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correct_gn_cd.log
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nohup: ignoring input
2020-01-27 10:45:48,138 checkpoint: ./outputs/2020-01-27/02-10-03_bd_train_base_gammanet/ckpt_5_0.004.pth.tar
cuda: true
dataloader:
kwargs:
batch_size: 2
num_workers: 4
pin_memory: true
shuffle: true
name: pt_loader
dir: ./outputs/2020-01-27/02-10-03_bd_train_base_gammanet
epochs: 300
eval: pixel_error
import_class: BDTrain
import_prepath: experiments.contour_detection
log_freq: 20
loss: class_balanced_bce_with_logits
model:
args:
attention: gala
attention_layers: 1
base_ff:
args:
freeze_layers: false
load_weights: true
n_layers: 17
weight_path: /media/data_cifs/aimen/CC_experiments/model_weights/vgg_16.pth.tar
import_class: VGG_16
import_prepath: models.vgg_16
name: vgg_hgru
ff_non_linearity: ReLU
force_alpha_divisive: false
force_non_negativity: true
gn_params:
- - conv2_2
- 3
- - conv3_3
- 3
- - conv4_3
- 3
- - conv5_3
- 1
- - conv4_3
- 1
- - conv3_3
- 1
- - conv2_2
- 1
hidden_init: identity
multiplicative_excitation: true
norm_attention: false
normalization_fgru: InstanceNorm2d
normalization_fgru_params:
affine: true
normalization_gate: InstanceNorm2d
normalization_gate_params:
affine: true
readout: true
readout_feats: 1
saliency_filter_size: 3
timesteps: 8
us_resize_before_block: true
import_class: BaseGN
import_prepath: models.base_gammanet
name: base_gammanet
name: bd_train
optim:
exclusion_params:
- lr: 1.0e-05
params:
- base_ff
weight_decay: 0.0002
name: Adam
params:
betas:
- 0.9
- 0.999
lr: 0.0003
weight_decay: 0.0002
parallel: true
save_freq: 5
sum_freq: 10
track_grads:
grad_hist:
freq: 250
params:
- h_units.0.conv_c2_w
- h_units.0.conv_c1_w
- td_units.2.conv_c2_w
- td_units.2.conv_c1_w
- base_ff.conv2_2
grad_stats:
freq: 50
params:
- h_units.0.conv_c2_w
- h_units.0.conv_c1_w
- td_units.2.conv_c2_w
- td_units.2.conv_c1_w
- base_ff.conv2_2
track_weights:
freq: 250
params:
- h_units.0.conv_c2_w
- h_units.0.conv_c1_w
- td_units.2.conv_c2_w
- td_units.2.conv_c1_w
- base_ff.conv2_2
trainset:
images_path: /media/data_cifs/pytorch_projects/datasets/BSDS500_crops/data/images/train
import_class: BSDS500
import_prepath: data.BSDS500_100
input: image
labels_path: /media/data_cifs/pytorch_projects/datasets/BSDS500_crops/data/groundTruth/train
name: BSDS500_crops
target: label
transform:
Resize:
size: 320
type: train
val_freq: 5
valset:
images_path: /media/data_cifs/pytorch_projects/datasets/BSDS500_crops/data/images/val
import_class: BSDS500
import_prepath: data.BSDS500_100
input: image
labels_path: /media/data_cifs/pytorch_projects/datasets/BSDS500_crops/data/groundTruth/val
name: BSDS500_crops
target: label
transform:
Resize:
size: 320
importing models.base_gammanet . BaseGN
importing models.vgg_16 . VGG_16
2020-01-27 10:45:52,959 number of trainable parameters : 24850888
2020-01-27 10:45:52,962 base_ff excluded params number : 26
2020-01-27 10:45:52,962 remaining params number : 169
2020-01-27 10:45:56,956 Loading parallel finished on GPU count: 2
2020-01-27 10:46:04,501 train epoch 5
2020-01-27 10:46:17,561 [epoch 005/300][b 000/500][b_t 12.6714][L 0.0029][L_m 0.0029][L_em 0.0029][S 11666.5000][S_m 11666.5000][S_em 11666.5000]
2020-01-27 10:46:32,506 [epoch 005/300][b 020/500][b_t 0.7426][L 0.0025][L_m 0.0035][L_em 0.0035][S 11124.5000][S_m 14194.6000][S_em 14074.2143]
2020-01-27 10:46:45,279 [epoch 005/300][b 040/500][b_t 0.6339][L 0.0036][L_m 0.0027][L_em 0.0031][S 12081.0000][S_m 12163.4250][S_em 13142.1220]
2020-01-27 10:46:58,131 [epoch 005/300][b 060/500][b_t 0.6381][L 0.0027][L_m 0.0030][L_em 0.0031][S 12090.0000][S_m 11895.0250][S_em 12733.2377]
2020-01-27 10:47:10,925 [epoch 005/300][b 080/500][b_t 0.6351][L 0.0031][L_m 0.0027][L_em 0.0030][S 12684.5000][S_m 11696.9750][S_em 12477.3704]
2020-01-27 10:47:23,905 [epoch 005/300][b 100/500][b_t 0.6442][L 0.0022][L_m 0.0025][L_em 0.0029][S 9932.5000][S_m 12083.4250][S_em 12399.3614]
2020-01-27 10:47:36,722 [epoch 005/300][b 120/500][b_t 0.6362][L 0.0036][L_m 0.0031][L_em 0.0029][S 14241.5000][S_m 11917.7250][S_em 12319.7521]
2020-01-27 10:47:49,681 [epoch 005/300][b 140/500][b_t 0.6430][L 0.0057][L_m 0.0032][L_em 0.0030][S 13529.5000][S_m 12218.1750][S_em 12305.3440]
2020-01-27 10:48:02,569 [epoch 005/300][b 160/500][b_t 0.6400][L 0.0032][L_m 0.0031][L_em 0.0030][S 10225.5000][S_m 12406.4250][S_em 12317.9006]
2020-01-27 10:48:15,481 [epoch 005/300][b 180/500][b_t 0.6410][L 0.0016][L_m 0.0029][L_em 0.0030][S 10272.5000][S_m 12452.3250][S_em 12332.7541]
2020-01-27 10:48:28,318 [epoch 005/300][b 200/500][b_t 0.6374][L 0.0018][L_m 0.0034][L_em 0.0030][S 12738.5000][S_m 12930.1500][S_em 12392.1965]
2020-01-27 10:48:41,414 [epoch 005/300][b 220/500][b_t 0.6505][L 0.0036][L_m 0.0026][L_em 0.0030][S 12199.5000][S_m 12455.8250][S_em 12397.9548]
2020-01-27 10:48:54,671 [epoch 005/300][b 240/500][b_t 0.6586][L 0.0033][L_m 0.0025][L_em 0.0029][S 11336.5000][S_m 11695.2750][S_em 12339.6411]
2020-01-27 10:49:07,897 [epoch 005/300][b 260/500][b_t 0.6550][L 0.0049][L_m 0.0033][L_em 0.0030][S 13857.5000][S_m 12423.2500][S_em 12346.0479]
2020-01-27 10:49:20,905 [epoch 005/300][b 280/500][b_t 0.6459][L 0.0014][L_m 0.0027][L_em 0.0029][S 9114.0000][S_m 12096.1500][S_em 12328.2616]
2020-01-27 10:49:34,011 [epoch 005/300][b 300/500][b_t 0.6510][L 0.0018][L_m 0.0030][L_em 0.0029][S 12477.5000][S_m 12164.0000][S_em 12317.3472]
2020-01-27 10:49:47,191 [epoch 005/300][b 320/500][b_t 0.6545][L 0.0034][L_m 0.0024][L_em 0.0029][S 14343.5000][S_m 11449.0500][S_em 12263.2477]
2020-01-27 10:50:00,257 [epoch 005/300][b 340/500][b_t 0.6485][L 0.0025][L_m 0.0031][L_em 0.0029][S 11678.5000][S_m 12384.1000][S_em 12270.3358]
2020-01-27 10:50:13,547 [epoch 005/300][b 360/500][b_t 0.6599][L 0.0018][L_m 0.0028][L_em 0.0029][S 12709.5000][S_m 12087.9500][S_em 12260.2313]
2020-01-27 10:50:26,815 [epoch 005/300][b 380/500][b_t 0.6586][L 0.0019][L_m 0.0026][L_em 0.0029][S 10757.0000][S_m 12014.0000][S_em 12247.3058]
2020-01-27 10:50:39,906 [epoch 005/300][b 400/500][b_t 0.6501][L 0.0014][L_m 0.0028][L_em 0.0029][S 9443.5000][S_m 11525.2000][S_em 12211.2905]
2020-01-27 10:50:52,917 [epoch 005/300][b 420/500][b_t 0.6464][L 0.0027][L_m 0.0029][L_em 0.0029][S 14033.5000][S_m 11709.5750][S_em 12187.4561]
2020-01-27 10:51:05,925 [epoch 005/300][b 440/500][b_t 0.6458][L 0.0027][L_m 0.0034][L_em 0.0029][S 9675.0000][S_m 12052.1750][S_em 12181.3209]
2020-01-27 10:51:19,196 [epoch 005/300][b 460/500][b_t 0.6590][L 0.0046][L_m 0.0033][L_em 0.0029][S 11903.5000][S_m 11922.9250][S_em 12170.1106]
2020-01-27 10:51:32,358 [epoch 005/300][b 480/500][b_t 0.6539][L 0.0025][L_m 0.0036][L_em 0.0030][S 11382.0000][S_m 13502.1500][S_em 12225.4969]
2020-01-27 10:51:45,039 validation epoch 5
2020-01-27 10:51:45,865 [epoch 005/300][b 000/250][b_t 0.2555][L 0.0045][L_m 0.0045][L_em 0.0045][S 7342.5000][S_m 7342.5000][S_em 7342.5000]
2020-01-27 10:51:50,374 [epoch 005/300][b 020/250][b_t 0.2176][L 0.0020][L_m 0.0047][L_em 0.0047][S 9632.5000][S_m 11039.6500][S_em 10863.5952]
2020-01-27 10:51:54,867 [epoch 005/300][b 040/250][b_t 0.2160][L 0.0026][L_m 0.0045][L_em 0.0046][S 11867.5000][S_m 11191.1000][S_em 11023.3537]
2020-01-27 10:51:59,447 [epoch 005/300][b 060/250][b_t 0.2183][L 0.0021][L_m 0.0041][L_em 0.0045][S 11604.0000][S_m 11548.4250][S_em 11195.5082]
2020-01-27 10:52:03,990 [epoch 005/300][b 080/250][b_t 0.2131][L 0.0012][L_m 0.0038][L_em 0.0043][S 9187.5000][S_m 10835.1250][S_em 11106.5247]
2020-01-27 10:52:08,278 [epoch 005/300][b 100/250][b_t 0.2102][L 0.0022][L_m 0.0045][L_em 0.0044][S 5717.0000][S_m 11355.4250][S_em 11155.8119]
2020-01-27 10:52:12,702 [epoch 005/300][b 120/250][b_t 0.2168][L 0.0036][L_m 0.0038][L_em 0.0043][S 12612.5000][S_m 11157.4750][S_em 11156.0868]
2020-01-27 10:52:17,175 [epoch 005/300][b 140/250][b_t 0.2138][L 0.0016][L_m 0.0039][L_em 0.0042][S 8196.5000][S_m 10885.5500][S_em 11117.7128]
2020-01-27 10:52:21,545 [epoch 005/300][b 160/250][b_t 0.2120][L 0.0046][L_m 0.0031][L_em 0.0041][S 12225.0000][S_m 10411.4000][S_em 11029.9720]
2020-01-27 10:52:25,967 [epoch 005/300][b 180/250][b_t 0.2165][L 0.0026][L_m 0.0042][L_em 0.0041][S 10074.5000][S_m 11231.6500][S_em 11052.2569]
2020-01-27 10:52:30,356 [epoch 005/300][b 200/250][b_t 0.2100][L 0.0078][L_m 0.0052][L_em 0.0042][S 11931.0000][S_m 11478.6500][S_em 11094.6841]
2020-01-27 10:52:34,894 [epoch 005/300][b 220/250][b_t 0.2111][L 0.0039][L_m 0.0050][L_em 0.0043][S 9619.0000][S_m 11133.5500][S_em 11098.2014]
2020-01-27 10:52:39,283 [epoch 005/300][b 240/250][b_t 0.2163][L 0.0022][L_m 0.0037][L_em 0.0042][S 9444.5000][S_m 10518.5250][S_em 11050.0954]
2020-01-27 10:52:48,924 train epoch 6
/home/azerroug/anaconda3/envs/py36/lib/python3.6/site-packages/skimage/transform/_warps.py:105: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.
