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*** Start of SGE job ***
Tue Dec 11 13:54:43 CET 2018
Hostname
voxel.cv.uni-osnabrueck.de
445685
Job-ID:
445685
user:
juhuang
Start
CUDA VERSION (should be 9):
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2017 NVIDIA Corporation
Built on Fri_Sep__1_21:08:03_CDT_2017
Cuda compilation tools, release 9.0, V9.0.176
ROOT
/net/projects/scratch/summer/valid_until_31_January_2019/pimv/pimv_old
rolling...
2018-12-11 13:58:12.771271: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2018-12-11 13:58:13.311715: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1356] Found device 0 with properties:
name: GeForce GTX TITAN X major: 5 minor: 2 memoryClockRate(GHz): 1.076
pciBusID: 0000:03:00.0
totalMemory: 11.92GiB freeMemory: 11.81GiB
2018-12-11 13:58:13.311746: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1435] Adding visible gpu devices: 0
2018-12-11 13:58:17.957005: I tensorflow/core/common_runtime/gpu/gpu_device.cc:923] Device interconnect StreamExecutor with strength 1 edge matrix:
2018-12-11 13:58:17.957077: I tensorflow/core/common_runtime/gpu/gpu_device.cc:929] 0
2018-12-11 13:58:17.957094: I tensorflow/core/common_runtime/gpu/gpu_device.cc:942] 0: N
2018-12-11 13:58:17.957619: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1053] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 11434 MB memory) -> physical GPU (device: 0, name: GeForce GTX TITAN X, pci bus id: 0000:03:00.0, compute capability: 5.2)
2018-12-11 13:58:19.536961: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1435] Adding visible gpu devices: 0
2018-12-11 13:58:19.536997: I tensorflow/core/common_runtime/gpu/gpu_device.cc:923] Device interconnect StreamExecutor with strength 1 edge matrix:
2018-12-11 13:58:19.537004: I tensorflow/core/common_runtime/gpu/gpu_device.cc:929] 0
2018-12-11 13:58:19.537009: I tensorflow/core/common_runtime/gpu/gpu_device.cc:942] 0: N
2018-12-11 13:58:19.537119: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1053] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 11434 MB memory) -> physical GPU (device: 0, name: GeForce GTX TITAN X, pci bus id: 0000:03:00.0, compute capability: 5.2)
model: models.text_lstm
Training on text_lstm
Data type: all
Feature type: all
Training data size: 3838
Testing data size: 1098
getting trarnscription...
embedding...
Found 2736 unique tokens
/net/projects/scratch/summer/valid_until_31_January_2019/juhuang/nlp/HearYou2.0/datasets/glove.42B.300d.txt
G Word embeddings: 1917495
G Null word embeddings: 90
creating labels...
Y.shape: (4936, 4)
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) (None, 500) 0
_________________________________________________________________
embedding_1 (Embedding) (None, 500, 300) 821100
_________________________________________________________________
bidirectional_1 (Bidirection (None, 500, 512) 1140736
