840/80000, loss=0.0740, lr=0.000699, batch_cost=1.1405, reader_cost=0.0031 | ETA 01:19:04
2020-11-06 15:24:31 [INFO] [TRAIN] epoch=204, iter=75850/80000, loss=0.0917, lr=0.000698, batch_cost=1.1901, reader_cost=0.0008 | ETA 01:22:18
2020-11-06 15:24:41 [INFO] [TRAIN] epoch=204, iter=75860/80000, loss=0.0930, lr=0.000696, batch_cost=1.0308, reader_cost=0.0002 | ETA 01:11:07
2020-11-06 15:24:53 [INFO] [TRAIN] epoch=204, iter=75870/80000, loss=0.0732, lr=0.000694, batch_cost=1.1342, reader_cost=0.0002 | ETA 01:18:04
2020-11-06 15:25:04 [INFO] [TRAIN] epoch=204, iter=75880/80000, loss=0.0660, lr=0.000693, batch_cost=1.1707, reader_cost=0.0004 | ETA 01:20:23
2020-11-06 15:25:20 [INFO] [TRAIN] epoch=205, iter=75890/80000, loss=0.0985, lr=0.000691, batch_cost=1.5463, reader_cost=0.1821 | ETA 01:45:55
2020-11-06 15:25:32 [INFO] [TRAIN] epoch=205, iter=75900/80000, loss=0.0848, lr=0.000690, batch_cost=1.1861, reader_cost=0.0014 | ETA 01:21:03
2020-11-06 15:25:45 [INFO] [TRAIN] epoch=205, iter=75910/80000, loss=0.1637, lr=0.000688, batch_cost=1.3575, reader_cost=0.0002 | ETA 01:32:31
2020-11-06 15:26:00 [INFO] [TRAIN] epoch=205, iter=75920/80000, loss=0.0923, lr=0.000687, batch_cost=1.4769, reader_cost=0.0003 | ETA 01:40:25
2020-11-06 15:26:14 [INFO] [TRAIN] epoch=205, iter=75930/80000, loss=0.0625, lr=0.000685, batch_cost=1.3910, reader_cost=0.0002 | ETA 01:34:21
2020-11-06 15:26:25 [INFO] [TRAIN] epoch=205, iter=75940/80000, loss=0.0923, lr=0.000684, batch_cost=1.1391, reader_cost=0.0002 | ETA 01:17:04
2020-11-06 15:26:37 [INFO] [TRAIN] epoch=205, iter=75950/80000, loss=0.0921, lr=0.000682, batch_cost=1.2078, reader_cost=0.0002 | ETA 01:21:31
2020-11-06 15:26:49 [INFO] [TRAIN] epoch=205, iter=75960/80000, loss=0.1100, lr=0.000681, batch_cost=1.1996, reader_cost=0.0002 | ETA 01:20:46
2020-11-06 15:27:00 [INFO] [TRAIN] epoch=205, iter=75970/80000, loss=0.0705, lr=0.000679, batch_cost=1.0911, reader_cost=0.0002 | ETA 01:13:17
2020-11-06 15:27:11 [INFO] [TRAIN] epoch=205, iter=75980/80000, loss=0.0853, lr=0.000678, batch_cost=1.0923, reader_cost=0.0002 | ETA 01:13:11
2020-11-06 15:27:22 [INFO] [TRAIN] epoch=205, iter=75990/80000, loss=0.0578, lr=0.000676, batch_cost=1.1162, reader_cost=0.0002 | ETA 01:14:35
2020-11-06 15:27:34 [INFO] [TRAIN] epoch=205, iter=76000/80000, loss=0.0848, lr=0.000675, batch_cost=1.1930, reader_cost=0.0002 | ETA 01:19:31
2020-11-06 15:27:40 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 15:35:09 [INFO] [EVAL] #Images=500 mIoU=0.8124 Acc=0.9658 Kappa=0.9556
2020-11-06 15:35:09 [INFO] [EVAL] Category IoU:
[0.9837 0.8656 0.9351 0.5864 0.6481 0.692 0.7417 0.8213 0.9304 0.6681
0.9527 0.8485 0.6814 0.9595 0.8624 0.9176 0.8321 0.7123 0.7972]
2020-11-06 15:35:09 [INFO] [EVAL] Category Acc:
[0.9925 0.9269 0.9614 0.857 0.8234 0.8464 0.8476 0.9107 0.9594 0.8389
0.9708 0.9121 0.8037 0.9777 0.9402 0.9579 0.9625 0.8419 0.879 ]
2020-11-06 15:35:15 [INFO] [EVAL] The model with the best validation mIoU (0.8124) was saved at iter 76000.
2020-11-06 15:35:28 [INFO] [TRAIN] epoch=205, iter=76010/80000, loss=0.0624, lr=0.000673, batch_cost=1.2955, reader_cost=0.0003 | ETA 01:26:09
2020-11-06 15:35:42 [INFO] [TRAIN] epoch=205, iter=76020/80000, loss=0.1082, lr=0.000672, batch_cost=1.3463, reader_cost=0.0002 | ETA 01:29:18
2020-11-06 15:35:57 [INFO] [TRAIN] epoch=205, iter=76030/80000, loss=0.0664, lr=0.000670, batch_cost=1.4871, reader_cost=0.0003 | ETA 01:38:23
2020-11-06 15:36:11 [INFO] [TRAIN] epoch=205, iter=76040/80000, loss=0.0751, lr=0.000669, batch_cost=1.4191, reader_cost=0.0004 | ETA 01:33:39
2020-11-06 15:36:26 [INFO] [TRAIN] epoch=205, iter=76050/80000, loss=0.0663, lr=0.000667, batch_cost=1.4646, reader_cost=0.0003 | ETA 01:36:25
2020-11-06 15:36:40 [INFO] [TRAIN] epoch=205, iter=76060/80000, loss=0.0750, lr=0.000666, batch_cost=1.4441, reader_cost=0.0003 | ETA 01:34:49
2020-11-06 15:36:53 [INFO] [TRAIN] epoch=205, iter=76070/80000, loss=0.0678, lr=0.000664, batch_cost=1.2917, reader_cost=0.0002 | ETA 01:24:36
2020-11-06 15:37:07 [INFO] [TRAIN] epoch=205, iter=76080/80000, loss=0.0723, lr=0.000663, batch_cost=1.3804, reader_cost=0.0002 | ETA 01:30:11
2020-11-06 15:37:20 [INFO] [TRAIN] epoch=205, iter=76090/80000, loss=0.0789, lr=0.000661, batch_cost=1.3430, reader_cost=0.0002 | ETA 01:27:31
2020-11-06 15:37:33 [INFO] [TRAIN] epoch=205, iter=76100/80000, loss=0.0569, lr=0.000660, batch_cost=1.2658, reader_cost=0.0003 | ETA 01:22:16
2020-11-06 15:37:47 [INFO] [TRAIN] epoch=205, iter=76110/80000, loss=0.0783, lr=0.000658, batch_cost=1.4068, reader_cost=0.0010 | ETA 01:31:12
2020-11-06 15:38:01 [INFO] [TRAIN] epoch=205, iter=76120/80000, loss=0.0610, lr=0.000657, batch_cost=1.4254, reader_cost=0.0002 | ETA 01:32:10
2020-11-06 15:38:15 [INFO] [TRAIN] epoch=205, iter=76130/80000, loss=0.0823, lr=0.000655, batch_cost=1.4149, reader_cost=0.0002 | ETA 01:31:15
2020-11-06 15:38:29 [INFO] [TRAIN] epoch=205, iter=76140/80000, loss=0.0679, lr=0.000654, batch_cost=1.3607, reader_cost=0.0024 | ETA 01:27:32
2020-11-06 15:38:43 [INFO] [TRAIN] epoch=205, iter=76150/80000, loss=0.0745, lr=0.000652, batch_cost=1.4501, reader_cost=0.0002 | ETA 01:33:03
2020-11-06 15:38:57 [INFO] [TRAIN] epoch=205, iter=76160/80000, loss=0.0843, lr=0.000650, batch_cost=1.3792, reader_cost=0.0002 | ETA 01:28:16
2020-11-06 15:39:10 [INFO] [TRAIN] epoch=205, iter=76170/80000, loss=0.0907, lr=0.000649, batch_cost=1.2740, reader_cost=0.0002 | ETA 01:21:19
2020-11-06 15:39:23 [INFO] [TRAIN] epoch=205, iter=76180/80000, loss=0.0712, lr=0.000647, batch_cost=1.3340, reader_cost=0.0003 | ETA 01:24:55
2020-11-06 15:39:36 [INFO] [TRAIN] epoch=205, iter=76190/80000, loss=0.1112, lr=0.000646, batch_cost=1.2850, reader_cost=0.0002 | ETA 01:21:35
2020-11-06 15:39:49 [INFO] [TRAIN] epoch=205, iter=76200/80000, loss=0.0678, lr=0.000644, batch_cost=1.2672, reader_cost=0.0002 | ETA 01:20:15
2020-11-06 15:40:02 [INFO] [TRAIN] epoch=205, iter=76210/80000, loss=0.0726, lr=0.000643, batch_cost=1.2865, reader_cost=0.0003 | ETA 01:21:15
2020-11-06 15:40:15 [INFO] [TRAIN] epoch=205, iter=76220/80000, loss=0.0926, lr=0.000641, batch_cost=1.3700, reader_cost=0.0015 | ETA 01:26:18
2020-11-06 15:40:30 [INFO] [TRAIN] epoch=205, iter=76230/80000, loss=0.0751, lr=0.000640, batch_cost=1.4197, reader_cost=0.0016 | ETA 01:29:12
2020-11-06 15:40:42 [INFO] [TRAIN] epoch=205, iter=76240/80000, loss=0.0671, lr=0.000638, batch_cost=1.2890, reader_cost=0.0002 | ETA 01:20:46
2020-11-06 15:40:54 [INFO] [TRAIN] epoch=205, iter=76250/80000, loss=0.0986, lr=0.000637, batch_cost=1.1525, reader_cost=0.0002 | ETA 01:12:01
2020-11-06 15:41:05 [INFO] [TRAIN] epoch=205, iter=76260/80000, loss=0.1088, lr=0.000635, batch_cost=1.1026, reader_cost=0.0001 | ETA 01:08:43
2020-11-06 15:41:18 [INFO] [TRAIN] epoch=206, iter=76270/80000, loss=0.0791, lr=0.000634, batch_cost=1.3326, reader_cost=0.1667 | ETA 01:22:50
2020-11-06 15:41:29 [INFO] [TRAIN] epoch=206, iter=76280/80000, loss=0.0798, lr=0.000632, batch_cost=1.0374, reader_cost=0.0005 | ETA 01:04:19
2020-11-06 15:41:39 [INFO] [TRAIN] epoch=206, iter=76290/80000, loss=0.0879, lr=0.000631, batch_cost=1.0480, reader_cost=0.0002 | ETA 01:04:48
2020-11-06 15:41:50 [INFO] [TRAIN] epoch=206, iter=76300/80000, loss=0.0740, lr=0.000629, batch_cost=1.0420, reader_cost=0.0021 | ETA 01:04:15
2020-11-06 15:42:00 [INFO] [TRAIN] epoch=206, iter=76310/80000, loss=0.0905, lr=0.000628, batch_cost=1.0313, reader_cost=0.0002 | ETA 01:03:25
2020-11-06 15:42:10 [INFO] [TRAIN] epoch=206, iter=76320/80000, loss=0.0898, lr=0.000626, batch_cost=1.0496, reader_cost=0.0002 | ETA 01:04:22
2020-11-06 15:42:21 [INFO] [TRAIN] epoch=206, iter=76330/80000, loss=0.1030, lr=0.000624, batch_cost=1.0217, reader_cost=0.0002 | ETA 01:02:29
2020-11-06 15:42:31 [INFO] [TRAIN] epoch=206, iter=76340/80000, loss=0.1051, lr=0.000623, batch_cost=1.0055, reader_cost=0.0002 | ETA 01:01:20
2020-11-06 15:42:41 [INFO] [TRAIN] epoch=206, iter=76350/80000, loss=0.0641, lr=0.000621, batch_cost=1.0319, reader_cost=0.0002 | ETA 01:02:46