warn("The default mode, 'constant', will be changed to 'reflect' in "
/home/azerroug/anaconda3/envs/py36/lib/python3.6/site-packages/skimage/transform/_warps.py:110: UserWarning: Anti-aliasing will be enabled by default in skimage 0.15 to avoid aliasing artifacts when down-sampling images.
warn("Anti-aliasing will be enabled by default in skimage 0.15 to "
2020-01-27 10:52:52,161 [epoch 006/300][b 000/500][b_t 2.8643][L 0.0034][L_m 0.0034][L_em 0.0034][S 10638.0000][S_m 10638.0000][S_em 10638.0000]
2020-01-27 10:53:05,202 [epoch 006/300][b 020/500][b_t 0.6475][L 0.0034][L_m 0.0024][L_em 0.0024][S 11635.5000][S_m 10915.5750][S_em 10902.3571]
2020-01-27 10:53:18,258 [epoch 006/300][b 040/500][b_t 0.6485][L 0.0023][L_m 0.0027][L_em 0.0026][S 11862.0000][S_m 10942.3000][S_em 10921.8415]
2020-01-27 10:53:31,486 [epoch 006/300][b 060/500][b_t 0.6571][L 0.0016][L_m 0.0028][L_em 0.0026][S 8621.0000][S_m 11461.2250][S_em 11098.6885]
2020-01-27 10:53:44,541 [epoch 006/300][b 080/500][b_t 0.6483][L 0.0043][L_m 0.0025][L_em 0.0026][S 11769.0000][S_m 11185.7000][S_em 11120.1728]
2020-01-27 10:53:57,720 [epoch 006/300][b 100/500][b_t 0.6543][L 0.0032][L_m 0.0028][L_em 0.0027][S 12427.5000][S_m 11390.1750][S_em 11173.6386]
2020-01-27 10:54:11,008 [epoch 006/300][b 120/500][b_t 0.6600][L 0.0034][L_m 0.0030][L_em 0.0027][S 14974.0000][S_m 13340.5000][S_em 11531.7975]
2020-01-27 10:54:24,093 [epoch 006/300][b 140/500][b_t 0.6497][L 0.0010][L_m 0.0032][L_em 0.0028][S 8812.0000][S_m 12163.4750][S_em 11621.3972]
2020-01-27 10:54:37,302 [epoch 006/300][b 160/500][b_t 0.6558][L 0.0026][L_m 0.0041][L_em 0.0029][S 14645.5000][S_m 13354.9000][S_em 11836.7391]
2020-01-27 10:54:50,635 [epoch 006/300][b 180/500][b_t 0.6621][L 0.0079][L_m 0.0033][L_em 0.0030][S 14001.0000][S_m 12834.6500][S_em 11947.0055]
2020-01-27 10:55:03,788 [epoch 006/300][b 200/500][b_t 0.6534][L 0.0043][L_m 0.0028][L_em 0.0030][S 12489.0000][S_m 13206.5500][S_em 12072.3333]
2020-01-27 10:55:16,842 [epoch 006/300][b 220/500][b_t 0.6484][L 0.0015][L_m 0.0025][L_em 0.0029][S 12428.5000][S_m 11644.7500][S_em 12033.6380]
2020-01-27 10:55:30,208 [epoch 006/300][b 240/500][b_t 0.6634][L 0.0022][L_m 0.0028][L_em 0.0029][S 12928.0000][S_m 11999.4500][S_em 12030.8008]
2020-01-27 10:55:43,629 [epoch 006/300][b 260/500][b_t 0.6644][L 0.0013][L_m 0.0031][L_em 0.0029][S 11688.0000][S_m 12435.6000][S_em 12061.8199]
2020-01-27 10:55:56,565 [epoch 006/300][b 280/500][b_t 0.6425][L 0.0034][L_m 0.0030][L_em 0.0029][S 13900.0000][S_m 12045.0000][S_em 12060.6228]
2020-01-27 10:56:09,554 [epoch 006/300][b 300/500][b_t 0.6451][L 0.0020][L_m 0.0026][L_em 0.0029][S 11683.0000][S_m 11545.9750][S_em 12026.4269]
2020-01-27 10:56:22,741 [epoch 006/300][b 320/500][b_t 0.6548][L 0.0023][L_m 0.0025][L_em 0.0029][S 12475.0000][S_m 11862.5500][S_em 12016.2165]
2020-01-27 10:56:35,939 [epoch 006/300][b 340/500][b_t 0.6554][L 0.0024][L_m 0.0030][L_em 0.0029][S 12573.5000][S_m 11265.3500][S_em 11972.1774]
2020-01-27 10:56:49,036 [epoch 006/300][b 360/500][b_t 0.6503][L 0.0043][L_m 0.0028][L_em 0.0029][S 11781.5000][S_m 12215.5250][S_em 11985.6593]
2020-01-27 10:57:02,242 [epoch 006/300][b 380/500][b_t 0.6558][L 0.0022][L_m 0.0030][L_em 0.0029][S 11046.5000][S_m 12203.4750][S_em 11997.0932]
2020-01-27 10:57:15,457 [epoch 006/300][b 400/500][b_t 0.6561][L 0.0030][L_m 0.0027][L_em 0.0029][S 12030.0000][S_m 11526.3750][S_em 11973.6160]
2020-01-27 10:57:28,696 [epoch 006/300][b 420/500][b_t 0.6578][L 0.0029][L_m 0.0029][L_em 0.0029][S 10123.0000][S_m 12327.1750][S_em 11990.4121]
2020-01-27 10:57:41,851 [epoch 006/300][b 440/500][b_t 0.6531][L 0.0031][L_m 0.0030][L_em 0.0029][S 12097.0000][S_m 11383.7000][S_em 11962.8968]
2020-01-27 10:57:54,977 [epoch 006/300][b 460/500][b_t 0.6517][L 0.0041][L_m 0.0027][L_em 0.0029][S 9898.0000][S_m 11832.3000][S_em 11957.2310]
2020-01-27 10:58:08,071 [epoch 006/300][b 480/500][b_t 0.6503][L 0.0028][L_m 0.0029][L_em 0.0029][S 12907.0000][S_m 11099.0250][S_em 11921.5468]
2020-01-27 10:58:20,658 train epoch 7
2020-01-27 10:58:21,794 [epoch 007/300][b 000/500][b_t 0.7911][L 0.0023][L_m 0.0023][L_em 0.0023][S 9755.5000][S_m 9755.5000][S_em 9755.5000]
2020-01-27 10:58:34,866 [epoch 007/300][b 020/500][b_t 0.6492][L 0.0039][L_m 0.0025][L_em 0.0025][S 10892.5000][S_m 11018.8750][S_em 10958.7143]
2020-01-27 10:58:48,018 [epoch 007/300][b 040/500][b_t 0.6531][L 0.0022][L_m 0.0029][L_em 0.0027][S 10964.5000][S_m 11638.0500][S_em 11290.0976]
2020-01-27 10:59:01,332 [epoch 007/300][b 060/500][b_t 0.6611][L 0.0010][L_m 0.0025][L_em 0.0027][S 10411.5000][S_m 11557.2250][S_em 11377.6803]
2020-01-27 10:59:14,498 [epoch 007/300][b 080/500][b_t 0.6541][L 0.0011][L_m 0.0025][L_em 0.0026][S 11056.0000][S_m 11510.5250][S_em 11410.4815]
2020-01-27 10:59:27,602 [epoch 007/300][b 100/500][b_t 0.6509][L 0.0017][L_m 0.0024][L_em 0.0026][S 10686.0000][S_m 10537.0750][S_em 11237.5297]
2020-01-27 10:59:40,749 [epoch 007/300][b 120/500][b_t 0.6531][L 0.0028][L_m 0.0028][L_em 0.0026][S 9642.0000][S_m 11208.1750][S_em 11232.6777]
2020-01-27 10:59:53,969 [epoch 007/300][b 140/500][b_t 0.6564][L 0.0026][L_m 0.0027][L_em 0.0026][S 13453.5000][S_m 12780.0250][S_em 11452.1596]
2020-01-27 11:00:07,126 [epoch 007/300][b 160/500][b_t 0.6535][L 0.0035][L_m 0.0032][L_em 0.0027][S 12737.5000][S_m 11223.1750][S_em 11423.7143]
2020-01-27 11:00:20,151 [epoch 007/300][b 180/500][b_t 0.6467][L 0.0016][L_m 0.0026][L_em 0.0027][S 8386.0000][S_m 11381.6750][S_em 11419.0691]
2020-01-27 11:00:33,345 [epoch 007/300][b 200/500][b_t 0.6556][L 0.0008][L_m 0.0028][L_em 0.0027][S 9944.0000][S_m 11485.3250][S_em 11425.6617]
2020-01-27 11:00:46,579 [epoch 007/300][b 220/500][b_t 0.6573][L 0.0023][L_m 0.0034][L_em 0.0028][S 14436.5000][S_m 13045.3000][S_em 11572.2353]
2020-01-27 11:00:59,776 [epoch 007/300][b 240/500][b_t 0.6551][L 0.0045][L_m 0.0030][L_em 0.0028][S 12169.0000][S_m 13251.8000][S_em 11711.6183]
2020-01-27 11:01:13,014 [epoch 007/300][b 260/500][b_t 0.6559][L 0.0027][L_m 0.0029][L_em 0.0028][S 12408.0000][S_m 12183.4750][S_em 11747.7759]
2020-01-27 11:01:26,135 [epoch 007/300][b 280/500][b_t 0.6517][L 0.0033][L_m 0.0026][L_em 0.0028][S 12261.0000][S_m 11799.1750][S_em 11751.4342]
2020-01-27 11:01:39,403 [epoch 007/300][b 300/500][b_t 0.6593][L 0.0050][L_m 0.0030][L_em 0.0028][S 13447.0000][S_m 12455.0250][S_em 11798.1844]