_________________________________________________________________
dropout_1 (Dropout) (None, 500, 512) 0
_________________________________________________________________
bidirectional_2 (Bidirection (None, 512) 1574912
_________________________________________________________________
dropout_2 (Dropout) (None, 512) 0
_________________________________________________________________
dense_1 (Dense) (None, 256) 131328
_________________________________________________________________
dense_2 (Dense) (None, 4) 1028
=================================================================
Total params: 3,669,104
Trainable params: 3,669,104
Non-trainable params: 0
_________________________________________________________________
class_weights_train_dict {0: 1.0284030010718113, 1: 1.2931266846361187, 2: 0.7246978851963746, 3: 1.1436233611442193}
class counts for training data:
[ 933 742 1324 839]
class_weights_test_dict {0: 1.6147058823529412, 1: 0.9180602006688964, 2: 0.71484375, 3: 1.120408163265306}
class counts for testing data:
[170 299 384 245]
Train on 3262 samples, validate on 576 samples
Epoch 1/30
32/3262 [..............................] - ETA: 10:05 - loss: 1.2692 - acc: 0.5000 - Top2Acc: 0.6562 - Top3Acc: 0.8750
64/3262 [..............................] - ETA: 6:52 - loss: 1.3877 - acc: 0.3281 - Top2Acc: 0.5156 - Top3Acc: 0.8125
96/3262 [..............................] - ETA: 5:44 - loss: 1.3794 - acc: 0.3229 - Top2Acc: 0.5625 - Top3Acc: 0.8333
128/3262 [>.............................] - ETA: 5:13 - loss: 1.3476 - acc: 0.3438 - Top2Acc: 0.5938 - Top3Acc: 0.8594
160/3262 [>.............................] - ETA: 4:52 - loss: 1.3557 - acc: 0.3250 - Top2Acc: 0.5938 - Top3Acc: 0.8250
192/3262 [>.............................] - ETA: 4:36 - loss: 1.3511 - acc: 0.3333 - Top2Acc: 0.5885 - Top3Acc: 0.8333
224/3262 [=>............................] - ETA: 4:29 - loss: 1.3686 - acc: 0.3438 - Top2Acc: 0.5759 - Top3Acc: 0.8080
256/3262 [=>............................] - ETA: 4:20 - loss: 1.3651 - acc: 0.3438 - Top2Acc: 0.5820 - Top3Acc: 0.8086
288/3262 [=>............................] - ETA: 4:14 - loss: 1.3605 - acc: 0.3472 - Top2Acc: 0.5833 - Top3Acc: 0.8160
320/3262 [=>............................] - ETA: 4:08 - loss: 1.3699 - acc: 0.3375 - Top2Acc: 0.5813 - Top3Acc: 0.8156
352/3262 [==>...........................] - ETA: 4:04 - loss: 1.3662 - acc: 0.3523 - Top2Acc: 0.5909 - Top3Acc: 0.8210
384/3262 [==>...........................] - ETA: 4:00 - loss: 1.3724 - acc: 0.3464 - Top2Acc: 0.5938 - Top3Acc: 0.8203
416/3262 [==>...........................] - ETA: 3:55 - loss: 1.3649 - acc: 0.3582 - Top2Acc: 0.6010 - Top3Acc: 0.8221
448/3262 [===>..........................] - ETA: 3:50 - loss: 1.3682 - acc: 0.3594 - Top2Acc: 0.6049 - Top3Acc: 0.8237
480/3262 [===>..........................] - ETA: 3:45 - loss: 1.3658 - acc: 0.3646 - Top2Acc: 0.6146 - Top3Acc: 0.8271
512/3262 [===>..........................] - ETA: 3:41 - loss: 1.3698 - acc: 0.3594 - Top2Acc: 0.6074 - Top3Acc: 0.8203