2020-11-06 15:42:51 [INFO] [TRAIN] epoch=206, iter=76360/80000, loss=0.0675, lr=0.000620, batch_cost=1.0279, reader_cost=0.0002 | ETA 01:02:21
2020-11-06 15:43:02 [INFO] [TRAIN] epoch=206, iter=76370/80000, loss=0.0681, lr=0.000618, batch_cost=1.0251, reader_cost=0.0002 | ETA 01:02:01
2020-11-06 15:43:12 [INFO] [TRAIN] epoch=206, iter=76380/80000, loss=0.0741, lr=0.000617, batch_cost=1.0120, reader_cost=0.0002 | ETA 01:01:03
2020-11-06 15:43:22 [INFO] [TRAIN] epoch=206, iter=76390/80000, loss=0.0966, lr=0.000615, batch_cost=1.0118, reader_cost=0.0002 | ETA 01:00:52
2020-11-06 15:43:32 [INFO] [TRAIN] epoch=206, iter=76400/80000, loss=0.1270, lr=0.000614, batch_cost=1.0606, reader_cost=0.0002 | ETA 01:03:38
2020-11-06 15:43:42 [INFO] [TRAIN] epoch=206, iter=76410/80000, loss=0.0737, lr=0.000612, batch_cost=1.0030, reader_cost=0.0002 | ETA 01:00:00
2020-11-06 15:43:52 [INFO] [TRAIN] epoch=206, iter=76420/80000, loss=0.0734, lr=0.000611, batch_cost=0.9971, reader_cost=0.0002 | ETA 00:59:29
2020-11-06 15:44:03 [INFO] [TRAIN] epoch=206, iter=76430/80000, loss=0.0674, lr=0.000609, batch_cost=1.0455, reader_cost=0.0002 | ETA 01:02:12
2020-11-06 15:44:13 [INFO] [TRAIN] epoch=206, iter=76440/80000, loss=0.1066, lr=0.000608, batch_cost=1.0199, reader_cost=0.0002 | ETA 01:00:30
2020-11-06 15:44:23 [INFO] [TRAIN] epoch=206, iter=76450/80000, loss=0.0716, lr=0.000606, batch_cost=1.0216, reader_cost=0.0002 | ETA 01:00:26
2020-11-06 15:44:34 [INFO] [TRAIN] epoch=206, iter=76460/80000, loss=0.0652, lr=0.000605, batch_cost=1.0553, reader_cost=0.0002 | ETA 01:02:15
2020-11-06 15:44:45 [INFO] [TRAIN] epoch=206, iter=76470/80000, loss=0.0502, lr=0.000603, batch_cost=1.0695, reader_cost=0.0002 | ETA 01:02:55
2020-11-06 15:44:56 [INFO] [TRAIN] epoch=206, iter=76480/80000, loss=0.0774, lr=0.000601, batch_cost=1.1470, reader_cost=0.0010 | ETA 01:07:17
2020-11-06 15:45:06 [INFO] [TRAIN] epoch=206, iter=76490/80000, loss=0.0705, lr=0.000600, batch_cost=1.0161, reader_cost=0.0002 | ETA 00:59:26
2020-11-06 15:45:18 [INFO] [TRAIN] epoch=206, iter=76500/80000, loss=0.0641, lr=0.000598, batch_cost=1.1354, reader_cost=0.0003 | ETA 01:06:13
2020-11-06 15:45:29 [INFO] [TRAIN] epoch=206, iter=76510/80000, loss=0.0537, lr=0.000597, batch_cost=1.1237, reader_cost=0.0015 | ETA 01:05:21
2020-11-06 15:45:39 [INFO] [TRAIN] epoch=206, iter=76520/80000, loss=0.0795, lr=0.000595, batch_cost=1.0314, reader_cost=0.0002 | ETA 00:59:49
2020-11-06 15:45:49 [INFO] [TRAIN] epoch=206, iter=76530/80000, loss=0.0774, lr=0.000594, batch_cost=1.0230, reader_cost=0.0002 | ETA 00:59:09
2020-11-06 15:45:59 [INFO] [TRAIN] epoch=206, iter=76540/80000, loss=0.1097, lr=0.000592, batch_cost=0.9893, reader_cost=0.0002 | ETA 00:57:03
2020-11-06 15:46:09 [INFO] [TRAIN] epoch=206, iter=76550/80000, loss=0.0916, lr=0.000591, batch_cost=0.9857, reader_cost=0.0002 | ETA 00:56:40
2020-11-06 15:46:19 [INFO] [TRAIN] epoch=206, iter=76560/80000, loss=0.0953, lr=0.000589, batch_cost=0.9886, reader_cost=0.0002 | ETA 00:56:40
2020-11-06 15:46:29 [INFO] [TRAIN] epoch=206, iter=76570/80000, loss=0.0790, lr=0.000588, batch_cost=0.9769, reader_cost=0.0002 | ETA 00:55:50
2020-11-06 15:46:39 [INFO] [TRAIN] epoch=206, iter=76580/80000, loss=0.0665, lr=0.000586, batch_cost=0.9875, reader_cost=0.0002 | ETA 00:56:17
2020-11-06 15:46:49 [INFO] [TRAIN] epoch=206, iter=76590/80000, loss=0.0610, lr=0.000585, batch_cost=1.0405, reader_cost=0.0002 | ETA 00:59:07
2020-11-06 15:46:59 [INFO] [TRAIN] epoch=206, iter=76600/80000, loss=0.0774, lr=0.000583, batch_cost=0.9945, reader_cost=0.0001 | ETA 00:56:21
2020-11-06 15:47:09 [INFO] [TRAIN] epoch=206, iter=76610/80000, loss=0.0718, lr=0.000581, batch_cost=0.9841, reader_cost=0.0002 | ETA 00:55:36
2020-11-06 15:47:19 [INFO] [TRAIN] epoch=206, iter=76620/80000, loss=0.0712, lr=0.000580, batch_cost=1.0353, reader_cost=0.0002 | ETA 00:58:19
2020-11-06 15:47:30 [INFO] [TRAIN] epoch=206, iter=76630/80000, loss=0.0708, lr=0.000578, batch_cost=1.0488, reader_cost=0.0001 | ETA 00:58:54
2020-11-06 15:47:42 [INFO] [TRAIN] epoch=207, iter=76640/80000, loss=0.0907, lr=0.000577, batch_cost=1.1982, reader_cost=0.0983 | ETA 01:07:05
2020-11-06 15:47:52 [INFO] [TRAIN] epoch=207, iter=76650/80000, loss=0.0937, lr=0.000575, batch_cost=1.0263, reader_cost=0.0005 | ETA 00:57:18
2020-11-06 15:48:02 [INFO] [TRAIN] epoch=207, iter=76660/80000, loss=0.1003, lr=0.000574, batch_cost=0.9834, reader_cost=0.0001 | ETA 00:54:44
2020-11-06 15:48:12 [INFO] [TRAIN] epoch=207, iter=76670/80000, loss=0.0739, lr=0.000572, batch_cost=1.0293, reader_cost=0.0002 | ETA 00:57:07
2020-11-06 15:48:22 [INFO] [TRAIN] epoch=207, iter=76680/80000, loss=0.0767, lr=0.000571, batch_cost=1.0066, reader_cost=0.0002 | ETA 00:55:41
2020-11-06 15:48:32 [INFO] [TRAIN] epoch=207, iter=76690/80000, loss=0.0883, lr=0.000569, batch_cost=1.0171, reader_cost=0.0002 | ETA 00:56:06
2020-11-06 15:48:43 [INFO] [TRAIN] epoch=207, iter=76700/80000, loss=0.0991, lr=0.000568, batch_cost=1.0657, reader_cost=0.0002 | ETA 00:58:36
2020-11-06 15:48:53 [INFO] [TRAIN] epoch=207, iter=76710/80000, loss=0.0899, lr=0.000566, batch_cost=1.0363, reader_cost=0.0002 | ETA 00:56:49
2020-11-06 15:49:04 [INFO] [TRAIN] epoch=207, iter=76720/80000, loss=0.0802, lr=0.000564, batch_cost=1.0699, reader_cost=0.0002 | ETA 00:58:29
2020-11-06 15:49:14 [INFO] [TRAIN] epoch=207, iter=76730/80000, loss=0.0750, lr=0.000563, batch_cost=1.0529, reader_cost=0.0002 | ETA 00:57:23
2020-11-06 15:49:25 [INFO] [TRAIN] epoch=207, iter=76740/80000, loss=0.0636, lr=0.000561, batch_cost=1.0421, reader_cost=0.0002 | ETA 00:56:37
2020-11-06 15:49:35 [INFO] [TRAIN] epoch=207, iter=76750/80000, loss=0.0696, lr=0.000560, batch_cost=1.0501, reader_cost=0.0002 | ETA 00:56:52
2020-11-06 15:49:46 [INFO] [TRAIN] epoch=207, iter=76760/80000, loss=0.0813, lr=0.000558, batch_cost=1.0397, reader_cost=0.0002 | ETA 00:56:08
2020-11-06 15:49:56 [INFO] [TRAIN] epoch=207, iter=76770/80000, loss=0.0714, lr=0.000557, batch_cost=1.0098, reader_cost=0.0002 | ETA 00:54:21
2020-11-06 15:50:06 [INFO] [TRAIN] epoch=207, iter=76780/80000, loss=0.0829, lr=0.000555, batch_cost=0.9961, reader_cost=0.0001 | ETA 00:53:27
2020-11-06 15:50:16 [INFO] [TRAIN] epoch=207, iter=76790/80000, loss=0.0883, lr=0.000554, batch_cost=1.0073, reader_cost=0.0002 | ETA 00:53:53
2020-11-06 15:50:26 [INFO] [TRAIN] epoch=207, iter=76800/80000, loss=0.0774, lr=0.000552, batch_cost=1.0413, reader_cost=0.0002 | ETA 00:55:32
2020-11-06 15:50:37 [INFO] [TRAIN] epoch=207, iter=76810/80000, loss=0.1024, lr=0.000550, batch_cost=1.0706, reader_cost=0.0002 | ETA 00:56:55
2020-11-06 15:50:47 [INFO] [TRAIN] epoch=207, iter=76820/80000, loss=0.0877, lr=0.000549, batch_cost=1.0344, reader_cost=0.0002 | ETA 00:54:49
2020-11-06 15:51:00 [INFO] [TRAIN] epoch=207, iter=76830/80000, loss=0.0854, lr=0.000547, batch_cost=1.2513, reader_cost=0.0002 | ETA 01:06:06
2020-11-06 15:51:11 [INFO] [TRAIN] epoch=207, iter=76840/80000, loss=0.0811, lr=0.000546, batch_cost=1.1122, reader_cost=0.0002 | ETA 00:58:34
2020-11-06 15:51:22 [INFO] [TRAIN] epoch=207, iter=76850/80000, loss=0.0846, lr=0.000544, batch_cost=1.0479, reader_cost=0.0002 | ETA 00:55:00
2020-11-06 15:51:32 [INFO] [TRAIN] epoch=207, iter=76860/80000, loss=0.0493, lr=0.000543, batch_cost=1.0464, reader_cost=0.0002 | ETA 00:54:45
2020-11-06 15:51:42 [INFO] [TRAIN] epoch=207, iter=76870/80000, loss=0.0959, lr=0.000541, batch_cost=1.0356, reader_cost=0.0002 | ETA 00:54:01
2020-11-06 15:51:53 [INFO] [TRAIN] epoch=207, iter=76880/80000, loss=0.0727, lr=0.000540, batch_cost=1.1003, reader_cost=0.0002 | ETA 00:57:12
2020-11-06 15:52:04 [INFO] [TRAIN] epoch=207, iter=76890/80000, loss=0.0839, lr=0.000538, batch_cost=1.0480, reader_cost=0.0002 | ETA 00:54:19
2020-11-06 15:52:14 [INFO] [TRAIN] epoch=207, iter=76900/80000, loss=0.0906, lr=0.000537, batch_cost=1.0391, reader_cost=0.0002 | ETA 00:53:41
2020-11-06 15:52:24 [INFO] [TRAIN] epoch=207, iter=76910/80000, loss=0.0929, lr=0.000535, batch_cost=1.0131, reader_cost=0.0002 | ETA 00:52:10
2020-11-06 15:52:35 [INFO] [TRAIN] epoch=207, iter=76920/80000, loss=0.0836, lr=0.000533, batch_cost=1.0444, reader_cost=0.0002 | ETA 00:53:36