2020-01-27 11:01:52,508 [epoch 007/300][b 320/500][b_t 0.6513][L 0.0029][L_m 0.0028][L_em 0.0028][S 11868.0000][S_m 12147.3250][S_em 11819.9377]
2020-01-27 11:02:05,554 [epoch 007/300][b 340/500][b_t 0.6481][L 0.0028][L_m 0.0027][L_em 0.0028][S 11261.5000][S_m 10714.7250][S_em 11755.1158]
2020-01-27 11:02:18,824 [epoch 007/300][b 360/500][b_t 0.6593][L 0.0037][L_m 0.0028][L_em 0.0028][S 13094.5000][S_m 10945.3000][S_em 11710.2507]
2020-01-27 11:02:31,840 [epoch 007/300][b 380/500][b_t 0.6466][L 0.0019][L_m 0.0025][L_em 0.0028][S 12817.0000][S_m 11510.2000][S_em 11699.7493]
2020-01-27 11:02:45,104 [epoch 007/300][b 400/500][b_t 0.6586][L 0.0045][L_m 0.0033][L_em 0.0028][S 13660.0000][S_m 13147.2750][S_em 11771.9451]
2020-01-27 11:02:58,233 [epoch 007/300][b 420/500][b_t 0.6519][L 0.0025][L_m 0.0028][L_em 0.0028][S 13067.5000][S_m 12235.2750][S_em 11793.9561]
2020-01-27 11:03:11,453 [epoch 007/300][b 440/500][b_t 0.6567][L 0.0029][L_m 0.0024][L_em 0.0028][S 12368.0000][S_m 11110.6750][S_em 11762.9683]
2020-01-27 11:03:24,509 [epoch 007/300][b 460/500][b_t 0.6484][L 0.0016][L_m 0.0029][L_em 0.0028][S 12460.0000][S_m 11827.6250][S_em 11765.7733]
2020-01-27 11:03:37,567 [epoch 007/300][b 480/500][b_t 0.6487][L 0.0033][L_m 0.0036][L_em 0.0028][S 14216.5000][S_m 12460.3250][S_em 11794.6528]
2020-01-27 11:03:50,093 train epoch 8
2020-01-27 11:03:51,246 [epoch 008/300][b 000/500][b_t 0.7898][L 0.0051][L_m 0.0051][L_em 0.0051][S 13429.5000][S_m 13429.5000][S_em 13429.5000]
2020-01-27 11:04:04,435 [epoch 008/300][b 020/500][b_t 0.6552][L 0.0013][L_m 0.0027][L_em 0.0028][S 12723.0000][S_m 12160.5750][S_em 12221.0000]
2020-01-27 11:04:17,549 [epoch 008/300][b 040/500][b_t 0.6517][L 0.0043][L_m 0.0029][L_em 0.0029][S 11073.0000][S_m 11277.9750][S_em 11760.9878]
2020-01-27 11:04:30,662 [epoch 008/300][b 060/500][b_t 0.6516][L 0.0097][L_m 0.0029][L_em 0.0029][S 14182.0000][S_m 11735.1750][S_em 11752.5246]
2020-01-27 11:04:43,995 [epoch 008/300][b 080/500][b_t 0.6628][L 0.0014][L_m 0.0028][L_em 0.0028][S 12482.5000][S_m 11602.2500][S_em 11715.4198]
2020-01-27 11:04:57,137 [epoch 008/300][b 100/500][b_t 0.6532][L 0.0012][L_m 0.0024][L_em 0.0028][S 10692.5000][S_m 12533.2500][S_em 11877.3663]
2020-01-27 11:05:10,316 [epoch 008/300][b 120/500][b_t 0.6551][L 0.0029][L_m 0.0025][L_em 0.0027][S 10556.0000][S_m 11091.2250][S_em 11747.4256]
2020-01-27 11:05:23,429 [epoch 008/300][b 140/500][b_t 0.6517][L 0.0023][L_m 0.0023][L_em 0.0027][S 13139.5000][S_m 12003.7250][S_em 11783.7801]
2020-01-27 11:05:36,685 [epoch 008/300][b 160/500][b_t 0.6586][L 0.0039][L_m 0.0026][L_em 0.0027][S 10416.0000][S_m 11209.5250][S_em 11712.4441]
2020-01-27 11:05:49,857 [epoch 008/300][b 180/500][b_t 0.6545][L 0.0039][L_m 0.0024][L_em 0.0026][S 12512.0000][S_m 10858.5500][S_em 11618.0912]
2020-01-27 11:06:03,005 [epoch 008/300][b 200/500][b_t 0.6533][L 0.0036][L_m 0.0026][L_em 0.0026][S 12477.0000][S_m 11615.1750][S_em 11617.8010]
2020-01-27 11:06:15,984 [epoch 008/300][b 220/500][b_t 0.6448][L 0.0030][L_m 0.0026][L_em 0.0026][S 12513.0000][S_m 11495.9000][S_em 11606.7692]
2020-01-27 11:06:29,161 [epoch 008/300][b 240/500][b_t 0.6545][L 0.0032][L_m 0.0027][L_em 0.0026][S 10223.0000][S_m 11583.2250][S_em 11604.8154]
2020-01-27 11:06:42,416 [epoch 008/300][b 260/500][b_t 0.6572][L 0.0024][L_m 0.0028][L_em 0.0026][S 11727.5000][S_m 11237.9750][S_em 11576.7050]
2020-01-27 11:06:55,443 [epoch 008/300][b 280/500][b_t 0.6471][L 0.0040][L_m 0.0023][L_em 0.0026][S 11384.0000][S_m 10605.9500][S_em 11507.6121]
2020-01-27 11:07:08,553 [epoch 008/300][b 300/500][b_t 0.6512][L 0.0025][L_m 0.0029][L_em 0.0026][S 10987.0000][S_m 11501.3500][S_em 11507.1960]
2020-01-27 11:07:21,627 [epoch 008/300][b 320/500][b_t 0.6496][L 0.0023][L_m 0.0024][L_em 0.0026][S 10637.5000][S_m 11463.0250][S_em 11504.4439]
2020-01-27 11:07:34,755 [epoch 008/300][b 340/500][b_t 0.6524][L 0.0015][L_m 0.0029][L_em 0.0026][S 10486.0000][S_m 11699.5250][S_em 11515.8856]
2020-01-27 11:07:47,839 [epoch 008/300][b 360/500][b_t 0.6504][L 0.0034][L_m 0.0034][L_em 0.0027][S 12821.5000][S_m 13141.7500][S_em 11605.9612]
2020-01-27 11:08:00,793 [epoch 008/300][b 380/500][b_t 0.6433][L 0.0012][L_m 0.0033][L_em 0.0027][S 14631.0000][S_m 11944.6750][S_em 11623.7415]
2020-01-27 11:08:13,946 [epoch 008/300][b 400/500][b_t 0.6537][L 0.0028][L_m 0.0029][L_em 0.0027][S 13576.0000][S_m 12821.7500][S_em 11683.4925]
2020-01-27 11:08:26,966 [epoch 008/300][b 420/500][b_t 0.6467][L 0.0019][L_m 0.0029][L_em 0.0027][S 10810.0000][S_m 11436.4500][S_em 11671.7565]
2020-01-27 11:08:40,094 [epoch 008/300][b 440/500][b_t 0.6525][L 0.0019][L_m 0.0026][L_em 0.0027][S 11727.5000][S_m 11895.1500][S_em 11681.8878]
2020-01-27 11:08:53,339 [epoch 008/300][b 460/500][b_t 0.6581][L 0.0030][L_m 0.0032][L_em 0.0027][S 12330.5000][S_m 12037.7750][S_em 11697.3275]
2020-01-27 11:09:06,311 [epoch 008/300][b 480/500][b_t 0.6444][L 0.0040][L_m 0.0025][L_em 0.0027][S 11857.5000][S_m 10964.9750][S_em 11666.8763]
2020-01-27 11:09:18,874 train epoch 9
2020-01-27 11:09:20,032 [epoch 009/300][b 000/500][b_t 0.7957][L 0.0021][L_m 0.0021][L_em 0.0021][S 10774.5000][S_m 10774.5000][S_em 10774.5000]
2020-01-27 11:09:33,144 [epoch 009/300][b 020/500][b_t 0.6513][L 0.0019][L_m 0.0027][L_em 0.0027][S 11146.5000][S_m 11959.0500][S_em 11902.6429]
2020-01-27 11:09:46,261 [epoch 009/300][b 040/500][b_t 0.6520][L 0.0017][L_m 0.0023][L_em 0.0025][S 11433.5000][S_m 11317.9500][S_em 11617.4268]
2020-01-27 11:09:59,323 [epoch 009/300][b 060/500][b_t 0.6489][L 0.0029][L_m 0.0032][L_em 0.0027][S 8938.5000][S_m 11527.0000][S_em 11587.7787]
2020-01-27 11:10:12,432 [epoch 009/300][b 080/500][b_t 0.6514][L 0.0027][L_m 0.0028][L_em 0.0027][S 10952.0000][S_m 11247.3500][S_em 11503.7222]
2020-01-27 11:10:25,811 [epoch 009/300][b 100/500][b_t 0.6647][L 0.0014][L_m 0.0024][L_em 0.0027][S 11331.0000][S_m 11011.4000][S_em 11406.2327]
2020-01-27 11:10:38,895 [epoch 009/300][b 120/500][b_t 0.6502][L 0.0021][L_m 0.0022][L_em 0.0026][S 10109.0000][S_m 10610.3750][S_em 11274.6860]
2020-01-27 11:10:51,964 [epoch 009/300][b 140/500][b_t 0.6491][L 0.0037][L_m 0.0026][L_em 0.0026][S 12295.0000][S_m 10728.1500][S_em 11197.1631]
2020-01-27 11:11:04,977 [epoch 009/300][b 160/500][b_t 0.6467][L 0.0019][L_m 0.0024][L_em 0.0026][S 11884.5000][S_m 10604.7250][S_em 11123.5683]
2020-01-27 11:11:18,104 [epoch 009/300][b 180/500][b_t 0.6524][L 0.0016][L_m 0.0024][L_em 0.0025][S 10812.0000][S_m 11165.8250][S_em 11128.2376]