544/3262 [====>.........................] - ETA: 3:39 - loss: 1.3715 - acc: 0.3566 - Top2Acc: 0.5993 - Top3Acc: 0.8162
576/3262 [====>.........................] - ETA: 3:35 - loss: 1.3700 - acc: 0.3594 - Top2Acc: 0.5972 - Top3Acc: 0.8108
608/3262 [====>.........................] - ETA: 3:33 - loss: 1.3701 - acc: 0.3651 - Top2Acc: 0.5970 - Top3Acc: 0.8109
640/3262 [====>.........................] - ETA: 3:31 - loss: 1.3701 - acc: 0.3672 - Top2Acc: 0.5953 - Top3Acc: 0.8172
672/3262 [=====>........................] - ETA: 3:27 - loss: 1.3742 - acc: 0.3646 - Top2Acc: 0.5923 - Top3Acc: 0.8185
704/3262 [=====>........................] - ETA: 3:24 - loss: 1.3713 - acc: 0.3707 - Top2Acc: 0.6009 - Top3Acc: 0.8267
736/3262 [=====>........................] - ETA: 3:21 - loss: 1.3749 - acc: 0.3682 - Top2Acc: 0.5965 - Top3Acc: 0.8274
768/3262 [======>.......................] - ETA: 3:18 - loss: 1.3729 - acc: 0.3698 - Top2Acc: 0.5977 - Top3Acc: 0.8242
800/3262 [======>.......................] - ETA: 3:14 - loss: 1.3756 - acc: 0.3675 - Top2Acc: 0.5975 - Top3Acc: 0.8250
832/3262 [======>.......................] - ETA: 3:12 - loss: 1.3751 - acc: 0.3666 - Top2Acc: 0.6010 - Top3Acc: 0.8221
864/3262 [======>.......................] - ETA: 3:09 - loss: 1.3775 - acc: 0.3623 - Top2Acc: 0.5995 - Top3Acc: 0.8206
896/3262 [=======>......................] - ETA: 3:06 - loss: 1.3751 - acc: 0.3650 - Top2Acc: 0.5982 - Top3Acc: 0.8158
928/3262 [=======>......................] - ETA: 3:04 - loss: 1.3771 - acc: 0.3610 - Top2Acc: 0.5970 - Top3Acc: 0.8136
960/3262 [=======>......................] - ETA: 3:02 - loss: 1.3741 - acc: 0.3646 - Top2Acc: 0.6000 - Top3Acc: 0.8125
992/3262 [========>.....................] - ETA: 2:59 - loss: 1.3774 - acc: 0.3589 - Top2Acc: 0.5958 - Top3Acc: 0.8085
1024/3262 [========>.....................] - ETA: 2:56 - loss: 1.3754 - acc: 0.3604 - Top2Acc: 0.5996 - Top3Acc: 0.8076
1056/3262 [========>.....................] - ETA: 2:53 - loss: 1.3737 - acc: 0.3636 - Top2Acc: 0.5985 - Top3Acc: 0.8068
1088/3262 [=========>....................] - ETA: 2:50 - loss: 1.3720 - acc: 0.3658 - Top2Acc: 0.5983 - Top3Acc: 0.8042
1120/3262 [=========>....................] - ETA: 2:48 - loss: 1.3705 - acc: 0.3679 - Top2Acc: 0.5973 - Top3Acc: 0.8018
1152/3262 [=========>....................] - ETA: 2:45 - loss: 1.3730 - acc: 0.3655 - Top2Acc: 0.5964 - Top3Acc: 0.8038
1184/3262 [=========>....................] - ETA: 2:42 - loss: 1.3740 - acc: 0.3649 - Top2Acc: 0.5963 - Top3Acc: 0.8057
1216/3262 [==========>...................] - ETA: 2:39 - loss: 1.3714 - acc: 0.3701 - Top2Acc: 0.5995 - Top3Acc: 0.8109
1248/3262 [==========>...................] - ETA: 2:37 - loss: 1.3676 - acc: 0.3758 - Top2Acc: 0.6042 - Top3Acc: 0.8133
1280/3262 [==========>...................] - ETA: 2:34 - loss: 1.3683 - acc: 0.3742 - Top2Acc: 0.6031 - Top3Acc: 0.8102