2020-11-06 15:52:45 [INFO] [TRAIN] epoch=207, iter=76930/80000, loss=0.0800, lr=0.000532, batch_cost=0.9902, reader_cost=0.0002 | ETA 00:50:39
2020-11-06 15:52:55 [INFO] [TRAIN] epoch=207, iter=76940/80000, loss=0.0727, lr=0.000530, batch_cost=0.9920, reader_cost=0.0002 | ETA 00:50:35
2020-11-06 15:53:05 [INFO] [TRAIN] epoch=207, iter=76950/80000, loss=0.0625, lr=0.000529, batch_cost=1.0269, reader_cost=0.0002 | ETA 00:52:12
2020-11-06 15:53:15 [INFO] [TRAIN] epoch=207, iter=76960/80000, loss=0.0708, lr=0.000527, batch_cost=1.0239, reader_cost=0.0002 | ETA 00:51:52
2020-11-06 15:53:26 [INFO] [TRAIN] epoch=207, iter=76970/80000, loss=0.0963, lr=0.000526, batch_cost=1.0656, reader_cost=0.0002 | ETA 00:53:48
2020-11-06 15:53:37 [INFO] [TRAIN] epoch=207, iter=76980/80000, loss=0.0581, lr=0.000524, batch_cost=1.0904, reader_cost=0.0002 | ETA 00:54:53
2020-11-06 15:53:47 [INFO] [TRAIN] epoch=207, iter=76990/80000, loss=0.0676, lr=0.000522, batch_cost=1.0730, reader_cost=0.0002 | ETA 00:53:49
2020-11-06 15:53:58 [INFO] [TRAIN] epoch=207, iter=77000/80000, loss=0.0689, lr=0.000521, batch_cost=1.0523, reader_cost=0.0001 | ETA 00:52:36
2020-11-06 15:54:10 [INFO] [TRAIN] epoch=208, iter=77010/80000, loss=0.0914, lr=0.000519, batch_cost=1.2189, reader_cost=0.1519 | ETA 01:00:44
2020-11-06 15:54:21 [INFO] [TRAIN] epoch=208, iter=77020/80000, loss=0.0887, lr=0.000518, batch_cost=1.0528, reader_cost=0.0005 | ETA 00:52:17
2020-11-06 15:54:31 [INFO] [TRAIN] epoch=208, iter=77030/80000, loss=0.0709, lr=0.000516, batch_cost=1.0661, reader_cost=0.0002 | ETA 00:52:46
2020-11-06 15:54:42 [INFO] [TRAIN] epoch=208, iter=77040/80000, loss=0.0819, lr=0.000515, batch_cost=1.0533, reader_cost=0.0002 | ETA 00:51:57
2020-11-06 15:54:52 [INFO] [TRAIN] epoch=208, iter=77050/80000, loss=0.0787, lr=0.000513, batch_cost=1.0227, reader_cost=0.0002 | ETA 00:50:16
2020-11-06 15:55:02 [INFO] [TRAIN] epoch=208, iter=77060/80000, loss=0.1466, lr=0.000512, batch_cost=1.0265, reader_cost=0.0002 | ETA 00:50:17
2020-11-06 15:55:13 [INFO] [TRAIN] epoch=208, iter=77070/80000, loss=0.0675, lr=0.000510, batch_cost=1.0399, reader_cost=0.0002 | ETA 00:50:46
2020-11-06 15:55:23 [INFO] [TRAIN] epoch=208, iter=77080/80000, loss=0.0957, lr=0.000508, batch_cost=1.0304, reader_cost=0.0002 | ETA 00:50:08
2020-11-06 15:55:33 [INFO] [TRAIN] epoch=208, iter=77090/80000, loss=0.0493, lr=0.000507, batch_cost=1.0372, reader_cost=0.0002 | ETA 00:50:18
2020-11-06 15:55:44 [INFO] [TRAIN] epoch=208, iter=77100/80000, loss=0.1124, lr=0.000505, batch_cost=1.0203, reader_cost=0.0002 | ETA 00:49:18
2020-11-06 15:55:54 [INFO] [TRAIN] epoch=208, iter=77110/80000, loss=0.0418, lr=0.000504, batch_cost=1.0506, reader_cost=0.0002 | ETA 00:50:36
2020-11-06 15:56:04 [INFO] [TRAIN] epoch=208, iter=77120/80000, loss=0.0725, lr=0.000502, batch_cost=1.0079, reader_cost=0.0002 | ETA 00:48:22
2020-11-06 15:56:15 [INFO] [TRAIN] epoch=208, iter=77130/80000, loss=0.0898, lr=0.000501, batch_cost=1.0755, reader_cost=0.0002 | ETA 00:51:26
2020-11-06 15:56:26 [INFO] [TRAIN] epoch=208, iter=77140/80000, loss=0.0758, lr=0.000499, batch_cost=1.1010, reader_cost=0.0002 | ETA 00:52:28
2020-11-06 15:56:37 [INFO] [TRAIN] epoch=208, iter=77150/80000, loss=0.1011, lr=0.000497, batch_cost=1.1184, reader_cost=0.0002 | ETA 00:53:07
2020-11-06 15:56:48 [INFO] [TRAIN] epoch=208, iter=77160/80000, loss=0.0884, lr=0.000496, batch_cost=1.0606, reader_cost=0.0002 | ETA 00:50:12
2020-11-06 15:56:58 [INFO] [TRAIN] epoch=208, iter=77170/80000, loss=0.0883, lr=0.000494, batch_cost=1.0557, reader_cost=0.0002 | ETA 00:49:47
2020-11-06 15:57:10 [INFO] [TRAIN] epoch=208, iter=77180/80000, loss=0.0745, lr=0.000493, batch_cost=1.1172, reader_cost=0.0002 | ETA 00:52:30
2020-11-06 15:57:21 [INFO] [TRAIN] epoch=208, iter=77190/80000, loss=0.0709, lr=0.000491, batch_cost=1.1644, reader_cost=0.0002 | ETA 00:54:31
2020-11-06 15:57:32 [INFO] [TRAIN] epoch=208, iter=77200/80000, loss=0.0758, lr=0.000490, batch_cost=1.0974, reader_cost=0.0002 | ETA 00:51:12
2020-11-06 15:57:43 [INFO] [TRAIN] epoch=208, iter=77210/80000, loss=0.0714, lr=0.000488, batch_cost=1.0583, reader_cost=0.0002 | ETA 00:49:12
2020-11-06 15:57:54 [INFO] [TRAIN] epoch=208, iter=77220/80000, loss=0.0667, lr=0.000486, batch_cost=1.0831, reader_cost=0.0001 | ETA 00:50:11
2020-11-06 15:58:04 [INFO] [TRAIN] epoch=208, iter=77230/80000, loss=0.0607, lr=0.000485, batch_cost=1.0226, reader_cost=0.0002 | ETA 00:47:12
2020-11-06 15:58:14 [INFO] [TRAIN] epoch=208, iter=77240/80000, loss=0.0707, lr=0.000483, batch_cost=1.0509, reader_cost=0.0002 | ETA 00:48:20
2020-11-06 15:58:25 [INFO] [TRAIN] epoch=208, iter=77250/80000, loss=0.0678, lr=0.000482, batch_cost=1.0814, reader_cost=0.0002 | ETA 00:49:33
2020-11-06 15:58:36 [INFO] [TRAIN] epoch=208, iter=77260/80000, loss=0.0825, lr=0.000480, batch_cost=1.0575, reader_cost=0.0002 | ETA 00:48:17
2020-11-06 15:58:46 [INFO] [TRAIN] epoch=208, iter=77270/80000, loss=0.0923, lr=0.000479, batch_cost=1.0472, reader_cost=0.0002 | ETA 00:47:38
2020-11-06 15:58:57 [INFO] [TRAIN] epoch=208, iter=77280/80000, loss=0.1023, lr=0.000477, batch_cost=1.0494, reader_cost=0.0002 | ETA 00:47:34
2020-11-06 15:59:07 [INFO] [TRAIN] epoch=208, iter=77290/80000, loss=0.1191, lr=0.000475, batch_cost=1.0392, reader_cost=0.0002 | ETA 00:46:56
2020-11-06 15:59:18 [INFO] [TRAIN] epoch=208, iter=77300/80000, loss=0.0929, lr=0.000474, batch_cost=1.0546, reader_cost=0.0002 | ETA 00:47:27
2020-11-06 15:59:28 [INFO] [TRAIN] epoch=208, iter=77310/80000, loss=0.0894, lr=0.000472, batch_cost=1.0420, reader_cost=0.0002 | ETA 00:46:43
2020-11-06 15:59:39 [INFO] [TRAIN] epoch=208, iter=77320/80000, loss=0.0607, lr=0.000471, batch_cost=1.0753, reader_cost=0.0002 | ETA 00:48:01
2020-11-06 15:59:49 [INFO] [TRAIN] epoch=208, iter=77330/80000, loss=0.0718, lr=0.000469, batch_cost=1.0283, reader_cost=0.0002 | ETA 00:45:45
2020-11-06 15:59:59 [INFO] [TRAIN] epoch=208, iter=77340/80000, loss=0.0724, lr=0.000467, batch_cost=0.9873, reader_cost=0.0002 | ETA 00:43:46
2020-11-06 16:00:09 [INFO] [TRAIN] epoch=208, iter=77350/80000, loss=0.0806, lr=0.000466, batch_cost=0.9889, reader_cost=0.0002 | ETA 00:43:40
2020-11-06 16:00:19 [INFO] [TRAIN] epoch=208, iter=77360/80000, loss=0.0740, lr=0.000464, batch_cost=1.0101, reader_cost=0.0001 | ETA 00:44:26
2020-11-06 16:00:29 [INFO] [TRAIN] epoch=208, iter=77370/80000, loss=0.0868, lr=0.000463, batch_cost=1.0286, reader_cost=0.0001 | ETA 00:45:05
2020-11-06 16:00:43 [INFO] [TRAIN] epoch=209, iter=77380/80000, loss=0.1484, lr=0.000461, batch_cost=1.3485, reader_cost=0.1457 | ETA 00:58:53
2020-11-06 16:00:54 [INFO] [TRAIN] epoch=209, iter=77390/80000, loss=0.0786, lr=0.000460, batch_cost=1.1075, reader_cost=0.0005 | ETA 00:48:10
2020-11-06 16:01:04 [INFO] [TRAIN] epoch=209, iter=77400/80000, loss=0.0660, lr=0.000458, batch_cost=1.0302, reader_cost=0.0002 | ETA 00:44:38
2020-11-06 16:01:15 [INFO] [TRAIN] epoch=209, iter=77410/80000, loss=0.0907, lr=0.000456, batch_cost=1.0476, reader_cost=0.0002 | ETA 00:45:13
2020-11-06 16:01:26 [INFO] [TRAIN] epoch=209, iter=77420/80000, loss=0.0880, lr=0.000455, batch_cost=1.1137, reader_cost=0.0002 | ETA 00:47:53
2020-11-06 16:01:36 [INFO] [TRAIN] epoch=209, iter=77430/80000, loss=0.0976, lr=0.000453, batch_cost=1.0564, reader_cost=0.0002 | ETA 00:45:14
2020-11-06 16:01:46 [INFO] [TRAIN] epoch=209, iter=77440/80000, loss=0.0626, lr=0.000452, batch_cost=1.0200, reader_cost=0.0002 | ETA 00:43:31
2020-11-06 16:01:57 [INFO] [TRAIN] epoch=209, iter=77450/80000, loss=0.0763, lr=0.000450, batch_cost=1.0669, reader_cost=0.0002 | ETA 00:45:20
2020-11-06 16:02:08 [INFO] [TRAIN] epoch=209, iter=77460/80000, loss=0.0827, lr=0.000448, batch_cost=1.0452, reader_cost=0.0002 | ETA 00:44:14
2020-11-06 16:02:18 [INFO] [TRAIN] epoch=209, iter=77470/80000, loss=0.0828, lr=0.000447, batch_cost=1.0395, reader_cost=0.0002 | ETA 00:43:50
2020-11-06 16:02:28 [INFO] [TRAIN] epoch=209, iter=77480/80000, loss=0.0920, lr=0.000445, batch_cost=1.0169, reader_cost=0.0002 | ETA 00:42:42