2020-01-27 11:11:31,275 [epoch 009/300][b 200/500][b_t 0.6542][L 0.0038][L_m 0.0029][L_em 0.0026][S 9896.5000][S_m 11071.6000][S_em 11122.6020]
2020-01-27 11:11:44,417 [epoch 009/300][b 220/500][b_t 0.6530][L 0.0057][L_m 0.0037][L_em 0.0027][S 13260.5000][S_m 12393.4750][S_em 11237.6131]
2020-01-27 11:11:57,435 [epoch 009/300][b 240/500][b_t 0.6470][L 0.0048][L_m 0.0031][L_em 0.0027][S 12453.5000][S_m 12275.0750][S_em 11323.7095]
2020-01-27 11:12:10,749 [epoch 009/300][b 260/500][b_t 0.6597][L 0.0043][L_m 0.0029][L_em 0.0027][S 11179.5000][S_m 12103.9250][S_em 11383.4962]
2020-01-27 11:12:23,729 [epoch 009/300][b 280/500][b_t 0.6450][L 0.0011][L_m 0.0025][L_em 0.0027][S 7807.0000][S_m 10542.4750][S_em 11323.6370]
2020-01-27 11:12:36,863 [epoch 009/300][b 300/500][b_t 0.6527][L 0.0011][L_m 0.0026][L_em 0.0027][S 12411.5000][S_m 11936.3750][S_em 11364.3505]
2020-01-27 11:12:49,919 [epoch 009/300][b 320/500][b_t 0.6488][L 0.0018][L_m 0.0024][L_em 0.0027][S 9559.5000][S_m 11390.1000][S_em 11365.9548]
2020-01-27 11:13:03,047 [epoch 009/300][b 340/500][b_t 0.6525][L 0.0028][L_m 0.0034][L_em 0.0027][S 13425.5000][S_m 12128.6750][S_em 11410.6891]
2020-01-27 11:13:16,273 [epoch 009/300][b 360/500][b_t 0.6574][L 0.0014][L_m 0.0027][L_em 0.0027][S 12555.5000][S_m 12605.2000][S_em 11476.8670]
2020-01-27 11:13:29,299 [epoch 009/300][b 380/500][b_t 0.6472][L 0.0011][L_m 0.0028][L_em 0.0027][S 12633.0000][S_m 12076.1000][S_em 11508.3228]
2020-01-27 11:13:42,389 [epoch 009/300][b 400/500][b_t 0.6503][L 0.0016][L_m 0.0026][L_em 0.0027][S 14460.0000][S_m 13049.2250][S_em 11585.1758]
2020-01-27 11:13:55,420 [epoch 009/300][b 420/500][b_t 0.6476][L 0.0054][L_m 0.0035][L_em 0.0028][S 13025.0000][S_m 13429.8750][S_em 11672.8100]
2020-01-27 11:14:08,547 [epoch 009/300][b 440/500][b_t 0.6522][L 0.0014][L_m 0.0025][L_em 0.0027][S 10785.0000][S_m 12455.3500][S_em 11708.2993]
2020-01-27 11:14:21,569 [epoch 009/300][b 460/500][b_t 0.6471][L 0.0021][L_m 0.0030][L_em 0.0028][S 13886.0000][S_m 12965.1000][S_em 11762.8243]
2020-01-27 11:14:34,596 [epoch 009/300][b 480/500][b_t 0.6473][L 0.0028][L_m 0.0031][L_em 0.0028][S 11587.0000][S_m 12368.2250][S_em 11787.9969]
2020-01-27 11:14:47,042 train epoch 10
2020-01-27 11:14:48,216 [epoch 010/300][b 000/500][b_t 0.8096][L 0.0030][L_m 0.0030][L_em 0.0030][S 12265.0000][S_m 12265.0000][S_em 12265.0000]
2020-01-27 11:15:01,530 [epoch 010/300][b 020/500][b_t 0.6614][L 0.0031][L_m 0.0026][L_em 0.0027][S 10731.5000][S_m 11076.5000][S_em 11133.0952]
2020-01-27 11:15:14,733 [epoch 010/300][b 040/500][b_t 0.6560][L 0.0016][L_m 0.0027][L_em 0.0027][S 12844.5000][S_m 11345.3500][S_em 11236.6341]
2020-01-27 11:15:27,962 [epoch 010/300][b 060/500][b_t 0.6572][L 0.0023][L_m 0.0035][L_em 0.0029][S 13858.5000][S_m 12361.2250][S_em 11605.3525]
2020-01-27 11:15:41,035 [epoch 010/300][b 080/500][b_t 0.6490][L 0.0032][L_m 0.0023][L_em 0.0028][S 11382.5000][S_m 11958.7250][S_em 11692.6049]
2020-01-27 11:15:54,186 [epoch 010/300][b 100/500][b_t 0.6532][L 0.0046][L_m 0.0027][L_em 0.0027][S 10380.0000][S_m 10783.5750][S_em 11512.5990]
2020-01-27 11:16:07,164 [epoch 010/300][b 120/500][b_t 0.6446][L 0.0048][L_m 0.0028][L_em 0.0028][S 9748.5000][S_m 11331.5500][S_em 11482.6736]
2020-01-27 11:16:20,284 [epoch 010/300][b 140/500][b_t 0.6514][L 0.0045][L_m 0.0024][L_em 0.0027][S 12158.0000][S_m 10592.0250][S_em 11356.3404]
2020-01-27 11:16:33,521 [epoch 010/300][b 160/500][b_t 0.6576][L 0.0024][L_m 0.0026][L_em 0.0027][S 11335.5000][S_m 11264.0500][S_em 11344.8758]
2020-01-27 11:16:46,612 [epoch 010/300][b 180/500][b_t 0.6503][L 0.0015][L_m 0.0028][L_em 0.0027][S 10556.5000][S_m 11221.8000][S_em 11331.2762]
2020-01-27 11:16:59,868 [epoch 010/300][b 200/500][b_t 0.6585][L 0.0025][L_m 0.0031][L_em 0.0027][S 10271.5000][S_m 11726.4250][S_em 11370.5945]
2020-01-27 11:17:13,083 [epoch 010/300][b 220/500][b_t 0.6561][L 0.0021][L_m 0.0028][L_em 0.0027][S 11523.0000][S_m 12173.5000][S_em 11443.2557]
2020-01-27 11:17:26,215 [epoch 010/300][b 240/500][b_t 0.6520][L 0.0021][L_m 0.0030][L_em 0.0028][S 10300.0000][S_m 12212.2000][S_em 11507.0685]
2020-01-27 11:17:39,604 [epoch 010/300][b 260/500][b_t 0.6631][L 0.0022][L_m 0.0030][L_em 0.0028][S 10120.0000][S_m 11076.1000][S_em 11474.0441]
2020-01-27 11:17:52,829 [epoch 010/300][b 280/500][b_t 0.6570][L 0.0022][L_m 0.0023][L_em 0.0027][S 11100.0000][S_m 10982.8250][S_em 11439.0819]
2020-01-27 11:18:05,944 [epoch 010/300][b 300/500][b_t 0.6515][L 0.0015][L_m 0.0021][L_em 0.0027][S 7686.5000][S_m 10003.6000][S_em 11343.7010]
2020-01-27 11:18:19,015 [epoch 010/300][b 320/500][b_t 0.6494][L 0.0018][L_m 0.0025][L_em 0.0027][S 11257.0000][S_m 11005.7750][S_em 11322.6464]
2020-01-27 11:18:32,138 [epoch 010/300][b 340/500][b_t 0.6517][L 0.0037][L_m 0.0023][L_em 0.0027][S 11572.5000][S_m 10411.5500][S_em 11269.2097]
2020-01-27 11:18:45,432 [epoch 010/300][b 360/500][b_t 0.6595][L 0.0019][L_m 0.0021][L_em 0.0026][S 10155.5000][S_m 10325.4500][S_em 11216.9238]
2020-01-27 11:18:58,582 [epoch 010/300][b 380/500][b_t 0.6533][L 0.0023][L_m 0.0028][L_em 0.0026][S 10878.5000][S_m 11763.4000][S_em 11245.6102]
2020-01-27 11:19:11,675 [epoch 010/300][b 400/500][b_t 0.6504][L 0.0033][L_m 0.0030][L_em 0.0027][S 13798.5000][S_m 12638.0750][S_em 11315.0599]
2020-01-27 11:19:24,792 [epoch 010/300][b 420/500][b_t 0.6517][L 0.0028][L_m 0.0027][L_em 0.0027][S 11552.0000][S_m 11788.0250][S_em 11337.5285]
2020-01-27 11:19:37,851 [epoch 010/300][b 440/500][b_t 0.6486][L 0.0021][L_m 0.0031][L_em 0.0027][S 12196.5000][S_m 12470.7250][S_em 11388.9206]
2020-01-27 11:19:51,145 [epoch 010/300][b 460/500][b_t 0.6604][L 0.0027][L_m 0.0023][L_em 0.0027][S 12921.0000][S_m 11375.1750][S_em 11388.3243]
2020-01-27 11:20:04,118 [epoch 010/300][b 480/500][b_t 0.6448][L 0.0015][L_m 0.0027][L_em 0.0027][S 10892.0000][S_m 11191.1000][S_em 11380.1237]
2020-01-27 11:20:16,621 validation epoch 10
2020-01-27 11:20:17,338 [epoch 010/300][b 000/250][b_t 0.2367][L 0.0081][L_m 0.0081][L_em 0.0081][S 10875.0000][S_m 10875.0000][S_em 10875.0000]
2020-01-27 11:20:21,860 [epoch 010/300][b 020/250][b_t 0.2107][L 0.0089][L_m 0.0047][L_em 0.0049][S 11007.5000][S_m 9623.4750][S_em 9683.0714]
2020-01-27 11:20:26,343 [epoch 010/300][b 040/250][b_t 0.2090][L 0.0080][L_m 0.0051][L_em 0.0050][S 9245.5000][S_m 9423.9250][S_em 9556.6585]
2020-01-27 11:20:30,848 [epoch 010/300][b 060/250][b_t 0.2084][L 0.0067][L_m 0.0044][L_em 0.0048][S 8494.5000][S_m 9034.7500][S_em 9385.5410]