1312/3262 [===========>..................] - ETA: 2:32 - loss: 1.3648 - acc: 0.3780 - Top2Acc: 0.6075 - Top3Acc: 0.8110
1344/3262 [===========>..................] - ETA: 2:29 - loss: 1.3650 - acc: 0.3772 - Top2Acc: 0.6086 - Top3Acc: 0.8110
1376/3262 [===========>..................] - ETA: 2:27 - loss: 1.3650 - acc: 0.3772 - Top2Acc: 0.6083 - Top3Acc: 0.8096
1408/3262 [===========>..................] - ETA: 2:24 - loss: 1.3661 - acc: 0.3750 - Top2Acc: 0.6072 - Top3Acc: 0.8075
1440/3262 [============>.................] - ETA: 2:22 - loss: 1.3673 - acc: 0.3729 - Top2Acc: 0.6062 - Top3Acc: 0.8056
1472/3262 [============>.................] - ETA: 2:19 - loss: 1.3684 - acc: 0.3709 - Top2Acc: 0.6046 - Top3Acc: 0.8030
1504/3262 [============>.................] - ETA: 2:17 - loss: 1.3695 - acc: 0.3697 - Top2Acc: 0.6037 - Top3Acc: 0.8025
1536/3262 [=============>................] - ETA: 2:14 - loss: 1.3685 - acc: 0.3704 - Top2Acc: 0.6042 - Top3Acc: 0.8014
1568/3262 [=============>................] - ETA: 2:11 - loss: 1.3668 - acc: 0.3731 - Top2Acc: 0.6052 - Top3Acc: 0.8023
1600/3262 [=============>................] - ETA: 2:09 - loss: 1.3665 - acc: 0.3725 - Top2Acc: 0.6062 - Top3Acc: 0.8019
1632/3262 [==============>...............] - ETA: 2:07 - loss: 1.3667 - acc: 0.3719 - Top2Acc: 0.6054 - Top3Acc: 0.8002
1664/3262 [==============>...............] - ETA: 2:04 - loss: 1.3679 - acc: 0.3702 - Top2Acc: 0.6046 - Top3Acc: 0.7987
1696/3262 [==============>...............] - ETA: 2:02 - loss: 1.3689 - acc: 0.3691 - Top2Acc: 0.6026 - Top3Acc: 0.7972
1728/3262 [==============>...............] - ETA: 1:59 - loss: 1.3700 - acc: 0.3675 - Top2Acc: 0.6030 - Top3Acc: 0.7975
1760/3262 [===============>..............] - ETA: 1:56 - loss: 1.3701 - acc: 0.3682 - Top2Acc: 0.6028 - Top3Acc: 0.7972
1792/3262 [===============>..............] - ETA: 1:54 - loss: 1.3699 - acc: 0.3677 - Top2Acc: 0.6021 - Top3Acc: 0.7958
1824/3262 [===============>..............] - ETA: 1:51 - loss: 1.3697 - acc: 0.3673 - Top2Acc: 0.6020 - Top3Acc: 0.7939
1856/3262 [================>.............] - ETA: 1:49 - loss: 1.3706 - acc: 0.3685 - Top2Acc: 0.6018 - Top3Acc: 0.7931
1888/3262 [================>.............] - ETA: 1:46 - loss: 1.3705 - acc: 0.3660 - Top2Acc: 0.6012 - Top3Acc: 0.7929
1920/3262 [================>.............] - ETA: 1:44 - loss: 1.3697 - acc: 0.3630 - Top2Acc: 0.6010 - Top3Acc: 0.7917
1952/3262 [================>.............] - ETA: 1:41 - loss: 1.3712 - acc: 0.3612 - Top2Acc: 0.5999 - Top3Acc: 0.7915
1984/3262 [=================>............] - ETA: 1:39 - loss: 1.3719 - acc: 0.3594 - Top2Acc: 0.5983 - Top3Acc: 0.7908
2016/3262 [=================>............] - ETA: 1:36 - loss: 1.3708 - acc: 0.3581 - Top2Acc: 0.5982 - Top3Acc: 0.7917
2048/3262 [=================>............] - ETA: 1:34 - loss: 1.3715 - acc: 0.3560 - Top2Acc: 0.5962 - Top3Acc: 0.7915
2080/3262 [==================>...........] - ETA: 1:32 - loss: 1.3715 - acc: 0.3534 - Top2Acc: 0.5957 - Top3Acc: 0.7904