2020-11-06 16:02:38 [INFO] [TRAIN] epoch=209, iter=77490/80000, loss=0.0832, lr=0.000444, batch_cost=1.0302, reader_cost=0.0002 | ETA 00:43:05
2020-11-06 16:02:50 [INFO] [TRAIN] epoch=209, iter=77500/80000, loss=0.0813, lr=0.000442, batch_cost=1.1644, reader_cost=0.0014 | ETA 00:48:30
2020-11-06 16:03:03 [INFO] [TRAIN] epoch=209, iter=77510/80000, loss=0.0871, lr=0.000441, batch_cost=1.3156, reader_cost=0.0002 | ETA 00:54:35
2020-11-06 16:03:14 [INFO] [TRAIN] epoch=209, iter=77520/80000, loss=0.1058, lr=0.000439, batch_cost=1.0383, reader_cost=0.0002 | ETA 00:42:54
2020-11-06 16:03:24 [INFO] [TRAIN] epoch=209, iter=77530/80000, loss=0.0877, lr=0.000437, batch_cost=1.0409, reader_cost=0.0002 | ETA 00:42:50
2020-11-06 16:03:36 [INFO] [TRAIN] epoch=209, iter=77540/80000, loss=0.0812, lr=0.000436, batch_cost=1.2018, reader_cost=0.0002 | ETA 00:49:16
2020-11-06 16:03:46 [INFO] [TRAIN] epoch=209, iter=77550/80000, loss=0.0698, lr=0.000434, batch_cost=1.0392, reader_cost=0.0002 | ETA 00:42:26
2020-11-06 16:03:57 [INFO] [TRAIN] epoch=209, iter=77560/80000, loss=0.0867, lr=0.000433, batch_cost=1.0324, reader_cost=0.0002 | ETA 00:41:59
2020-11-06 16:04:08 [INFO] [TRAIN] epoch=209, iter=77570/80000, loss=0.0754, lr=0.000431, batch_cost=1.1245, reader_cost=0.0002 | ETA 00:45:32
2020-11-06 16:04:19 [INFO] [TRAIN] epoch=209, iter=77580/80000, loss=0.0784, lr=0.000429, batch_cost=1.0659, reader_cost=0.0002 | ETA 00:42:59
2020-11-06 16:04:29 [INFO] [TRAIN] epoch=209, iter=77590/80000, loss=0.0492, lr=0.000428, batch_cost=1.0456, reader_cost=0.0003 | ETA 00:41:59
2020-11-06 16:04:40 [INFO] [TRAIN] epoch=209, iter=77600/80000, loss=0.0815, lr=0.000426, batch_cost=1.0831, reader_cost=0.0002 | ETA 00:43:19
2020-11-06 16:04:51 [INFO] [TRAIN] epoch=209, iter=77610/80000, loss=0.0571, lr=0.000425, batch_cost=1.0560, reader_cost=0.0002 | ETA 00:42:03
2020-11-06 16:05:01 [INFO] [TRAIN] epoch=209, iter=77620/80000, loss=0.0676, lr=0.000423, batch_cost=1.0739, reader_cost=0.0002 | ETA 00:42:35
2020-11-06 16:05:12 [INFO] [TRAIN] epoch=209, iter=77630/80000, loss=0.0707, lr=0.000421, batch_cost=1.0975, reader_cost=0.0002 | ETA 00:43:21
2020-11-06 16:05:22 [INFO] [TRAIN] epoch=209, iter=77640/80000, loss=0.0768, lr=0.000420, batch_cost=1.0224, reader_cost=0.0002 | ETA 00:40:12
2020-11-06 16:05:33 [INFO] [TRAIN] epoch=209, iter=77650/80000, loss=0.0960, lr=0.000418, batch_cost=1.0274, reader_cost=0.0002 | ETA 00:40:14
2020-11-06 16:05:43 [INFO] [TRAIN] epoch=209, iter=77660/80000, loss=0.0794, lr=0.000417, batch_cost=1.0318, reader_cost=0.0018 | ETA 00:40:14
2020-11-06 16:05:53 [INFO] [TRAIN] epoch=209, iter=77670/80000, loss=0.0717, lr=0.000415, batch_cost=1.0358, reader_cost=0.0002 | ETA 00:40:13
2020-11-06 16:06:04 [INFO] [TRAIN] epoch=209, iter=77680/80000, loss=0.0761, lr=0.000413, batch_cost=1.0123, reader_cost=0.0011 | ETA 00:39:08
2020-11-06 16:06:14 [INFO] [TRAIN] epoch=209, iter=77690/80000, loss=0.0512, lr=0.000412, batch_cost=1.0860, reader_cost=0.0002 | ETA 00:41:48
2020-11-06 16:06:26 [INFO] [TRAIN] epoch=209, iter=77700/80000, loss=0.0761, lr=0.000410, batch_cost=1.1169, reader_cost=0.0014 | ETA 00:42:48
2020-11-06 16:06:36 [INFO] [TRAIN] epoch=209, iter=77710/80000, loss=0.0812, lr=0.000409, batch_cost=1.0799, reader_cost=0.0018 | ETA 00:41:12
2020-11-06 16:06:47 [INFO] [TRAIN] epoch=209, iter=77720/80000, loss=0.0746, lr=0.000407, batch_cost=1.0627, reader_cost=0.0002 | ETA 00:40:22
2020-11-06 16:06:58 [INFO] [TRAIN] epoch=209, iter=77730/80000, loss=0.0823, lr=0.000405, batch_cost=1.0889, reader_cost=0.0024 | ETA 00:41:11
2020-11-06 16:07:09 [INFO] [TRAIN] epoch=209, iter=77740/80000, loss=0.0721, lr=0.000404, batch_cost=1.0966, reader_cost=0.0016 | ETA 00:41:18
2020-11-06 16:07:21 [INFO] [TRAIN] epoch=210, iter=77750/80000, loss=0.1023, lr=0.000402, batch_cost=1.2282, reader_cost=0.1615 | ETA 00:46:03
2020-11-06 16:07:32 [INFO] [TRAIN] epoch=210, iter=77760/80000, loss=0.0663, lr=0.000401, batch_cost=1.0861, reader_cost=0.0004 | ETA 00:40:32
2020-11-06 16:07:42 [INFO] [TRAIN] epoch=210, iter=77770/80000, loss=0.0687, lr=0.000399, batch_cost=1.0362, reader_cost=0.0002 | ETA 00:38:30
2020-11-06 16:07:52 [INFO] [TRAIN] epoch=210, iter=77780/80000, loss=0.0898, lr=0.000397, batch_cost=0.9761, reader_cost=0.0002 | ETA 00:36:06
2020-11-06 16:08:02 [INFO] [TRAIN] epoch=210, iter=77790/80000, loss=0.0721, lr=0.000396, batch_cost=0.9722, reader_cost=0.0002 | ETA 00:35:48
2020-11-06 16:08:12 [INFO] [TRAIN] epoch=210, iter=77800/80000, loss=0.0965, lr=0.000394, batch_cost=0.9901, reader_cost=0.0002 | ETA 00:36:18
2020-11-06 16:08:22 [INFO] [TRAIN] epoch=210, iter=77810/80000, loss=0.0923, lr=0.000392, batch_cost=1.0458, reader_cost=0.0002 | ETA 00:38:10
2020-11-06 16:08:33 [INFO] [TRAIN] epoch=210, iter=77820/80000, loss=0.0885, lr=0.000391, batch_cost=1.0649, reader_cost=0.0002 | ETA 00:38:41
2020-11-06 16:08:43 [INFO] [TRAIN] epoch=210, iter=77830/80000, loss=0.0702, lr=0.000389, batch_cost=0.9964, reader_cost=0.0002 | ETA 00:36:02
2020-11-06 16:08:53 [INFO] [TRAIN] epoch=210, iter=77840/80000, loss=0.0673, lr=0.000388, batch_cost=0.9918, reader_cost=0.0002 | ETA 00:35:42
2020-11-06 16:09:03 [INFO] [TRAIN] epoch=210, iter=77850/80000, loss=0.0708, lr=0.000386, batch_cost=0.9896, reader_cost=0.0002 | ETA 00:35:27
2020-11-06 16:09:13 [INFO] [TRAIN] epoch=210, iter=77860/80000, loss=0.0646, lr=0.000384, batch_cost=1.0178, reader_cost=0.0002 | ETA 00:36:18
2020-11-06 16:09:23 [INFO] [TRAIN] epoch=210, iter=77870/80000, loss=0.0896, lr=0.000383, batch_cost=1.0144, reader_cost=0.0002 | ETA 00:36:00
2020-11-06 16:09:33 [INFO] [TRAIN] epoch=210, iter=77880/80000, loss=0.0795, lr=0.000381, batch_cost=1.0303, reader_cost=0.0002 | ETA 00:36:24
2020-11-06 16:09:45 [INFO] [TRAIN] epoch=210, iter=77890/80000, loss=0.0792, lr=0.000380, batch_cost=1.2234, reader_cost=0.0002 | ETA 00:43:01
2020-11-06 16:09:58 [INFO] [TRAIN] epoch=210, iter=77900/80000, loss=0.0858, lr=0.000378, batch_cost=1.2865, reader_cost=0.0002 | ETA 00:45:01
2020-11-06 16:10:09 [INFO] [TRAIN] epoch=210, iter=77910/80000, loss=0.0881, lr=0.000376, batch_cost=1.0946, reader_cost=0.0002 | ETA 00:38:07
2020-11-06 16:10:20 [INFO] [TRAIN] epoch=210, iter=77920/80000, loss=0.0784, lr=0.000375, batch_cost=1.0308, reader_cost=0.0002 | ETA 00:35:44
2020-11-06 16:10:30 [INFO] [TRAIN] epoch=210, iter=77930/80000, loss=0.1022, lr=0.000373, batch_cost=1.0376, reader_cost=0.0002 | ETA 00:35:47
2020-11-06 16:10:40 [INFO] [TRAIN] epoch=210, iter=77940/80000, loss=0.0743, lr=0.000371, batch_cost=0.9978, reader_cost=0.0002 | ETA 00:34:15
2020-11-06 16:10:50 [INFO] [TRAIN] epoch=210, iter=77950/80000, loss=0.0689, lr=0.000370, batch_cost=0.9885, reader_cost=0.0002 | ETA 00:33:46
2020-11-06 16:11:00 [INFO] [TRAIN] epoch=210, iter=77960/80000, loss=0.0578, lr=0.000368, batch_cost=1.0395, reader_cost=0.0002 | ETA 00:35:20
2020-11-06 16:11:11 [INFO] [TRAIN] epoch=210, iter=77970/80000, loss=0.0781, lr=0.000367, batch_cost=1.0310, reader_cost=0.0002 | ETA 00:34:52
2020-11-06 16:11:21 [INFO] [TRAIN] epoch=210, iter=77980/80000, loss=0.0622, lr=0.000365, batch_cost=1.0062, reader_cost=0.0002 | ETA 00:33:52
2020-11-06 16:11:31 [INFO] [TRAIN] epoch=210, iter=77990/80000, loss=0.0689, lr=0.000363, batch_cost=0.9991, reader_cost=0.0002 | ETA 00:33:28
2020-11-06 16:11:40 [INFO] [TRAIN] epoch=210, iter=78000/80000, loss=0.0645, lr=0.000362, batch_cost=0.9804, reader_cost=0.0002 | ETA 00:32:40
2020-11-06 16:11:45 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 16:17:01 [INFO] [EVAL] #Images=500 mIoU=0.8139 Acc=0.9660 Kappa=0.9560
2020-11-06 16:17:01 [INFO] [EVAL] Category IoU:
[0.9844 0.8679 0.936 0.6053 0.652 0.6932 0.7419 0.8212 0.93 0.6518
0.9533 0.8478 0.6783 0.9595 0.8628 0.9221 0.8479 0.7114 0.7984]
2020-11-06 16:17:01 [INFO] [EVAL] Category Acc:
[0.9929 0.9242 0.9642 0.8662 0.8205 0.8387 0.8402 0.9034 0.9593 0.8259
0.9719 0.907 0.7954 0.9771 0.9443 0.9652 0.963 0.8582 0.8792]
2020-11-06 16:17:03 [INFO] [EVAL] The model with the best validation mIoU (0.8139) was saved at iter 78000.