2020-01-27 11:20:35,259 [epoch 010/300][b 080/250][b_t 0.2065][L 0.0025][L_m 0.0042][L_em 0.0047][S 7773.0000][S_m 9582.1750][S_em 9434.0926]
2020-01-27 11:20:39,705 [epoch 010/300][b 100/250][b_t 0.1982][L 0.0029][L_m 0.0058][L_em 0.0049][S 8843.0000][S_m 9853.8000][S_em 9517.2030]
2020-01-27 11:20:44,089 [epoch 010/300][b 120/250][b_t 0.2007][L 0.0081][L_m 0.0053][L_em 0.0050][S 9945.0000][S_m 9465.0500][S_em 9508.5826]
2020-01-27 11:20:48,550 [epoch 010/300][b 140/250][b_t 0.2121][L 0.0028][L_m 0.0040][L_em 0.0048][S 7867.0000][S_m 9490.8250][S_em 9506.0638]
2020-01-27 11:20:52,889 [epoch 010/300][b 160/250][b_t 0.2099][L 0.0057][L_m 0.0041][L_em 0.0047][S 10915.5000][S_m 9264.0000][S_em 9475.9938]
2020-01-27 11:20:57,231 [epoch 010/300][b 180/250][b_t 0.2136][L 0.0014][L_m 0.0056][L_em 0.0048][S 7160.5000][S_m 9811.1000][S_em 9513.0221]
2020-01-27 11:21:01,591 [epoch 010/300][b 200/250][b_t 0.2149][L 0.0036][L_m 0.0036][L_em 0.0047][S 10602.5000][S_m 9513.3500][S_em 9513.0547]
2020-01-27 11:21:05,932 [epoch 010/300][b 220/250][b_t 0.2126][L 0.0053][L_m 0.0050][L_em 0.0047][S 11356.5000][S_m 10089.7750][S_em 9565.2466]
2020-01-27 11:21:10,369 [epoch 010/300][b 240/250][b_t 0.2174][L 0.0039][L_m 0.0040][L_em 0.0047][S 9355.5000][S_m 9484.0250][S_em 9558.5062]
2020-01-27 11:21:18,320 train epoch 11
2020-01-27 11:21:19,555 [epoch 011/300][b 000/500][b_t 0.8542][L 0.0038][L_m 0.0038][L_em 0.0038][S 10369.5000][S_m 10369.5000][S_em 10369.5000]
2020-01-27 11:21:32,623 [epoch 011/300][b 020/500][b_t 0.6487][L 0.0027][L_m 0.0029][L_em 0.0030][S 13843.5000][S_m 11739.0000][S_em 11673.7857]
2020-01-27 11:21:45,642 [epoch 011/300][b 040/500][b_t 0.6467][L 0.0027][L_m 0.0025][L_em 0.0027][S 12166.0000][S_m 11542.2000][S_em 11609.5976]
2020-01-27 11:21:58,805 [epoch 011/300][b 060/500][b_t 0.6539][L 0.0010][L_m 0.0025][L_em 0.0027][S 10213.0000][S_m 10230.6250][S_em 11157.4754]
2020-01-27 11:22:12,197 [epoch 011/300][b 080/500][b_t 0.6656][L 0.0024][L_m 0.0030][L_em 0.0028][S 10483.0000][S_m 12147.2750][S_em 11401.8704]
2020-01-27 11:22:25,422 [epoch 011/300][b 100/500][b_t 0.6571][L 0.0032][L_m 0.0026][L_em 0.0027][S 11809.5000][S_m 11340.2250][S_em 11389.6634]
2020-01-27 11:22:38,639 [epoch 011/300][b 120/500][b_t 0.6562][L 0.0013][L_m 0.0028][L_em 0.0027][S 9076.0000][S_m 11583.5000][S_em 11421.7025]
2020-01-27 11:22:51,810 [epoch 011/300][b 140/500][b_t 0.6540][L 0.0041][L_m 0.0024][L_em 0.0027][S 10916.0000][S_m 11186.8250][S_em 11388.3865]
2020-01-27 11:23:05,045 [epoch 011/300][b 160/500][b_t 0.6574][L 0.0024][L_m 0.0021][L_em 0.0026][S 12655.5000][S_m 11005.6500][S_em 11340.8416]
2020-01-27 11:23:18,197 [epoch 011/300][b 180/500][b_t 0.6533][L 0.0020][L_m 0.0023][L_em 0.0026][S 11693.0000][S_m 10993.4500][S_em 11302.4558]
2020-01-27 11:23:31,375 [epoch 011/300][b 200/500][b_t 0.6548][L 0.0017][L_m 0.0024][L_em 0.0026][S 11316.5000][S_m 10528.0250][S_em 11225.3980]
2020-01-27 11:23:44,422 [epoch 011/300][b 220/500][b_t 0.6480][L 0.0030][L_m 0.0026][L_em 0.0026][S 11867.5000][S_m 10789.5500][S_em 11185.9548]
2020-01-27 11:23:57,409 [epoch 011/300][b 240/500][b_t 0.6451][L 0.0018][L_m 0.0025][L_em 0.0026][S 11315.5000][S_m 10989.1250][S_em 11169.6203]
2020-01-27 11:24:10,750 [epoch 011/300][b 260/500][b_t 0.6606][L 0.0021][L_m 0.0027][L_em 0.0026][S 10037.0000][S_m 11493.9250][S_em 11194.4713]
2020-01-27 11:24:23,853 [epoch 011/300][b 280/500][b_t 0.6508][L 0.0031][L_m 0.0034][L_em 0.0026][S 9902.5000][S_m 11980.3750][S_em 11250.4075]
2020-01-27 11:24:36,893 [epoch 011/300][b 300/500][b_t 0.6476][L 0.0013][L_m 0.0029][L_em 0.0026][S 10097.0000][S_m 11713.0250][S_em 11281.1462]
2020-01-27 11:24:49,803 [epoch 011/300][b 320/500][b_t 0.6412][L 0.0020][L_m 0.0029][L_em 0.0027][S 14240.0000][S_m 11418.1750][S_em 11289.6838]
2020-01-27 11:25:02,983 [epoch 011/300][b 340/500][b_t 0.6550][L 0.0044][L_m 0.0029][L_em 0.0027][S 14567.0000][S_m 14693.2750][S_em 11489.3079]
2020-01-27 11:25:16,025 [epoch 011/300][b 360/500][b_t 0.6475][L 0.0033][L_m 0.0028][L_em 0.0027][S 12565.5000][S_m 12654.1750][S_em 11553.8435]
2020-01-27 11:25:28,947 [epoch 011/300][b 380/500][b_t 0.6415][L 0.0025][L_m 0.0029][L_em 0.0027][S 10968.0000][S_m 11754.7500][S_em 11564.3898]
2020-01-27 11:25:42,077 [epoch 011/300][b 400/500][b_t 0.6524][L 0.0042][L_m 0.0026][L_em 0.0027][S 13168.0000][S_m 11185.2500][S_em 11545.4800]
2020-01-27 11:25:55,101 [epoch 011/300][b 420/500][b_t 0.6466][L 0.0032][L_m 0.0027][L_em 0.0027][S 12029.0000][S_m 11690.4000][S_em 11552.3646]
2020-01-27 11:26:08,409 [epoch 011/300][b 440/500][b_t 0.6604][L 0.0021][L_m 0.0023][L_em 0.0027][S 10388.0000][S_m 10590.5000][S_em 11508.7426]
2020-01-27 11:26:21,723 [epoch 011/300][b 460/500][b_t 0.6606][L 0.0020][L_m 0.0026][L_em 0.0027][S 11326.5000][S_m 11973.5000][S_em 11528.9056]
2020-01-27 11:26:34,456 [epoch 011/300][b 480/500][b_t 0.6322][L 0.0054][L_m 0.0038][L_em 0.0027][S 14864.0000][S_m 13129.3000][S_em 11595.4501]
2020-01-27 11:26:46,813 train epoch 12
2020-01-27 11:26:48,022 [epoch 012/300][b 000/500][b_t 0.8380][L 0.0015][L_m 0.0015][L_em 0.0015][S 12360.5000][S_m 12360.5000][S_em 12360.5000]
2020-01-27 11:27:00,907 [epoch 012/300][b 020/500][b_t 0.6394][L 0.0028][L_m 0.0021][L_em 0.0021][S 10674.0000][S_m 11612.9250][S_em 11648.5238]
2020-01-27 11:27:13,968 [epoch 012/300][b 040/500][b_t 0.6486][L 0.0013][L_m 0.0028][L_em 0.0024][S 11040.0000][S_m 11056.1000][S_em 11359.5366]
2020-01-27 11:27:27,210 [epoch 012/300][b 060/500][b_t 0.6574][L 0.0023][L_m 0.0023][L_em 0.0024][S 10178.5000][S_m 11114.0750][S_em 11279.0574]
2020-01-27 11:27:40,119 [epoch 012/300][b 080/500][b_t 0.6412][L 0.0027][L_m 0.0030][L_em 0.0025][S 9444.0000][S_m 11797.0500][S_em 11406.9568]
2020-01-27 11:27:53,148 [epoch 012/300][b 100/500][b_t 0.6472][L 0.0037][L_m 0.0034][L_em 0.0027][S 14551.5000][S_m 12680.1000][S_em 11659.0644]
2020-01-27 11:28:06,164 [epoch 012/300][b 120/500][b_t 0.6464][L 0.0032][L_m 0.0023][L_em 0.0026][S 11038.0000][S_m 11067.0500][S_em 11561.2107]
2020-01-27 11:28:19,220 [epoch 012/300][b 140/500][b_t 0.6484][L 0.0007][L_m 0.0023][L_em 0.0026][S 10345.5000][S_m 10618.3250][S_em 11427.4681]
2020-01-27 11:28:32,194 [epoch 012/300][b 160/500][b_t 0.6441][L 0.0018][L_m 0.0026][L_em 0.0026][S 12329.5000][S_m 11450.0000][S_em 11430.2671]