2112/3262 [==================>...........] - ETA: 1:29 - loss: 1.3730 - acc: 0.3504 - Top2Acc: 0.5938 - Top3Acc: 0.7888
2144/3262 [==================>...........] - ETA: 1:27 - loss: 1.3723 - acc: 0.3493 - Top2Acc: 0.5942 - Top3Acc: 0.7887
2176/3262 [===================>..........] - ETA: 1:24 - loss: 1.3741 - acc: 0.3474 - Top2Acc: 0.5928 - Top3Acc: 0.7877
2208/3262 [===================>..........] - ETA: 1:22 - loss: 1.3742 - acc: 0.3460 - Top2Acc: 0.5924 - Top3Acc: 0.7871
2240/3262 [===================>..........] - ETA: 1:19 - loss: 1.3730 - acc: 0.3451 - Top2Acc: 0.5929 - Top3Acc: 0.7893
2272/3262 [===================>..........] - ETA: 1:17 - loss: 1.3735 - acc: 0.3460 - Top2Acc: 0.5920 - Top3Acc: 0.7896
2304/3262 [====================>.........] - ETA: 1:14 - loss: 1.3730 - acc: 0.3464 - Top2Acc: 0.5924 - Top3Acc: 0.7899
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2368/3262 [====================>.........] - ETA: 1:09 - loss: 1.3742 - acc: 0.3442 - Top2Acc: 0.5921 - Top3Acc: 0.7910
2400/3262 [=====================>........] - ETA: 1:07 - loss: 1.3748 - acc: 0.3446 - Top2Acc: 0.5933 - Top3Acc: 0.7913
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2528/3262 [======================>.......] - ETA: 57s - loss: 1.3754 - acc: 0.3434 - Top2Acc: 0.5945 - Top3Acc: 0.7919
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2624/3262 [=======================>......] - ETA: 49s - loss: 1.3744 - acc: 0.3380 - Top2Acc: 0.5949 - Top3Acc: 0.7915
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2720/3262 [========================>.....] - ETA: 42s - loss: 1.3770 - acc: 0.3353 - Top2Acc: 0.5941 - Top3Acc: 0.7915
2752/3262 [========================>.....] - ETA: 39s - loss: 1.3762 - acc: 0.3343 - Top2Acc: 0.5945 - Top3Acc: 0.7922
2784/3262 [========================>.....] - ETA: 37s - loss: 1.3774 - acc: 0.3348 - Top2Acc: 0.5948 - Top3Acc: 0.7927
2816/3262 [========================>.....] - ETA: 34s - loss: 1.3765 - acc: 0.3331 - Top2Acc: 0.5948 - Top3Acc: 0.7930
2848/3262 [=========================>....] - ETA: 32s - loss: 1.3765 - acc: 0.3315 - Top2Acc: 0.5941 - Top3Acc: 0.7928
2880/3262 [=========================>....] - ETA: 29s - loss: 1.3768 - acc: 0.3299 - Top2Acc: 0.5927 - Top3Acc: 0.7920
2912/3262 [=========================>....] - ETA: 27s - loss: 1.3758 - acc: 0.3286 - Top2Acc: 0.5917 - Top3Acc: 0.7916
2944/3262 [==========================>...] - ETA: 24s - loss: 1.3760 - acc: 0.3271 - Top2Acc: 0.5910 - Top3Acc: 0.7911
2976/3262 [==========================>...] - ETA: 22s - loss: 1.3766 - acc: 0.3259 - Top2Acc: 0.5904 - Top3Acc: 0.7927
3008/3262 [==========================>...] - ETA: 19s - loss: 1.3769 - acc: 0.3238 - Top2Acc: 0.5888 - Top3Acc: 0.7912
3040/3262 [==========================>...] - ETA: 17s - loss: 1.3772 - acc: 0.3234 - Top2Acc: 0.5885 - Top3Acc: 0.7911