2020-11-06 16:17:14 [INFO] [TRAIN] epoch=210, iter=78010/80000, loss=0.0740, lr=0.000360, batch_cost=1.0442, reader_cost=0.0001 | ETA 00:34:37
2020-11-06 16:17:24 [INFO] [TRAIN] epoch=210, iter=78020/80000, loss=0.0761, lr=0.000358, batch_cost=0.9943, reader_cost=0.0002 | ETA 00:32:48
2020-11-06 16:17:34 [INFO] [TRAIN] epoch=210, iter=78030/80000, loss=0.0707, lr=0.000357, batch_cost=0.9831, reader_cost=0.0002 | ETA 00:32:16
2020-11-06 16:17:44 [INFO] [TRAIN] epoch=210, iter=78040/80000, loss=0.0741, lr=0.000355, batch_cost=0.9837, reader_cost=0.0001 | ETA 00:32:08
2020-11-06 16:17:54 [INFO] [TRAIN] epoch=210, iter=78050/80000, loss=0.0979, lr=0.000354, batch_cost=0.9930, reader_cost=0.0002 | ETA 00:32:16
2020-11-06 16:18:03 [INFO] [TRAIN] epoch=210, iter=78060/80000, loss=0.0618, lr=0.000352, batch_cost=0.9982, reader_cost=0.0002 | ETA 00:32:16
2020-11-06 16:18:14 [INFO] [TRAIN] epoch=210, iter=78070/80000, loss=0.0649, lr=0.000350, batch_cost=1.0240, reader_cost=0.0119 | ETA 00:32:56
2020-11-06 16:18:25 [INFO] [TRAIN] epoch=210, iter=78080/80000, loss=0.0791, lr=0.000349, batch_cost=1.0974, reader_cost=0.0017 | ETA 00:35:06
2020-11-06 16:18:36 [INFO] [TRAIN] epoch=210, iter=78090/80000, loss=0.0555, lr=0.000347, batch_cost=1.1384, reader_cost=0.0014 | ETA 00:36:14
2020-11-06 16:18:48 [INFO] [TRAIN] epoch=210, iter=78100/80000, loss=0.0478, lr=0.000345, batch_cost=1.1525, reader_cost=0.0007 | ETA 00:36:29
2020-11-06 16:18:58 [INFO] [TRAIN] epoch=210, iter=78110/80000, loss=0.0963, lr=0.000344, batch_cost=1.0619, reader_cost=0.0002 | ETA 00:33:27
2020-11-06 16:19:08 [INFO] [TRAIN] epoch=210, iter=78120/80000, loss=0.0911, lr=0.000342, batch_cost=0.9919, reader_cost=0.0001 | ETA 00:31:04
2020-11-06 16:19:21 [INFO] [TRAIN] epoch=211, iter=78130/80000, loss=0.0725, lr=0.000340, batch_cost=1.2462, reader_cost=0.1437 | ETA 00:38:50
2020-11-06 16:19:32 [INFO] [TRAIN] epoch=211, iter=78140/80000, loss=0.0794, lr=0.000339, batch_cost=1.1013, reader_cost=0.0010 | ETA 00:34:08
2020-11-06 16:19:42 [INFO] [TRAIN] epoch=211, iter=78150/80000, loss=0.0756, lr=0.000337, batch_cost=1.0552, reader_cost=0.0002 | ETA 00:32:32
2020-11-06 16:19:53 [INFO] [TRAIN] epoch=211, iter=78160/80000, loss=0.0741, lr=0.000336, batch_cost=1.0375, reader_cost=0.0002 | ETA 00:31:49
2020-11-06 16:20:03 [INFO] [TRAIN] epoch=211, iter=78170/80000, loss=0.0773, lr=0.000334, batch_cost=1.0605, reader_cost=0.0002 | ETA 00:32:20
2020-11-06 16:20:14 [INFO] [TRAIN] epoch=211, iter=78180/80000, loss=0.0964, lr=0.000332, batch_cost=1.0531, reader_cost=0.0002 | ETA 00:31:56
2020-11-06 16:20:24 [INFO] [TRAIN] epoch=211, iter=78190/80000, loss=0.1154, lr=0.000331, batch_cost=1.0787, reader_cost=0.0002 | ETA 00:32:32
2020-11-06 16:20:37 [INFO] [TRAIN] epoch=211, iter=78200/80000, loss=0.0733, lr=0.000329, batch_cost=1.2136, reader_cost=0.0002 | ETA 00:36:24
2020-11-06 16:20:49 [INFO] [TRAIN] epoch=211, iter=78210/80000, loss=0.0721, lr=0.000327, batch_cost=1.2241, reader_cost=0.0001 | ETA 00:36:31
2020-11-06 16:20:59 [INFO] [TRAIN] epoch=211, iter=78220/80000, loss=0.1027, lr=0.000326, batch_cost=1.0628, reader_cost=0.0001 | ETA 00:31:31
2020-11-06 16:21:10 [INFO] [TRAIN] epoch=211, iter=78230/80000, loss=0.0641, lr=0.000324, batch_cost=1.0424, reader_cost=0.0002 | ETA 00:30:45
2020-11-06 16:21:21 [INFO] [TRAIN] epoch=211, iter=78240/80000, loss=0.0757, lr=0.000322, batch_cost=1.0663, reader_cost=0.0002 | ETA 00:31:16
2020-11-06 16:21:31 [INFO] [TRAIN] epoch=211, iter=78250/80000, loss=0.0981, lr=0.000321, batch_cost=1.0305, reader_cost=0.0002 | ETA 00:30:03
2020-11-06 16:21:42 [INFO] [TRAIN] epoch=211, iter=78260/80000, loss=0.0819, lr=0.000319, batch_cost=1.0690, reader_cost=0.0001 | ETA 00:30:59
2020-11-06 16:21:52 [INFO] [TRAIN] epoch=211, iter=78270/80000, loss=0.0753, lr=0.000317, batch_cost=1.0415, reader_cost=0.0002 | ETA 00:30:01
2020-11-06 16:22:02 [INFO] [TRAIN] epoch=211, iter=78280/80000, loss=0.0800, lr=0.000316, batch_cost=1.0500, reader_cost=0.0002 | ETA 00:30:06
2020-11-06 16:22:13 [INFO] [TRAIN] epoch=211, iter=78290/80000, loss=0.0705, lr=0.000314, batch_cost=1.0776, reader_cost=0.0002 | ETA 00:30:42
2020-11-06 16:22:24 [INFO] [TRAIN] epoch=211, iter=78300/80000, loss=0.0973, lr=0.000313, batch_cost=1.0766, reader_cost=0.0002 | ETA 00:30:30
2020-11-06 16:22:35 [INFO] [TRAIN] epoch=211, iter=78310/80000, loss=0.0795, lr=0.000311, batch_cost=1.1180, reader_cost=0.0001 | ETA 00:31:29
2020-11-06 16:22:47 [INFO] [TRAIN] epoch=211, iter=78320/80000, loss=0.0655, lr=0.000309, batch_cost=1.1302, reader_cost=0.0014 | ETA 00:31:38
2020-11-06 16:22:57 [INFO] [TRAIN] epoch=211, iter=78330/80000, loss=0.0455, lr=0.000308, batch_cost=1.0166, reader_cost=0.0002 | ETA 00:28:17
2020-11-06 16:23:07 [INFO] [TRAIN] epoch=211, iter=78340/80000, loss=0.0743, lr=0.000306, batch_cost=1.0698, reader_cost=0.0003 | ETA 00:29:35
2020-11-06 16:23:18 [INFO] [TRAIN] epoch=211, iter=78350/80000, loss=0.0568, lr=0.000304, batch_cost=1.1074, reader_cost=0.0022 | ETA 00:30:27
2020-11-06 16:23:30 [INFO] [TRAIN] epoch=211, iter=78360/80000, loss=0.0693, lr=0.000303, batch_cost=1.1222, reader_cost=0.0002 | ETA 00:30:40
2020-11-06 16:23:40 [INFO] [TRAIN] epoch=211, iter=78370/80000, loss=0.0691, lr=0.000301, batch_cost=1.0807, reader_cost=0.0002 | ETA 00:29:21
2020-11-06 16:23:52 [INFO] [TRAIN] epoch=211, iter=78380/80000, loss=0.0942, lr=0.000299, batch_cost=1.1080, reader_cost=0.0002 | ETA 00:29:55
2020-11-06 16:24:02 [INFO] [TRAIN] epoch=211, iter=78390/80000, loss=0.0922, lr=0.000298, batch_cost=1.0640, reader_cost=0.0002 | ETA 00:28:33
2020-11-06 16:24:13 [INFO] [TRAIN] epoch=211, iter=78400/80000, loss=0.0918, lr=0.000296, batch_cost=1.1019, reader_cost=0.0002 | ETA 00:29:22
2020-11-06 16:24:24 [INFO] [TRAIN] epoch=211, iter=78410/80000, loss=0.0747, lr=0.000294, batch_cost=1.1127, reader_cost=0.0014 | ETA 00:29:29
2020-11-06 16:24:35 [INFO] [TRAIN] epoch=211, iter=78420/80000, loss=0.0757, lr=0.000293, batch_cost=1.0136, reader_cost=0.0002 | ETA 00:26:41
2020-11-06 16:24:45 [INFO] [TRAIN] epoch=211, iter=78430/80000, loss=0.0604, lr=0.000291, batch_cost=1.0212, reader_cost=0.0002 | ETA 00:26:43
2020-11-06 16:24:55 [INFO] [TRAIN] epoch=211, iter=78440/80000, loss=0.0624, lr=0.000289, batch_cost=1.0724, reader_cost=0.0002 | ETA 00:27:52
2020-11-06 16:25:05 [INFO] [TRAIN] epoch=211, iter=78450/80000, loss=0.0661, lr=0.000288, batch_cost=0.9914, reader_cost=0.0002 | ETA 00:25:36
2020-11-06 16:25:16 [INFO] [TRAIN] epoch=211, iter=78460/80000, loss=0.0617, lr=0.000286, batch_cost=1.0322, reader_cost=0.0002 | ETA 00:26:29
2020-11-06 16:25:26 [INFO] [TRAIN] epoch=211, iter=78470/80000, loss=0.0777, lr=0.000284, batch_cost=1.0563, reader_cost=0.0002 | ETA 00:26:56
2020-11-06 16:25:37 [INFO] [TRAIN] epoch=211, iter=78480/80000, loss=0.0879, lr=0.000283, batch_cost=1.0837, reader_cost=0.0002 | ETA 00:27:27
2020-11-06 16:25:47 [INFO] [TRAIN] epoch=211, iter=78490/80000, loss=0.0930, lr=0.000281, batch_cost=1.0134, reader_cost=0.0001 | ETA 00:25:30
2020-11-06 16:26:00 [INFO] [TRAIN] epoch=212, iter=78500/80000, loss=0.0917, lr=0.000279, batch_cost=1.3029, reader_cost=0.1107 | ETA 00:32:34
2020-11-06 16:26:11 [INFO] [TRAIN] epoch=212, iter=78510/80000, loss=0.0902, lr=0.000278, batch_cost=1.0982, reader_cost=0.0005 | ETA 00:27:16
2020-11-06 16:26:22 [INFO] [TRAIN] epoch=212, iter=78520/80000, loss=0.0968, lr=0.000276, batch_cost=1.0916, reader_cost=0.0002 | ETA 00:26:55