2020-01-27 11:28:45,043 [epoch 012/300][b 180/500][b_t 0.6382][L 0.0028][L_m 0.0024][L_em 0.0026][S 10193.5000][S_m 11025.1500][S_em 11385.5028]
2020-01-27 11:28:58,270 [epoch 012/300][b 200/500][b_t 0.6566][L 0.0031][L_m 0.0024][L_em 0.0026][S 10921.5000][S_m 10940.3250][S_em 11341.2065]
2020-01-27 11:29:11,156 [epoch 012/300][b 220/500][b_t 0.6401][L 0.0015][L_m 0.0024][L_em 0.0025][S 8728.0000][S_m 11453.8250][S_em 11351.3982]
2020-01-27 11:29:24,258 [epoch 012/300][b 240/500][b_t 0.6506][L 0.0013][L_m 0.0028][L_em 0.0026][S 9722.5000][S_m 11170.2000][S_em 11336.3610]
2020-01-27 11:29:37,353 [epoch 012/300][b 260/500][b_t 0.6487][L 0.0040][L_m 0.0025][L_em 0.0026][S 12062.5000][S_m 10859.6750][S_em 11299.8333]
2020-01-27 11:29:50,315 [epoch 012/300][b 280/500][b_t 0.6437][L 0.0026][L_m 0.0027][L_em 0.0026][S 9999.0000][S_m 10353.1500][S_em 11232.4537]
2020-01-27 11:30:03,324 [epoch 012/300][b 300/500][b_t 0.6460][L 0.0024][L_m 0.0029][L_em 0.0026][S 10780.0000][S_m 11667.7250][S_em 11261.3754]
2020-01-27 11:30:16,307 [epoch 012/300][b 320/500][b_t 0.6448][L 0.0036][L_m 0.0024][L_em 0.0026][S 11261.5000][S_m 10859.3500][S_em 11236.3271]
2020-01-27 11:30:29,492 [epoch 012/300][b 340/500][b_t 0.6550][L 0.0026][L_m 0.0028][L_em 0.0026][S 11216.0000][S_m 11197.2250][S_em 11234.0337]
2020-01-27 11:30:42,489 [epoch 012/300][b 360/500][b_t 0.6454][L 0.0020][L_m 0.0023][L_em 0.0026][S 10098.5000][S_m 10183.5750][S_em 11175.8366]
2020-01-27 11:30:55,570 [epoch 012/300][b 380/500][b_t 0.6499][L 0.0022][L_m 0.0030][L_em 0.0026][S 8980.0000][S_m 11704.5250][S_em 11203.5892]
2020-01-27 11:31:08,371 [epoch 012/300][b 400/500][b_t 0.6356][L 0.0028][L_m 0.0026][L_em 0.0026][S 10815.0000][S_m 10953.8250][S_em 11191.1322]
2020-01-27 11:31:21,346 [epoch 012/300][b 420/500][b_t 0.6445][L 0.0031][L_m 0.0028][L_em 0.0026][S 11481.0000][S_m 11444.2750][S_em 11203.1580]
2020-01-27 11:31:34,272 [epoch 012/300][b 440/500][b_t 0.6420][L 0.0025][L_m 0.0026][L_em 0.0026][S 10196.5000][S_m 11771.0750][S_em 11228.9138]
2020-01-27 11:31:47,226 [epoch 012/300][b 460/500][b_t 0.6436][L 0.0031][L_m 0.0025][L_em 0.0026][S 11758.0000][S_m 11543.9750][S_em 11242.5824]
2020-01-27 11:32:00,128 [epoch 012/300][b 480/500][b_t 0.6408][L 0.0033][L_m 0.0029][L_em 0.0026][S 13393.0000][S_m 11662.9750][S_em 11260.0624]
2020-01-27 11:32:12,462 train epoch 13
2020-01-27 11:32:13,609 [epoch 013/300][b 000/500][b_t 0.7875][L 0.0025][L_m 0.0025][L_em 0.0025][S 11932.5000][S_m 11932.5000][S_em 11932.5000]
2020-01-27 11:32:26,691 [epoch 013/300][b 020/500][b_t 0.6496][L 0.0010][L_m 0.0029][L_em 0.0029][S 13321.0000][S_m 11868.1750][S_em 11871.2381]
2020-01-27 11:32:39,616 [epoch 013/300][b 040/500][b_t 0.6422][L 0.0026][L_m 0.0028][L_em 0.0028][S 10544.5000][S_m 11233.6000][S_em 11560.1951]
2020-01-27 11:32:52,625 [epoch 013/300][b 060/500][b_t 0.6457][L 0.0030][L_m 0.0021][L_em 0.0026][S 12029.5000][S_m 10849.1750][S_em 11327.0738]
2020-01-27 11:33:05,663 [epoch 013/300][b 080/500][b_t 0.6475][L 0.0018][L_m 0.0021][L_em 0.0025][S 10729.0000][S_m 10693.1250][S_em 11170.5432]
2020-01-27 11:33:18,561 [epoch 013/300][b 100/500][b_t 0.6404][L 0.0048][L_m 0.0031][L_em 0.0026][S 13131.0000][S_m 11525.7500][S_em 11240.8812]
2020-01-27 11:33:31,473 [epoch 013/300][b 120/500][b_t 0.6413][L 0.0021][L_m 0.0023][L_em 0.0025][S 10716.5000][S_m 10665.5250][S_em 11145.7810]
2020-01-27 11:33:44,486 [epoch 013/300][b 140/500][b_t 0.6460][L 0.0026][L_m 0.0022][L_em 0.0025][S 9956.0000][S_m 10669.7750][S_em 11078.2624]
2020-01-27 11:33:57,478 [epoch 013/300][b 160/500][b_t 0.6452][L 0.0023][L_m 0.0028][L_em 0.0025][S 10068.5000][S_m 10628.6000][S_em 11022.4037]
2020-01-27 11:34:10,386 [epoch 013/300][b 180/500][b_t 0.6409][L 0.0014][L_m 0.0024][L_em 0.0025][S 12698.5000][S_m 11161.6750][S_em 11037.7928]
2020-01-27 11:34:23,489 [epoch 013/300][b 200/500][b_t 0.6506][L 0.0049][L_m 0.0030][L_em 0.0026][S 14613.0000][S_m 11962.2500][S_em 11129.7786]
2020-01-27 11:34:36,531 [epoch 013/300][b 220/500][b_t 0.6473][L 0.0033][L_m 0.0034][L_em 0.0026][S 13095.5000][S_m 13611.4500][S_em 11354.3643]
2020-01-27 11:34:49,557 [epoch 013/300][b 240/500][b_t 0.6467][L 0.0022][L_m 0.0027][L_em 0.0027][S 13900.0000][S_m 12029.8250][S_em 11410.4191]
2020-01-27 11:35:02,644 [epoch 013/300][b 260/500][b_t 0.6480][L 0.0015][L_m 0.0026][L_em 0.0026][S 12252.0000][S_m 11399.5500][S_em 11409.5862]
2020-01-27 11:35:15,518 [epoch 013/300][b 280/500][b_t 0.6392][L 0.0026][L_m 0.0026][L_em 0.0026][S 11082.5000][S_m 11594.7750][S_em 11422.7669]
2020-01-27 11:35:28,600 [epoch 013/300][b 300/500][b_t 0.6497][L 0.0041][L_m 0.0028][L_em 0.0026][S 12440.5000][S_m 11703.0750][S_em 11441.3920]
2020-01-27 11:35:41,460 [epoch 013/300][b 320/500][b_t 0.6388][L 0.0023][L_m 0.0032][L_em 0.0027][S 13183.0000][S_m 12046.5250][S_em 11479.0950]
2020-01-27 11:35:54,504 [epoch 013/300][b 340/500][b_t 0.6478][L 0.0021][L_m 0.0027][L_em 0.0027][S 10228.5000][S_m 11426.5250][S_em 11476.0117]
2020-01-27 11:36:07,513 [epoch 013/300][b 360/500][b_t 0.6460][L 0.0014][L_m 0.0024][L_em 0.0027][S 9763.0000][S_m 10655.8500][S_em 11430.5734]
2020-01-27 11:36:20,664 [epoch 013/300][b 380/500][b_t 0.6529][L 0.0038][L_m 0.0024][L_em 0.0027][S 12658.5000][S_m 10875.0250][S_em 11401.4108]
2020-01-27 11:36:33,421 [epoch 013/300][b 400/500][b_t 0.6337][L 0.0034][L_m 0.0023][L_em 0.0026][S 11618.5000][S_m 11160.4500][S_em 11389.3928]
2020-01-27 11:36:46,458 [epoch 013/300][b 420/500][b_t 0.6470][L 0.0018][L_m 0.0022][L_em 0.0026][S 9588.0000][S_m 9768.5750][S_em 11312.3943]
2020-01-27 11:36:59,315 [epoch 013/300][b 440/500][b_t 0.6385][L 0.0020][L_m 0.0023][L_em 0.0026][S 11102.5000][S_m 10361.7000][S_em 11269.2789]
2020-01-27 11:37:12,451 [epoch 013/300][b 460/500][b_t 0.6521][L 0.0026][L_m 0.0027][L_em 0.0026][S 10554.0000][S_m 11525.0000][S_em 11280.3731]
2020-01-27 11:37:25,281 [epoch 013/300][b 480/500][b_t 0.6372][L 0.0028][L_m 0.0029][L_em 0.0026][S 13206.5000][S_m 11641.9500][S_em 11295.4075]
2020-01-27 11:37:37,751 train epoch 14
2020-01-27 11:37:39,014 [epoch 014/300][b 000/500][b_t 0.8950][L 0.0024][L_m 0.0024][L_em 0.0024][S 11892.0000][S_m 11892.0000][S_em 11892.0000]
2020-01-27 11:37:51,800 [epoch 014/300][b 020/500][b_t 0.6351][L 0.0036][L_m 0.0032][L_em 0.0032][S 12512.5000][S_m 11665.5250][S_em 11676.3095]
2020-01-27 11:38:04,850 [epoch 014/300][b 040/500][b_t 0.6484][L 0.0007][L_m 0.0024][L_em 0.0028][S 8361.0000][S_m 11103.0750][S_em 11396.6829]