3072/3262 [===========================>..] - ETA: 14s - loss: 1.3764 - acc: 0.3236 - Top2Acc: 0.5889 - Top3Acc: 0.7926
3104/3262 [===========================>..] - ETA: 12s - loss: 1.3763 - acc: 0.3231 - Top2Acc: 0.5889 - Top3Acc: 0.7935
3136/3262 [===========================>..] - ETA: 9s - loss: 1.3762 - acc: 0.3237 - Top2Acc: 0.5896 - Top3Acc: 0.7943
3168/3262 [============================>.] - ETA: 7s - loss: 1.3771 - acc: 0.3235 - Top2Acc: 0.5890 - Top3Acc: 0.7942
3200/3262 [============================>.] - ETA: 4s - loss: 1.3778 - acc: 0.3228 - Top2Acc: 0.5884 - Top3Acc: 0.7937
3232/3262 [============================>.] - ETA: 2s - loss: 1.3772 - acc: 0.3224 - Top2Acc: 0.5885 - Top3Acc: 0.7933
3262/3262 [==============================] - 267s 82ms/step - loss: 1.3772 - acc: 0.3228 - Top2Acc: 0.5895 - Top3Acc: 0.7940 - val_loss: 1.4485 - val_acc: 0.1719 - val_Top2Acc: 0.4479 - val_Top3Acc: 0.6597
Epoch 2/30
32/3262 [..............................] - ETA: 3:57 - loss: 1.2912 - acc: 0.2188 - Top2Acc: 0.6562 - Top3Acc: 0.8125
64/3262 [..............................] - ETA: 3:55 - loss: 1.3915 - acc: 0.2188 - Top2Acc: 0.5781 - Top3Acc: 0.7812
96/3262 [..............................] - ETA: 3:53 - loss: 1.3881 - acc: 0.2292 - Top2Acc: 0.5729 - Top3Acc: 0.7917
128/3262 [>.............................] - ETA: 3:54 - loss: 1.3965 - acc: 0.2109 - Top2Acc: 0.5312 - Top3Acc: 0.7891
160/3262 [>.............................] - ETA: 3:59 - loss: 1.4068 - acc: 0.2188 - Top2Acc: 0.5250 - Top3Acc: 0.7812
192/3262 [>.............................] - ETA: 3:53 - loss: 1.3961 - acc: 0.2396 - Top2Acc: 0.5417 - Top3Acc: 0.7760
224/3262 [=>............................] - ETA: 3:51 - loss: 1.4086 - acc: 0.2232 - Top2Acc: 0.5045 - Top3Acc: 0.7455
256/3262 [=>............................] - ETA: 3:47 - loss: 1.3982 - acc: 0.2227 - Top2Acc: 0.5195 - Top3Acc: 0.7617
288/3262 [=>............................] - ETA: 3:46 - loss: 1.3968 - acc: 0.2257 - Top2Acc: 0.5174 - Top3Acc: 0.7639
320/3262 [=>............................] - ETA: 3:43 - loss: 1.3968 - acc: 0.2281 - Top2Acc: 0.5094 - Top3Acc: 0.7719
352/3262 [==>...........................] - ETA: 3:41 - loss: 1.3992 - acc: 0.2330 - Top2Acc: 0.5085 - Top3Acc: 0.7727
384/3262 [==>...........................] - ETA: 3:39 - loss: 1.4029 - acc: 0.2292 - Top2Acc: 0.5052 - Top3Acc: 0.7734
416/3262 [==>...........................] - ETA: 3:38 - loss: 1.4000 - acc: 0.2356 - Top2Acc: 0.5288 - Top3Acc: 0.7861
448/3262 [===>..........................] - ETA: 3:34 - loss: 1.3970 - acc: 0.2411 - Top2Acc: 0.5312 - Top3Acc: 0.7879
480/3262 [===>..........................] - ETA: 3:31 - loss: 1.3963 - acc: 0.2417 - Top2Acc: 0.5354 - Top3Acc: 0.7896
512/3262 [===>..........................] - ETA: 3:29 - loss: 1.3955 - acc: 0.2441 - Top2Acc: 0.5391 - Top3Acc: 0.7949
544/3262 [====>.........................] - ETA: 3:29 - loss: 1.3899 - acc: 0.2390 - Top2Acc: 0.5331 - Top3Acc: 0.7904