2020-11-06 16:26:33 [INFO] [TRAIN] epoch=212, iter=78530/80000, loss=0.0813, lr=0.000274, batch_cost=1.1157, reader_cost=0.0002 | ETA 00:27:20
2020-11-06 16:26:43 [INFO] [TRAIN] epoch=212, iter=78540/80000, loss=0.0757, lr=0.000273, batch_cost=1.0176, reader_cost=0.0002 | ETA 00:24:45
2020-11-06 16:26:54 [INFO] [TRAIN] epoch=212, iter=78550/80000, loss=0.0786, lr=0.000271, batch_cost=1.0153, reader_cost=0.0002 | ETA 00:24:32
2020-11-06 16:27:04 [INFO] [TRAIN] epoch=212, iter=78560/80000, loss=0.1139, lr=0.000269, batch_cost=1.0117, reader_cost=0.0002 | ETA 00:24:16
2020-11-06 16:27:14 [INFO] [TRAIN] epoch=212, iter=78570/80000, loss=0.0714, lr=0.000267, batch_cost=1.0090, reader_cost=0.0002 | ETA 00:24:02
2020-11-06 16:27:24 [INFO] [TRAIN] epoch=212, iter=78580/80000, loss=0.0662, lr=0.000266, batch_cost=0.9962, reader_cost=0.0002 | ETA 00:23:34
2020-11-06 16:27:34 [INFO] [TRAIN] epoch=212, iter=78590/80000, loss=0.0766, lr=0.000264, batch_cost=0.9766, reader_cost=0.0002 | ETA 00:22:57
2020-11-06 16:27:43 [INFO] [TRAIN] epoch=212, iter=78600/80000, loss=0.0825, lr=0.000262, batch_cost=0.9924, reader_cost=0.0002 | ETA 00:23:09
2020-11-06 16:27:53 [INFO] [TRAIN] epoch=212, iter=78610/80000, loss=0.0740, lr=0.000261, batch_cost=0.9801, reader_cost=0.0002 | ETA 00:22:42
2020-11-06 16:28:03 [INFO] [TRAIN] epoch=212, iter=78620/80000, loss=0.1038, lr=0.000259, batch_cost=0.9790, reader_cost=0.0002 | ETA 00:22:31
2020-11-06 16:28:14 [INFO] [TRAIN] epoch=212, iter=78630/80000, loss=0.0823, lr=0.000257, batch_cost=1.0480, reader_cost=0.0002 | ETA 00:23:55
2020-11-06 16:28:24 [INFO] [TRAIN] epoch=212, iter=78640/80000, loss=0.0785, lr=0.000256, batch_cost=1.0150, reader_cost=0.0001 | ETA 00:23:00
2020-11-06 16:28:34 [INFO] [TRAIN] epoch=212, iter=78650/80000, loss=0.0711, lr=0.000254, batch_cost=1.0625, reader_cost=0.0002 | ETA 00:23:54
2020-11-06 16:28:45 [INFO] [TRAIN] epoch=212, iter=78660/80000, loss=0.0826, lr=0.000252, batch_cost=1.0314, reader_cost=0.0002 | ETA 00:23:02
2020-11-06 16:28:55 [INFO] [TRAIN] epoch=212, iter=78670/80000, loss=0.0697, lr=0.000251, batch_cost=1.0179, reader_cost=0.0001 | ETA 00:22:33
2020-11-06 16:29:06 [INFO] [TRAIN] epoch=212, iter=78680/80000, loss=0.0812, lr=0.000249, batch_cost=1.0701, reader_cost=0.0017 | ETA 00:23:32
2020-11-06 16:29:17 [INFO] [TRAIN] epoch=212, iter=78690/80000, loss=0.0898, lr=0.000247, batch_cost=1.1494, reader_cost=0.0002 | ETA 00:25:05
2020-11-06 16:29:28 [INFO] [TRAIN] epoch=212, iter=78700/80000, loss=0.0532, lr=0.000246, batch_cost=1.1326, reader_cost=0.0002 | ETA 00:24:32
2020-11-06 16:29:39 [INFO] [TRAIN] epoch=212, iter=78710/80000, loss=0.0851, lr=0.000244, batch_cost=1.0312, reader_cost=0.0002 | ETA 00:22:10
2020-11-06 16:29:49 [INFO] [TRAIN] epoch=212, iter=78720/80000, loss=0.0740, lr=0.000242, batch_cost=1.0313, reader_cost=0.0002 | ETA 00:22:00
2020-11-06 16:29:59 [INFO] [TRAIN] epoch=212, iter=78730/80000, loss=0.0640, lr=0.000240, batch_cost=1.0198, reader_cost=0.0002 | ETA 00:21:35
2020-11-06 16:30:10 [INFO] [TRAIN] epoch=212, iter=78740/80000, loss=0.0795, lr=0.000239, batch_cost=1.0354, reader_cost=0.0001 | ETA 00:21:44
2020-11-06 16:30:20 [INFO] [TRAIN] epoch=212, iter=78750/80000, loss=0.0913, lr=0.000237, batch_cost=1.0055, reader_cost=0.0002 | ETA 00:20:56
2020-11-06 16:30:32 [INFO] [TRAIN] epoch=212, iter=78760/80000, loss=0.0649, lr=0.000235, batch_cost=1.2652, reader_cost=0.0002 | ETA 00:26:08
2020-11-06 16:30:43 [INFO] [TRAIN] epoch=212, iter=78770/80000, loss=0.0706, lr=0.000234, batch_cost=1.1078, reader_cost=0.0002 | ETA 00:22:42
2020-11-06 16:30:54 [INFO] [TRAIN] epoch=212, iter=78780/80000, loss=0.0700, lr=0.000232, batch_cost=1.1098, reader_cost=0.0002 | ETA 00:22:33
2020-11-06 16:31:05 [INFO] [TRAIN] epoch=212, iter=78790/80000, loss=0.0680, lr=0.000230, batch_cost=1.0714, reader_cost=0.0002 | ETA 00:21:36
2020-11-06 16:31:16 [INFO] [TRAIN] epoch=212, iter=78800/80000, loss=0.0911, lr=0.000228, batch_cost=1.0581, reader_cost=0.0002 | ETA 00:21:09
2020-11-06 16:31:26 [INFO] [TRAIN] epoch=212, iter=78810/80000, loss=0.0687, lr=0.000227, batch_cost=1.0323, reader_cost=0.0002 | ETA 00:20:28
2020-11-06 16:31:37 [INFO] [TRAIN] epoch=212, iter=78820/80000, loss=0.0738, lr=0.000225, batch_cost=1.0682, reader_cost=0.0002 | ETA 00:21:00
2020-11-06 16:31:47 [INFO] [TRAIN] epoch=212, iter=78830/80000, loss=0.0995, lr=0.000223, batch_cost=1.0555, reader_cost=0.0002 | ETA 00:20:34
2020-11-06 16:31:58 [INFO] [TRAIN] epoch=212, iter=78840/80000, loss=0.0648, lr=0.000222, batch_cost=1.1038, reader_cost=0.0002 | ETA 00:21:20
2020-11-06 16:32:09 [INFO] [TRAIN] epoch=212, iter=78850/80000, loss=0.0921, lr=0.000220, batch_cost=1.0680, reader_cost=0.0002 | ETA 00:20:28
2020-11-06 16:32:19 [INFO] [TRAIN] epoch=212, iter=78860/80000, loss=0.0774, lr=0.000218, batch_cost=1.0166, reader_cost=0.0001 | ETA 00:19:18
2020-11-06 16:32:32 [INFO] [TRAIN] epoch=213, iter=78870/80000, loss=0.1012, lr=0.000216, batch_cost=1.2396, reader_cost=0.0984 | ETA 00:23:20
2020-11-06 16:32:42 [INFO] [TRAIN] epoch=213, iter=78880/80000, loss=0.0840, lr=0.000215, batch_cost=1.0055, reader_cost=0.0004 | ETA 00:18:46
2020-11-06 16:32:51 [INFO] [TRAIN] epoch=213, iter=78890/80000, loss=0.0861, lr=0.000213, batch_cost=0.9879, reader_cost=0.0002 | ETA 00:18:16
2020-11-06 16:33:02 [INFO] [TRAIN] epoch=213, iter=78900/80000, loss=0.1064, lr=0.000211, batch_cost=1.0323, reader_cost=0.0002 | ETA 00:18:55
2020-11-06 16:33:12 [INFO] [TRAIN] epoch=213, iter=78910/80000, loss=0.0813, lr=0.000210, batch_cost=1.0311, reader_cost=0.0002 | ETA 00:18:43
2020-11-06 16:33:22 [INFO] [TRAIN] epoch=213, iter=78920/80000, loss=0.2072, lr=0.000208, batch_cost=1.0264, reader_cost=0.0002 | ETA 00:18:28
2020-11-06 16:33:33 [INFO] [TRAIN] epoch=213, iter=78930/80000, loss=0.0901, lr=0.000206, batch_cost=1.0242, reader_cost=0.0002 | ETA 00:18:15
2020-11-06 16:33:43 [INFO] [TRAIN] epoch=213, iter=78940/80000, loss=0.1218, lr=0.000204, batch_cost=1.0175, reader_cost=0.0002 | ETA 00:17:58
2020-11-06 16:33:54 [INFO] [TRAIN] epoch=213, iter=78950/80000, loss=0.0616, lr=0.000203, batch_cost=1.0937, reader_cost=0.0002 | ETA 00:19:08
2020-11-06 16:34:05 [INFO] [TRAIN] epoch=213, iter=78960/80000, loss=0.0799, lr=0.000201, batch_cost=1.0803, reader_cost=0.0002 | ETA 00:18:43
2020-11-06 16:34:15 [INFO] [TRAIN] epoch=213, iter=78970/80000, loss=0.0578, lr=0.000199, batch_cost=1.0834, reader_cost=0.0002 | ETA 00:18:35
2020-11-06 16:34:26 [INFO] [TRAIN] epoch=213, iter=78980/80000, loss=0.0811, lr=0.000197, batch_cost=1.0139, reader_cost=0.0002 | ETA 00:17:14
2020-11-06 16:34:35 [INFO] [TRAIN] epoch=213, iter=78990/80000, loss=0.0781, lr=0.000196, batch_cost=0.9962, reader_cost=0.0002 | ETA 00:16:46
2020-11-06 16:34:45 [INFO] [TRAIN] epoch=213, iter=79000/80000, loss=0.0768, lr=0.000194, batch_cost=0.9918, reader_cost=0.0002 | ETA 00:16:31
2020-11-06 16:34:56 [INFO] [TRAIN] epoch=213, iter=79010/80000, loss=0.0776, lr=0.000192, batch_cost=1.0645, reader_cost=0.0002 | ETA 00:17:33
2020-11-06 16:35:07 [INFO] [TRAIN] epoch=213, iter=79020/80000, loss=0.0884, lr=0.000190, batch_cost=1.0802, reader_cost=0.0002 | ETA 00:17:38
2020-11-06 16:35:18 [INFO] [TRAIN] epoch=213, iter=79030/80000, loss=0.0738, lr=0.000189, batch_cost=1.1316, reader_cost=0.0002 | ETA 00:18:17
2020-11-06 16:35:29 [INFO] [TRAIN] epoch=213, iter=79040/80000, loss=0.0600, lr=0.000187, batch_cost=1.0524, reader_cost=0.0002 | ETA 00:16:50