2020-01-27 11:38:17,745 [epoch 014/300][b 060/500][b_t 0.6406][L 0.0035][L_m 0.0023][L_em 0.0026][S 11419.0000][S_m 10460.3500][S_em 11089.6885]
2020-01-27 11:38:30,661 [epoch 014/300][b 080/500][b_t 0.6417][L 0.0016][L_m 0.0024][L_em 0.0026][S 10845.5000][S_m 11167.1250][S_em 11108.8086]
2020-01-27 11:38:43,574 [epoch 014/300][b 100/500][b_t 0.6413][L 0.0031][L_m 0.0023][L_em 0.0025][S 10562.5000][S_m 10832.7250][S_em 11054.1386]
2020-01-27 11:38:56,435 [epoch 014/300][b 120/500][b_t 0.6390][L 0.0024][L_m 0.0025][L_em 0.0025][S 10774.0000][S_m 11041.5750][S_em 11052.0620]
2020-01-27 11:39:09,521 [epoch 014/300][b 140/500][b_t 0.6499][L 0.0010][L_m 0.0025][L_em 0.0025][S 5447.0000][S_m 10620.6500][S_em 10990.8688]
2020-01-27 11:39:22,582 [epoch 014/300][b 160/500][b_t 0.6488][L 0.0011][L_m 0.0024][L_em 0.0025][S 12154.5000][S_m 11600.9500][S_em 11066.6553]
2020-01-27 11:39:35,454 [epoch 014/300][b 180/500][b_t 0.6394][L 0.0014][L_m 0.0025][L_em 0.0025][S 9767.5000][S_m 10960.5750][S_em 11054.9337]
2020-01-27 11:39:48,422 [epoch 014/300][b 200/500][b_t 0.6444][L 0.0020][L_m 0.0031][L_em 0.0026][S 11246.5000][S_m 12473.1250][S_em 11196.0473]
2020-01-27 11:40:01,302 [epoch 014/300][b 220/500][b_t 0.6397][L 0.0017][L_m 0.0029][L_em 0.0026][S 11106.5000][S_m 11677.8750][S_em 11239.6516]
2020-01-27 11:40:14,341 [epoch 014/300][b 240/500][b_t 0.6473][L 0.0025][L_m 0.0022][L_em 0.0025][S 8382.5000][S_m 10735.2750][S_em 11197.7946]
2020-01-27 11:40:27,507 [epoch 014/300][b 260/500][b_t 0.6522][L 0.0019][L_m 0.0023][L_em 0.0025][S 10885.5000][S_m 11044.7500][S_em 11186.0670]
2020-01-27 11:40:40,404 [epoch 014/300][b 280/500][b_t 0.6406][L 0.0034][L_m 0.0024][L_em 0.0025][S 12000.0000][S_m 10509.3750][S_em 11137.9039]
2020-01-27 11:40:53,323 [epoch 014/300][b 300/500][b_t 0.6417][L 0.0033][L_m 0.0023][L_em 0.0025][S 12025.0000][S_m 10894.6250][S_em 11121.7392]
2020-01-27 11:41:06,239 [epoch 014/300][b 320/500][b_t 0.6417][L 0.0030][L_m 0.0027][L_em 0.0025][S 12520.5000][S_m 11407.5000][S_em 11139.5436]
2020-01-27 11:41:19,039 [epoch 014/300][b 340/500][b_t 0.6358][L 0.0023][L_m 0.0028][L_em 0.0025][S 9947.5000][S_m 11336.0250][S_em 11151.0674]
2020-01-27 11:41:32,010 [epoch 014/300][b 360/500][b_t 0.6441][L 0.0018][L_m 0.0025][L_em 0.0025][S 11121.0000][S_m 11247.5000][S_em 11156.4100]
2020-01-27 11:41:45,132 [epoch 014/300][b 380/500][b_t 0.6516][L 0.0018][L_m 0.0026][L_em 0.0025][S 10483.5000][S_m 11077.6250][S_em 11152.2743]
2020-01-27 11:41:57,925 [epoch 014/300][b 400/500][b_t 0.6355][L 0.0031][L_m 0.0027][L_em 0.0025][S 10918.0000][S_m 10748.4250][S_em 11132.1322]
2020-01-27 11:42:10,760 [epoch 014/300][b 420/500][b_t 0.6373][L 0.0006][L_m 0.0028][L_em 0.0026][S 9331.5000][S_m 10986.6000][S_em 11125.2185]
2020-01-27 11:42:23,613 [epoch 014/300][b 440/500][b_t 0.6386][L 0.0031][L_m 0.0028][L_em 0.0026][S 11717.5000][S_m 11464.0500][S_em 11140.5850]
2020-01-27 11:42:36,594 [epoch 014/300][b 460/500][b_t 0.6450][L 0.0046][L_m 0.0026][L_em 0.0026][S 12600.5000][S_m 12123.9750][S_em 11183.2484]
2020-01-27 11:42:49,513 [epoch 014/300][b 480/500][b_t 0.6418][L 0.0025][L_m 0.0028][L_em 0.0026][S 11840.5000][S_m 11737.8750][S_em 11206.3098]
2020-01-27 11:43:01,869 train epoch 15
2020-01-27 11:43:03,021 [epoch 015/300][b 000/500][b_t 0.7911][L 0.0046][L_m 0.0046][L_em 0.0046][S 11850.5000][S_m 11850.5000][S_em 11850.5000]
2020-01-27 11:43:15,764 [epoch 015/300][b 020/500][b_t 0.6330][L 0.0019][L_m 0.0027][L_em 0.0028][S 10586.5000][S_m 10970.6000][S_em 11012.5000]
2020-01-27 11:43:28,896 [epoch 015/300][b 040/500][b_t 0.6521][L 0.0034][L_m 0.0024][L_em 0.0026][S 11770.5000][S_m 11532.3500][S_em 11266.0854]
2020-01-27 11:43:41,698 [epoch 015/300][b 060/500][b_t 0.6359][L 0.0025][L_m 0.0024][L_em 0.0025][S 12121.0000][S_m 10887.2750][S_em 11141.8852]
2020-01-27 11:43:54,795 [epoch 015/300][b 080/500][b_t 0.6505][L 0.0017][L_m 0.0031][L_em 0.0027][S 11585.0000][S_m 11558.3000][S_em 11244.7037]
2020-01-27 11:44:07,529 [epoch 015/300][b 100/500][b_t 0.6325][L 0.0011][L_m 0.0022][L_em 0.0026][S 7061.5000][S_m 11614.0250][S_em 11317.8366]
2020-01-27 11:44:20,648 [epoch 015/300][b 120/500][b_t 0.6515][L 0.0020][L_m 0.0024][L_em 0.0025][S 8467.5000][S_m 10490.1500][S_em 11181.0289]
2020-01-27 11:44:33,396 [epoch 015/300][b 140/500][b_t 0.6331][L 0.0045][L_m 0.0024][L_em 0.0025][S 12954.0000][S_m 10895.4250][S_em 11140.5177]
2020-01-27 11:44:46,419 [epoch 015/300][b 160/500][b_t 0.6466][L 0.0023][L_m 0.0029][L_em 0.0026][S 10751.5000][S_m 11483.2000][S_em 11183.0870]
2020-01-27 11:44:59,303 [epoch 015/300][b 180/500][b_t 0.6401][L 0.0028][L_m 0.0027][L_em 0.0026][S 10609.0000][S_m 10807.1750][S_em 11141.5497]
2020-01-27 11:45:12,211 [epoch 015/300][b 200/500][b_t 0.6413][L 0.0033][L_m 0.0025][L_em 0.0026][S 11052.0000][S_m 11980.1000][S_em 11224.9876]
2020-01-27 11:45:25,280 [epoch 015/300][b 220/500][b_t 0.6493][L 0.0018][L_m 0.0023][L_em 0.0026][S 10219.5000][S_m 11290.0250][S_em 11230.8733]
2020-01-27 11:45:38,412 [epoch 015/300][b 240/500][b_t 0.6524][L 0.0036][L_m 0.0025][L_em 0.0026][S 11335.0000][S_m 11249.7000][S_em 11232.4357]
2020-01-27 11:45:51,517 [epoch 015/300][b 260/500][b_t 0.6493][L 0.0028][L_m 0.0030][L_em 0.0026][S 12639.0000][S_m 11652.6750][S_em 11264.6379]
2020-01-27 11:46:04,481 [epoch 015/300][b 280/500][b_t 0.6439][L 0.0022][L_m 0.0025][L_em 0.0026][S 12982.0000][S_m 12011.4000][S_em 11317.7883]
2020-01-27 11:46:17,403 [epoch 015/300][b 300/500][b_t 0.6415][L 0.0018][L_m 0.0034][L_em 0.0026][S 12733.0000][S_m 12198.4500][S_em 11376.3040]
2020-01-27 11:46:30,423 [epoch 015/300][b 320/500][b_t 0.6465][L 0.0021][L_m 0.0023][L_em 0.0026][S 13005.5000][S_m 11547.1500][S_em 11386.9486]
2020-01-27 11:46:43,357 [epoch 015/300][b 340/500][b_t 0.6425][L 0.0028][L_m 0.0024][L_em 0.0026][S 11346.0000][S_m 11458.2250][S_em 11391.1290]
2020-01-27 11:46:56,367 [epoch 015/300][b 360/500][b_t 0.6459][L 0.0027][L_m 0.0026][L_em 0.0026][S 12141.5000][S_m 11217.3750][S_em 11381.5028]
2020-01-27 11:47:09,212 [epoch 015/300][b 380/500][b_t 0.6380][L 0.0026][L_m 0.0028][L_em 0.0026][S 12297.5000][S_m 11531.5000][S_em 11389.3766]
2020-01-27 11:47:22,252 [epoch 015/300][b 400/500][b_t 0.6476][L 0.0027][L_m 0.0025][L_em 0.0026][S 12026.0000][S_m 11188.8500][S_em 11379.3753]
2020-01-27 11:47:35,080 [epoch 015/300][b 420/500][b_t 0.6371][L 0.0020][L_m 0.0024][L_em 0.0026][S 10086.5000][S_m 10764.2250][S_em 11350.1520]