576/3262 [====>.........................] - ETA: 3:27 - loss: 1.3868 - acc: 0.2396 - Top2Acc: 0.5347 - Top3Acc: 0.7917
608/3262 [====>.........................] - ETA: 3:24 - loss: 1.3889 - acc: 0.2484 - Top2Acc: 0.5411 - Top3Acc: 0.7993
640/3262 [====>.........................] - ETA: 3:21 - loss: 1.3893 - acc: 0.2500 - Top2Acc: 0.5437 - Top3Acc: 0.7969
672/3262 [=====>........................] - ETA: 3:19 - loss: 1.3844 - acc: 0.2470 - Top2Acc: 0.5417 - Top3Acc: 0.7917
704/3262 [=====>........................] - ETA: 3:17 - loss: 1.3833 - acc: 0.2457 - Top2Acc: 0.5426 - Top3Acc: 0.7940
736/3262 [=====>........................] - ETA: 3:15 - loss: 1.3838 - acc: 0.2446 - Top2Acc: 0.5421 - Top3Acc: 0.7935
768/3262 [======>.......................] - ETA: 3:12 - loss: 1.3810 - acc: 0.2435 - Top2Acc: 0.5417 - Top3Acc: 0.7956
800/3262 [======>.......................] - ETA: 3:09 - loss: 1.3810 - acc: 0.2425 - Top2Acc: 0.5387 - Top3Acc: 0.7975
832/3262 [======>.......................] - ETA: 3:06 - loss: 1.3788 - acc: 0.2416 - Top2Acc: 0.5421 - Top3Acc: 0.8017
864/3262 [======>.......................] - ETA: 3:05 - loss: 1.3773 - acc: 0.2442 - Top2Acc: 0.5463 - Top3Acc: 0.8056
896/3262 [=======>......................] - ETA: 3:03 - loss: 1.3785 - acc: 0.2444 - Top2Acc: 0.5446 - Top3Acc: 0.8047
928/3262 [=======>......................] - ETA: 3:01 - loss: 1.3807 - acc: 0.2511 - Top2Acc: 0.5474 - Top3Acc: 0.8028
960/3262 [=======>......................] - ETA: 2:59 - loss: 1.3781 - acc: 0.2552 - Top2Acc: 0.5542 - Top3Acc: 0.8073
992/3262 [========>.....................] - ETA: 2:56 - loss: 1.3785 - acc: 0.2550 - Top2Acc: 0.5514 - Top3Acc: 0.8044
1024/3262 [========>.....................] - ETA: 2:53 - loss: 1.3768 - acc: 0.2539 - Top2Acc: 0.5508 - Top3Acc: 0.8037
1056/3262 [========>.....................] - ETA: 2:51 - loss: 1.3780 - acc: 0.2566 - Top2Acc: 0.5502 - Top3Acc: 0.8011
1088/3262 [=========>....................] - ETA: 2:48 - loss: 1.3769 - acc: 0.2592 - Top2Acc: 0.5533 - Top3Acc: 0.8033
1120/3262 [=========>....................] - ETA: 2:46 - loss: 1.3731 - acc: 0.2571 - Top2Acc: 0.5554 - Top3Acc: 0.8027
1152/3262 [=========>....................] - ETA: 2:43 - loss: 1.3706 - acc: 0.2552 - Top2Acc: 0.5599 - Top3Acc: 0.8056
1184/3262 [=========>....................] - ETA: 2:41 - loss: 1.3705 - acc: 0.2559 - Top2Acc: 0.5633 - Top3Acc: 0.8083
1216/3262 [==========>...................] - ETA: 2:39 - loss: 1.3691 - acc: 0.2558 - Top2Acc: 0.5666 - Top3Acc: 0.8109
1248/3262 [==========>...................] - ETA: 2:36 - loss: 1.3723 - acc: 0.2548 - Top2Acc: 0.5665 - Top3Acc: 0.8085
1280/3262 [==========>...................] - ETA: 2:34 - loss: 1.3699 - acc: 0.2539 - Top2Acc: 0.5687 - Top3Acc: 0.8070
1312/3262 [===========>..................] - ETA: 2:31 - loss: 1.3682 - acc: 0.2538 - Top2Acc: 0.5701 - Top3Acc: 0.8079
1344/3262 [===========>..................] - ETA: 2:29 - loss: 1.3693 - acc: 0.2522 - Top2Acc: 0.5699 - Top3Acc: 0.8058