2020-11-06 16:35:39 [INFO] [TRAIN] epoch=213, iter=79050/80000, loss=0.0832, lr=0.000185, batch_cost=1.0698, reader_cost=0.0002 | ETA 00:16:56
2020-11-06 16:35:50 [INFO] [TRAIN] epoch=213, iter=79060/80000, loss=0.0851, lr=0.000183, batch_cost=1.0575, reader_cost=0.0002 | ETA 00:16:34
2020-11-06 16:36:00 [INFO] [TRAIN] epoch=213, iter=79070/80000, loss=0.0616, lr=0.000182, batch_cost=1.0111, reader_cost=0.0013 | ETA 00:15:40
2020-11-06 16:36:10 [INFO] [TRAIN] epoch=213, iter=79080/80000, loss=0.0613, lr=0.000180, batch_cost=1.0254, reader_cost=0.0002 | ETA 00:15:43
2020-11-06 16:36:21 [INFO] [TRAIN] epoch=213, iter=79090/80000, loss=0.0640, lr=0.000178, batch_cost=1.0355, reader_cost=0.0002 | ETA 00:15:42
2020-11-06 16:36:31 [INFO] [TRAIN] epoch=213, iter=79100/80000, loss=0.0617, lr=0.000176, batch_cost=1.0387, reader_cost=0.0002 | ETA 00:15:34
2020-11-06 16:36:42 [INFO] [TRAIN] epoch=213, iter=79110/80000, loss=0.0888, lr=0.000175, batch_cost=1.0658, reader_cost=0.0002 | ETA 00:15:48
2020-11-06 16:36:54 [INFO] [TRAIN] epoch=213, iter=79120/80000, loss=0.0899, lr=0.000173, batch_cost=1.2043, reader_cost=0.0002 | ETA 00:17:39
2020-11-06 16:37:04 [INFO] [TRAIN] epoch=213, iter=79130/80000, loss=0.0706, lr=0.000171, batch_cost=1.0561, reader_cost=0.0002 | ETA 00:15:18
2020-11-06 16:37:15 [INFO] [TRAIN] epoch=213, iter=79140/80000, loss=0.0686, lr=0.000169, batch_cost=1.0234, reader_cost=0.0002 | ETA 00:14:40
2020-11-06 16:37:25 [INFO] [TRAIN] epoch=213, iter=79150/80000, loss=0.0820, lr=0.000168, batch_cost=1.0086, reader_cost=0.0002 | ETA 00:14:17
2020-11-06 16:37:35 [INFO] [TRAIN] epoch=213, iter=79160/80000, loss=0.0840, lr=0.000166, batch_cost=1.0617, reader_cost=0.0002 | ETA 00:14:51
2020-11-06 16:37:46 [INFO] [TRAIN] epoch=213, iter=79170/80000, loss=0.0873, lr=0.000164, batch_cost=1.1117, reader_cost=0.0002 | ETA 00:15:22
2020-11-06 16:37:57 [INFO] [TRAIN] epoch=213, iter=79180/80000, loss=0.0589, lr=0.000162, batch_cost=1.0647, reader_cost=0.0002 | ETA 00:14:33
2020-11-06 16:38:07 [INFO] [TRAIN] epoch=213, iter=79190/80000, loss=0.0848, lr=0.000160, batch_cost=1.0357, reader_cost=0.0002 | ETA 00:13:58
2020-11-06 16:38:18 [INFO] [TRAIN] epoch=213, iter=79200/80000, loss=0.0778, lr=0.000159, batch_cost=1.1048, reader_cost=0.0002 | ETA 00:14:43
2020-11-06 16:38:28 [INFO] [TRAIN] epoch=213, iter=79210/80000, loss=0.1028, lr=0.000157, batch_cost=0.9918, reader_cost=0.0002 | ETA 00:13:03
2020-11-06 16:38:39 [INFO] [TRAIN] epoch=213, iter=79220/80000, loss=0.0690, lr=0.000155, batch_cost=1.0175, reader_cost=0.0002 | ETA 00:13:13
2020-11-06 16:38:49 [INFO] [TRAIN] epoch=213, iter=79230/80000, loss=0.1218, lr=0.000153, batch_cost=0.9997, reader_cost=0.0001 | ETA 00:12:49
2020-11-06 16:39:01 [INFO] [TRAIN] epoch=214, iter=79240/80000, loss=0.0798, lr=0.000152, batch_cost=1.2435, reader_cost=0.1639 | ETA 00:15:45
2020-11-06 16:39:11 [INFO] [TRAIN] epoch=214, iter=79250/80000, loss=0.0766, lr=0.000150, batch_cost=1.0251, reader_cost=0.0005 | ETA 00:12:48
2020-11-06 16:39:21 [INFO] [TRAIN] epoch=214, iter=79260/80000, loss=0.0978, lr=0.000148, batch_cost=1.0258, reader_cost=0.0002 | ETA 00:12:39
2020-11-06 16:39:33 [INFO] [TRAIN] epoch=214, iter=79270/80000, loss=0.0928, lr=0.000146, batch_cost=1.1119, reader_cost=0.0002 | ETA 00:13:31
2020-11-06 16:39:45 [INFO] [TRAIN] epoch=214, iter=79280/80000, loss=0.1037, lr=0.000144, batch_cost=1.2211, reader_cost=0.0001 | ETA 00:14:39
2020-11-06 16:39:57 [INFO] [TRAIN] epoch=214, iter=79290/80000, loss=0.1459, lr=0.000143, batch_cost=1.2140, reader_cost=0.0002 | ETA 00:14:21
2020-11-06 16:40:09 [INFO] [TRAIN] epoch=214, iter=79300/80000, loss=0.0907, lr=0.000141, batch_cost=1.2074, reader_cost=0.0001 | ETA 00:14:05
2020-11-06 16:40:21 [INFO] [TRAIN] epoch=214, iter=79310/80000, loss=0.1172, lr=0.000139, batch_cost=1.2054, reader_cost=0.0002 | ETA 00:13:51
2020-11-06 16:40:31 [INFO] [TRAIN] epoch=214, iter=79320/80000, loss=0.0699, lr=0.000137, batch_cost=1.0215, reader_cost=0.0002 | ETA 00:11:34
2020-11-06 16:40:42 [INFO] [TRAIN] epoch=214, iter=79330/80000, loss=0.0797, lr=0.000135, batch_cost=1.0414, reader_cost=0.0003 | ETA 00:11:37
2020-11-06 16:40:52 [INFO] [TRAIN] epoch=214, iter=79340/80000, loss=0.0697, lr=0.000133, batch_cost=1.0619, reader_cost=0.0016 | ETA 00:11:40
2020-11-06 16:41:03 [INFO] [TRAIN] epoch=214, iter=79350/80000, loss=0.0569, lr=0.000132, batch_cost=1.0452, reader_cost=0.0002 | ETA 00:11:19
2020-11-06 16:41:18 [INFO] [TRAIN] epoch=214, iter=79360/80000, loss=0.0809, lr=0.000130, batch_cost=1.4772, reader_cost=0.0002 | ETA 00:15:45
2020-11-06 16:41:32 [INFO] [TRAIN] epoch=214, iter=79370/80000, loss=0.0733, lr=0.000128, batch_cost=1.4905, reader_cost=0.0002 | ETA 00:15:39
2020-11-06 16:41:42 [INFO] [TRAIN] epoch=214, iter=79380/80000, loss=0.0766, lr=0.000126, batch_cost=0.9798, reader_cost=0.0002 | ETA 00:10:07
2020-11-06 16:41:52 [INFO] [TRAIN] epoch=214, iter=79390/80000, loss=0.0831, lr=0.000124, batch_cost=0.9899, reader_cost=0.0002 | ETA 00:10:03
2020-11-06 16:42:03 [INFO] [TRAIN] epoch=214, iter=79400/80000, loss=0.0786, lr=0.000123, batch_cost=1.0504, reader_cost=0.0002 | ETA 00:10:30
2020-11-06 16:42:13 [INFO] [TRAIN] epoch=214, iter=79410/80000, loss=0.0698, lr=0.000121, batch_cost=1.0296, reader_cost=0.0002 | ETA 00:10:07
2020-11-06 16:42:23 [INFO] [TRAIN] epoch=214, iter=79420/80000, loss=0.0872, lr=0.000119, batch_cost=1.0343, reader_cost=0.0002 | ETA 00:09:59
2020-11-06 16:42:33 [INFO] [TRAIN] epoch=214, iter=79430/80000, loss=0.0895, lr=0.000117, batch_cost=0.9844, reader_cost=0.0002 | ETA 00:09:21
2020-11-06 16:42:43 [INFO] [TRAIN] epoch=214, iter=79440/80000, loss=0.0904, lr=0.000115, batch_cost=0.9742, reader_cost=0.0002 | ETA 00:09:05
2020-11-06 16:42:53 [INFO] [TRAIN] epoch=214, iter=79450/80000, loss=0.0547, lr=0.000113, batch_cost=1.0134, reader_cost=0.0002 | ETA 00:09:17
2020-11-06 16:43:03 [INFO] [TRAIN] epoch=214, iter=79460/80000, loss=0.0691, lr=0.000111, batch_cost=1.0314, reader_cost=0.0002 | ETA 00:09:16
2020-11-06 16:43:13 [INFO] [TRAIN] epoch=214, iter=79470/80000, loss=0.0477, lr=0.000110, batch_cost=0.9720, reader_cost=0.0001 | ETA 00:08:35
2020-11-06 16:43:23 [INFO] [TRAIN] epoch=214, iter=79480/80000, loss=0.0855, lr=0.000108, batch_cost=0.9695, reader_cost=0.0001 | ETA 00:08:24
2020-11-06 16:43:32 [INFO] [TRAIN] epoch=214, iter=79490/80000, loss=0.0921, lr=0.000106, batch_cost=0.9694, reader_cost=0.0001 | ETA 00:08:14
2020-11-06 16:43:42 [INFO] [TRAIN] epoch=214, iter=79500/80000, loss=0.0705, lr=0.000104, batch_cost=0.9695, reader_cost=0.0001 | ETA 00:08:04
2020-11-06 16:43:52 [INFO] [TRAIN] epoch=214, iter=79510/80000, loss=0.0673, lr=0.000102, batch_cost=0.9691, reader_cost=0.0001 | ETA 00:07:54
2020-11-06 16:44:02 [INFO] [TRAIN] epoch=214, iter=79520/80000, loss=0.1162, lr=0.000100, batch_cost=0.9725, reader_cost=0.0001 | ETA 00:07:46
2020-11-06 16:44:11 [INFO] [TRAIN] epoch=214, iter=79530/80000, loss=0.0912, lr=0.000098, batch_cost=0.9704, reader_cost=0.0001 | ETA 00:07:36
2020-11-06 16:44:21 [INFO] [TRAIN] epoch=214, iter=79540/80000, loss=0.0931, lr=0.000097, batch_cost=0.9910, reader_cost=0.0002 | ETA 00:07:35
2020-11-06 16:44:31 [INFO] [TRAIN] epoch=214, iter=79550/80000, loss=0.0626, lr=0.000095, batch_cost=0.9838, reader_cost=0.0002 | ETA 00:07:22
2020-11-06 16:44:41 [INFO] [TRAIN] epoch=214, iter=79560/80000, loss=0.0665, lr=0.000093, batch_cost=1.0094, reader_cost=0.0001 | ETA 00:07:24
2020-11-06 16:44:51 [INFO] [TRAIN] epoch=214, iter=79570/80000, loss=0.0817, lr=0.000091, batch_cost=1.0066, reader_cost=0.0001 | ETA 00:07:12