2020-01-27 11:47:47,938 [epoch 015/300][b 440/500][b_t 0.6390][L 0.0048][L_m 0.0027][L_em 0.0026][S 12399.0000][S_m 10808.2250][S_em 11325.5748]
2020-01-27 11:48:00,933 [epoch 015/300][b 460/500][b_t 0.6455][L 0.0018][L_m 0.0029][L_em 0.0026][S 8532.0000][S_m 10729.3500][S_em 11299.7082]
2020-01-27 11:48:13,759 [epoch 015/300][b 480/500][b_t 0.6371][L 0.0036][L_m 0.0028][L_em 0.0026][S 12995.5000][S_m 11721.0250][S_em 11317.2266]
2020-01-27 11:48:26,128 validation epoch 15
2020-01-27 11:48:26,769 [epoch 015/300][b 000/250][b_t 0.2372][L 0.0027][L_m 0.0027][L_em 0.0027][S 8995.0000][S_m 8995.0000][S_em 8995.0000]
2020-01-27 11:48:31,027 [epoch 015/300][b 020/250][b_t 0.1992][L 0.0082][L_m 0.0056][L_em 0.0055][S 13230.0000][S_m 10894.1750][S_em 10803.7381]
2020-01-27 11:48:35,280 [epoch 015/300][b 040/250][b_t 0.1938][L 0.0036][L_m 0.0040][L_em 0.0048][S 11990.0000][S_m 10702.2000][S_em 10754.2073]
2020-01-27 11:48:39,783 [epoch 015/300][b 060/250][b_t 0.1947][L 0.0035][L_m 0.0048][L_em 0.0048][S 10542.5000][S_m 11279.1250][S_em 10926.3115]
2020-01-27 11:48:44,106 [epoch 015/300][b 080/250][b_t 0.1942][L 0.0051][L_m 0.0049][L_em 0.0048][S 9910.5000][S_m 11093.9250][S_em 10967.6975]
2020-01-27 11:48:48,547 [epoch 015/300][b 100/250][b_t 0.2010][L 0.0048][L_m 0.0051][L_em 0.0049][S 12472.0000][S_m 11396.2750][S_em 11052.5644]
2020-01-27 11:48:52,840 [epoch 015/300][b 120/250][b_t 0.2052][L 0.0031][L_m 0.0040][L_em 0.0047][S 11074.5000][S_m 10879.3000][S_em 11023.9256]
2020-01-27 11:48:57,125 [epoch 015/300][b 140/250][b_t 0.2029][L 0.0028][L_m 0.0056][L_em 0.0049][S 10557.0000][S_m 11063.5750][S_em 11029.5496]
2020-01-27 11:49:01,351 [epoch 015/300][b 160/250][b_t 0.1960][L 0.0026][L_m 0.0045][L_em 0.0048][S 8901.0000][S_m 11232.0750][S_em 11054.7081]
2020-01-27 11:49:05,615 [epoch 015/300][b 180/250][b_t 0.1963][L 0.0038][L_m 0.0039][L_em 0.0047][S 12513.5000][S_m 10251.9250][S_em 10966.0028]
2020-01-27 11:49:10,106 [epoch 015/300][b 200/250][b_t 0.2008][L 0.0073][L_m 0.0053][L_em 0.0048][S 11703.5000][S_m 11060.9250][S_em 10975.4478]
2020-01-27 11:49:14,580 [epoch 015/300][b 220/250][b_t 0.2077][L 0.0013][L_m 0.0054][L_em 0.0048][S 9926.0000][S_m 10954.0000][S_em 10973.5068]
2020-01-27 11:49:18,922 [epoch 015/300][b 240/250][b_t 0.2048][L 0.0095][L_m 0.0050][L_em 0.0048][S 12521.5000][S_m 10742.6750][S_em 10954.3506]
2020-01-27 11:49:27,244 train epoch 16
2020-01-27 11:49:28,402 [epoch 016/300][b 000/500][b_t 0.7995][L 0.0025][L_m 0.0025][L_em 0.0025][S 10360.0000][S_m 10360.0000][S_em 10360.0000]
2020-01-27 11:49:41,148 [epoch 016/300][b 020/500][b_t 0.6329][L 0.0030][L_m 0.0025][L_em 0.0025][S 10190.0000][S_m 10781.7500][S_em 10761.6667]
2020-01-27 11:49:54,109 [epoch 016/300][b 040/500][b_t 0.6437][L 0.0015][L_m 0.0024][L_em 0.0024][S 9107.5000][S_m 10724.2250][S_em 10743.4024]
2020-01-27 11:50:06,978 [epoch 016/300][b 060/500][b_t 0.6388][L 0.0040][L_m 0.0025][L_em 0.0025][S 10968.0000][S_m 11203.2750][S_em 10894.1803]
2020-01-27 11:50:19,818 [epoch 016/300][b 080/500][b_t 0.6374][L 0.0029][L_m 0.0023][L_em 0.0024][S 11093.0000][S_m 10483.7750][S_em 10792.8457]
2020-01-27 11:50:32,917 [epoch 016/300][b 100/500][b_t 0.6504][L 0.0031][L_m 0.0024][L_em 0.0024][S 11387.0000][S_m 11242.7500][S_em 10881.9356]
2020-01-27 11:50:45,704 [epoch 016/300][b 120/500][b_t 0.6351][L 0.0035][L_m 0.0023][L_em 0.0024][S 10324.5000][S_m 11300.4000][S_em 10951.1033]
2020-01-27 11:50:58,579 [epoch 016/300][b 140/500][b_t 0.6392][L 0.0020][L_m 0.0026][L_em 0.0024][S 12738.5000][S_m 11051.4250][S_em 10965.3333]
2020-01-27 11:51:11,520 [epoch 016/300][b 160/500][b_t 0.6428][L 0.0021][L_m 0.0025][L_em 0.0024][S 11252.0000][S_m 10954.5000][S_em 10963.9876]
2020-01-27 11:51:24,427 [epoch 016/300][b 180/500][b_t 0.6409][L 0.0036][L_m 0.0027][L_em 0.0025][S 11975.0000][S_m 10897.5000][S_em 10956.6409]
2020-01-27 11:51:37,334 [epoch 016/300][b 200/500][b_t 0.6410][L 0.0036][L_m 0.0027][L_em 0.0025][S 12939.0000][S_m 11227.6750][S_em 10983.6095]
2020-01-27 11:51:50,313 [epoch 016/300][b 220/500][b_t 0.6448][L 0.0028][L_m 0.0023][L_em 0.0025][S 10350.5000][S_m 10472.0500][S_em 10937.3145]
2020-01-27 11:52:03,175 [epoch 016/300][b 240/500][b_t 0.6389][L 0.0014][L_m 0.0020][L_em 0.0024][S 8884.0000][S_m 10378.8500][S_em 10890.9689]
2020-01-27 11:52:16,294 [epoch 016/300][b 260/500][b_t 0.6498][L 0.0029][L_m 0.0023][L_em 0.0024][S 11323.5000][S_m 10944.8000][S_em 10895.0939]
2020-01-27 11:52:29,282 [epoch 016/300][b 280/500][b_t 0.6454][L 0.0013][L_m 0.0023][L_em 0.0024][S 9921.5000][S_m 10537.3500][S_em 10869.6317]
2020-01-27 11:52:42,262 [epoch 016/300][b 300/500][b_t 0.6442][L 0.0020][L_m 0.0027][L_em 0.0024][S 10808.0000][S_m 10658.1000][S_em 10855.5764]
2020-01-27 11:52:55,005 [epoch 016/300][b 320/500][b_t 0.6328][L 0.0009][L_m 0.0025][L_em 0.0024][S 6396.0000][S_m 10972.4250][S_em 10862.8567]
2020-01-27 11:53:08,129 [epoch 016/300][b 340/500][b_t 0.6518][L 0.0011][L_m 0.0023][L_em 0.0024][S 9614.5000][S_m 10462.9250][S_em 10839.4003]
2020-01-27 11:53:21,132 [epoch 016/300][b 360/500][b_t 0.6461][L 0.0024][L_m 0.0026][L_em 0.0024][S 11987.5000][S_m 10879.3250][S_em 10841.6122]
2020-01-27 11:53:34,160 [epoch 016/300][b 380/500][b_t 0.6468][L 0.0032][L_m 0.0026][L_em 0.0024][S 12790.5000][S_m 11044.6750][S_em 10852.2717]
2020-01-27 11:53:47,106 [epoch 016/300][b 400/500][b_t 0.6431][L 0.0022][L_m 0.0030][L_em 0.0025][S 9774.5000][S_m 11497.1750][S_em 10884.4364]
2020-01-27 11:54:00,029 [epoch 016/300][b 420/500][b_t 0.6417][L 0.0032][L_m 0.0033][L_em 0.0025][S 11607.0000][S_m 12502.1500][S_em 10961.2874]
2020-01-27 11:54:12,800 [epoch 016/300][b 440/500][b_t 0.6343][L 0.0021][L_m 0.0031][L_em 0.0025][S 11291.5000][S_m 12216.8500][S_em 11018.2290]
2020-01-27 11:54:25,804 [epoch 016/300][b 460/500][b_t 0.6460][L 0.0017][L_m 0.0026][L_em 0.0025][S 10640.5000][S_m 11485.2750][S_em 11038.4913]
2020-01-27 11:54:38,875 [epoch 016/300][b 480/500][b_t 0.6492][L 0.0018][L_m 0.0026][L_em 0.0025][S 12603.0000][S_m 11225.7000][S_em 11046.2755]
2020-01-27 11:54:51,125 train epoch 17
2020-01-27 11:54:52,294 [epoch 017/300][b 000/500][b_t 0.7996][L 0.0035][L_m 0.0035][L_em 0.0035][S 10673.0000][S_m 10673.0000][S_em 10673.0000]
2020-01-27 11:55:05,338 [epoch 017/300][b 020/500][b_t 0.6476][L 0.0023][L_m 0.0029][L_em 0.0029][S 11927.5000][S_m 12028.2750][S_em 11963.7381]