2020-11-06 16:45:01 [INFO] [TRAIN] epoch=214, iter=79580/80000, loss=0.0668, lr=0.000089, batch_cost=0.9815, reader_cost=0.0001 | ETA 00:06:52
2020-11-06 16:45:11 [INFO] [TRAIN] epoch=214, iter=79590/80000, loss=0.0753, lr=0.000087, batch_cost=0.9839, reader_cost=0.0001 | ETA 00:06:43
2020-11-06 16:45:21 [INFO] [TRAIN] epoch=214, iter=79600/80000, loss=0.1086, lr=0.000085, batch_cost=1.0297, reader_cost=0.0002 | ETA 00:06:51
2020-11-06 16:45:33 [INFO] [TRAIN] epoch=215, iter=79610/80000, loss=0.1174, lr=0.000083, batch_cost=1.1678, reader_cost=0.1210 | ETA 00:07:35
2020-11-06 16:45:43 [INFO] [TRAIN] epoch=215, iter=79620/80000, loss=0.0790, lr=0.000081, batch_cost=0.9955, reader_cost=0.0004 | ETA 00:06:18
2020-11-06 16:45:53 [INFO] [TRAIN] epoch=215, iter=79630/80000, loss=0.0762, lr=0.000079, batch_cost=0.9879, reader_cost=0.0001 | ETA 00:06:05
2020-11-06 16:46:03 [INFO] [TRAIN] epoch=215, iter=79640/80000, loss=0.0975, lr=0.000077, batch_cost=0.9941, reader_cost=0.0002 | ETA 00:05:57
2020-11-06 16:46:13 [INFO] [TRAIN] epoch=215, iter=79650/80000, loss=0.0904, lr=0.000076, batch_cost=0.9979, reader_cost=0.0002 | ETA 00:05:49
2020-11-06 16:46:22 [INFO] [TRAIN] epoch=215, iter=79660/80000, loss=0.0901, lr=0.000074, batch_cost=0.9895, reader_cost=0.0002 | ETA 00:05:36
2020-11-06 16:46:32 [INFO] [TRAIN] epoch=215, iter=79670/80000, loss=0.0551, lr=0.000072, batch_cost=1.0006, reader_cost=0.0002 | ETA 00:05:30
2020-11-06 16:46:43 [INFO] [TRAIN] epoch=215, iter=79680/80000, loss=0.1148, lr=0.000070, batch_cost=1.0504, reader_cost=0.0002 | ETA 00:05:36
2020-11-06 16:46:54 [INFO] [TRAIN] epoch=215, iter=79690/80000, loss=0.0812, lr=0.000068, batch_cost=1.0626, reader_cost=0.0002 | ETA 00:05:29
2020-11-06 16:47:04 [INFO] [TRAIN] epoch=215, iter=79700/80000, loss=0.0669, lr=0.000066, batch_cost=1.0113, reader_cost=0.0002 | ETA 00:05:03
2020-11-06 16:47:14 [INFO] [TRAIN] epoch=215, iter=79710/80000, loss=0.0514, lr=0.000064, batch_cost=1.0094, reader_cost=0.0002 | ETA 00:04:52
2020-11-06 16:47:25 [INFO] [TRAIN] epoch=215, iter=79720/80000, loss=0.0643, lr=0.000062, batch_cost=1.1187, reader_cost=0.0002 | ETA 00:05:13
2020-11-06 16:47:36 [INFO] [TRAIN] epoch=215, iter=79730/80000, loss=0.0822, lr=0.000060, batch_cost=1.1146, reader_cost=0.0005 | ETA 00:05:00
2020-11-06 16:47:47 [INFO] [TRAIN] epoch=215, iter=79740/80000, loss=0.0934, lr=0.000058, batch_cost=1.0810, reader_cost=0.0016 | ETA 00:04:41
2020-11-06 16:47:58 [INFO] [TRAIN] epoch=215, iter=79750/80000, loss=0.0861, lr=0.000056, batch_cost=1.0954, reader_cost=0.0002 | ETA 00:04:33
2020-11-06 16:48:09 [INFO] [TRAIN] epoch=215, iter=79760/80000, loss=0.0715, lr=0.000054, batch_cost=1.0796, reader_cost=0.0002 | ETA 00:04:19
2020-11-06 16:48:20 [INFO] [TRAIN] epoch=215, iter=79770/80000, loss=0.0700, lr=0.000052, batch_cost=1.0873, reader_cost=0.0002 | ETA 00:04:10
2020-11-06 16:48:30 [INFO] [TRAIN] epoch=215, iter=79780/80000, loss=0.0844, lr=0.000050, batch_cost=1.0290, reader_cost=0.0002 | ETA 00:03:46
2020-11-06 16:48:40 [INFO] [TRAIN] epoch=215, iter=79790/80000, loss=0.0855, lr=0.000048, batch_cost=1.0461, reader_cost=0.0002 | ETA 00:03:39
2020-11-06 16:48:51 [INFO] [TRAIN] epoch=215, iter=79800/80000, loss=0.0785, lr=0.000046, batch_cost=1.0472, reader_cost=0.0002 | ETA 00:03:29
2020-11-06 16:49:01 [INFO] [TRAIN] epoch=215, iter=79810/80000, loss=0.0954, lr=0.000044, batch_cost=1.0357, reader_cost=0.0002 | ETA 00:03:16
2020-11-06 16:49:11 [INFO] [TRAIN] epoch=215, iter=79820/80000, loss=0.0708, lr=0.000042, batch_cost=1.0258, reader_cost=0.0002 | ETA 00:03:04
2020-11-06 16:49:22 [INFO] [TRAIN] epoch=215, iter=79830/80000, loss=0.0824, lr=0.000040, batch_cost=1.0397, reader_cost=0.0002 | ETA 00:02:56
2020-11-06 16:49:32 [INFO] [TRAIN] epoch=215, iter=79840/80000, loss=0.0640, lr=0.000037, batch_cost=1.0222, reader_cost=0.0002 | ETA 00:02:43
2020-11-06 16:49:42 [INFO] [TRAIN] epoch=215, iter=79850/80000, loss=0.0704, lr=0.000035, batch_cost=1.0025, reader_cost=0.0002 | ETA 00:02:30
2020-11-06 16:49:52 [INFO] [TRAIN] epoch=215, iter=79860/80000, loss=0.0623, lr=0.000033, batch_cost=1.0188, reader_cost=0.0015 | ETA 00:02:22
2020-11-06 16:50:02 [INFO] [TRAIN] epoch=215, iter=79870/80000, loss=0.0841, lr=0.000031, batch_cost=1.0178, reader_cost=0.0002 | ETA 00:02:12
2020-11-06 16:50:13 [INFO] [TRAIN] epoch=215, iter=79880/80000, loss=0.0735, lr=0.000029, batch_cost=1.0351, reader_cost=0.0002 | ETA 00:02:04
2020-11-06 16:50:23 [INFO] [TRAIN] epoch=215, iter=79890/80000, loss=0.1307, lr=0.000027, batch_cost=1.0558, reader_cost=0.0003 | ETA 00:01:56
2020-11-06 16:50:34 [INFO] [TRAIN] epoch=215, iter=79900/80000, loss=0.0790, lr=0.000025, batch_cost=1.0448, reader_cost=0.0002 | ETA 00:01:44
2020-11-06 16:50:44 [INFO] [TRAIN] epoch=215, iter=79910/80000, loss=0.0898, lr=0.000022, batch_cost=1.0161, reader_cost=0.0002 | ETA 00:01:31
2020-11-06 16:50:55 [INFO] [TRAIN] epoch=215, iter=79920/80000, loss=0.0600, lr=0.000020, batch_cost=1.0543, reader_cost=0.0002 | ETA 00:01:24
2020-11-06 16:51:05 [INFO] [TRAIN] epoch=215, iter=79930/80000, loss=0.0785, lr=0.000018, batch_cost=1.0914, reader_cost=0.0002 | ETA 00:01:16
2020-11-06 16:51:16 [INFO] [TRAIN] epoch=215, iter=79940/80000, loss=0.0837, lr=0.000016, batch_cost=1.0289, reader_cost=0.0002 | ETA 00:01:01
2020-11-06 16:51:26 [INFO] [TRAIN] epoch=215, iter=79950/80000, loss=0.0850, lr=0.000013, batch_cost=1.0302, reader_cost=0.0002 | ETA 00:00:51
2020-11-06 16:51:36 [INFO] [TRAIN] epoch=215, iter=79960/80000, loss=0.0721, lr=0.000011, batch_cost=1.0397, reader_cost=0.0002 | ETA 00:00:41
2020-11-06 16:51:47 [INFO] [TRAIN] epoch=215, iter=79970/80000, loss=0.0880, lr=0.000009, batch_cost=1.0416, reader_cost=0.0002 | ETA 00:00:31
2020-11-06 16:51:57 [INFO] [TRAIN] epoch=215, iter=79980/80000, loss=0.0996, lr=0.000006, batch_cost=1.0619, reader_cost=0.0001 | ETA 00:00:21
2020-11-06 16:52:09 [INFO] [TRAIN] epoch=216, iter=79990/80000, loss=0.0734, lr=0.000003, batch_cost=1.1816, reader_cost=0.1316 | ETA 00:00:11
2020-11-06 16:52:20 [INFO] [TRAIN] epoch=216, iter=80000/80000, loss=0.0828, lr=0.000000, batch_cost=1.0354, reader_cost=0.0005 | ETA 00:00:00
2020-11-06 16:52:25 [INFO] Start evaluating (total_samples=500, total_iters=500)...
2020-11-06 16:57:51 [INFO] [EVAL] #Images=500 mIoU=0.8153 Acc=0.9661 Kappa=0.9560
2020-11-06 16:57:51 [INFO] [EVAL] Category IoU:
[0.9842 0.8672 0.9359 0.6128 0.6505 0.6909 0.7429 0.8209 0.9307 0.6514
0.9523 0.8477 0.6765 0.9598 0.8631 0.9241 0.8663 0.7145 0.7993]
2020-11-06 16:57:51 [INFO] [EVAL] Category Acc:
[0.9932 0.9199 0.9634 0.8512 0.8248 0.8493 0.8446 0.9032 0.96 0.8335
0.9694 0.9084 0.8002 0.9791 0.9286 0.9713 0.9568 0.8385 0.8797]
2020-11-06 16:57:54 [INFO] [EVAL] The model with the best validation mIoU (0.8153) was saved at iter 80000.
----------- Configuration Arguments -----------
cluster_node_ips: 127.0.0.1
log_dir: None
log_level: 20
node_ip: 127.0.0.1
print_config: True
selected_gpus: None
started_port: None
training_script: train.py
training_script_args: ['--config', '/mnt/chenguowei01/github/PaddleSeg/dygraph/configs/deeplabv3p/debug_deeplabv3p_resnet101_os8_cityscapes_769x769_80k.yml', '--learning_rate', '0.01', '--save_interval', '2000', '--save_dir', 'examples/deeplabv3p/cityscapes/output/deeplabv3p_resnet101_os8_cityscapes_769x769_80k', '--num_workers', '4', '--do_eval', '--use_vdl']
use_paddlecloud: False
------------------------------------------------