1376/3262 [===========>..................] - ETA: 2:26 - loss: 1.3684 - acc: 0.2551 - Top2Acc: 0.5719 - Top3Acc: 0.8081
1408/3262 [===========>..................] - ETA: 2:23 - loss: 1.3686 - acc: 0.2585 - Top2Acc: 0.5739 - Top3Acc: 0.8089
1440/3262 [============>.................] - ETA: 2:21 - loss: 1.3677 - acc: 0.2583 - Top2Acc: 0.5743 - Top3Acc: 0.8097
1472/3262 [============>.................] - ETA: 2:18 - loss: 1.3689 - acc: 0.2595 - Top2Acc: 0.5727 - Top3Acc: 0.8091
1504/3262 [============>.................] - ETA: 2:16 - loss: 1.3698 - acc: 0.2593 - Top2Acc: 0.5731 - Top3Acc: 0.8092
1536/3262 [=============>................] - ETA: 2:13 - loss: 1.3700 - acc: 0.2611 - Top2Acc: 0.5723 - Top3Acc: 0.8079
1568/3262 [=============>................] - ETA: 2:10 - loss: 1.3719 - acc: 0.2602 - Top2Acc: 0.5695 - Top3Acc: 0.8055
1600/3262 [=============>................] - ETA: 2:08 - loss: 1.3728 - acc: 0.2612 - Top2Acc: 0.5713 - Top3Acc: 0.8056
1632/3262 [==============>...............] - ETA: 2:06 - loss: 1.3719 - acc: 0.2653 - Top2Acc: 0.5729 - Top3Acc: 0.8058
1664/3262 [==============>...............] - ETA: 2:03 - loss: 1.3704 - acc: 0.2692 - Top2Acc: 0.5751 - Top3Acc: 0.8065
1696/3262 [==============>...............] - ETA: 2:01 - loss: 1.3676 - acc: 0.2730 - Top2Acc: 0.5772 - Top3Acc: 0.8066
1728/3262 [==============>...............] - ETA: 1:59 - loss: 1.3687 - acc: 0.2714 - Top2Acc: 0.5781 - Top3Acc: 0.8067
1760/3262 [===============>..............] - ETA: 1:56 - loss: 1.3683 - acc: 0.2722 - Top2Acc: 0.5784 - Top3Acc: 0.8080
1792/3262 [===============>..............] - ETA: 1:54 - loss: 1.3688 - acc: 0.2734 - Top2Acc: 0.5809 - Top3Acc: 0.8092
1824/3262 [===============>..............] - ETA: 1:51 - loss: 1.3695 - acc: 0.2741 - Top2Acc: 0.5811 - Top3Acc: 0.8087
1856/3262 [================>.............] - ETA: 1:49 - loss: 1.3704 - acc: 0.2753 - Top2Acc: 0.5808 - Top3Acc: 0.8093
1888/3262 [================>.............] - ETA: 1:46 - loss: 1.3708 - acc: 0.2760 - Top2Acc: 0.5821 - Top3Acc: 0.8093
1920/3262 [================>.............] - ETA: 1:44 - loss: 1.3700 - acc: 0.2786 - Top2Acc: 0.5844 - Top3Acc: 0.8104
1952/3262 [================>.............] - ETA: 1:41 - loss: 1.3698 - acc: 0.2802 - Top2Acc: 0.5856 - Top3Acc: 0.8110
1984/3262 [=================>............] - ETA: 1:39 - loss: 1.3705 - acc: 0.2807 - Top2Acc: 0.5862 - Top3Acc: 0.8110
2016/3262 [=================>............] - ETA: 1:36 - loss: 1.3693 - acc: 0.2812 - Top2Acc: 0.5843 - Top3Acc: 0.8120
2048/3262 [=================>............] - ETA: 1:33 - loss: 1.3685 - acc: 0.2827 - Top2Acc: 0.5859 - Top3Acc: 0.8120
2080/3262 [==================>...........] - ETA: 1:31 - loss: 1.3694 - acc: 0.2832 - Top2Acc: 0.5865 - Top3Acc: 0.8115
2112/3262 [==================>...........] - ETA: 1:28 - loss: 1.3701 - acc: 0.2846 - Top2Acc: 0.5876 - Top3Acc: 0.8134
2144/3262 [==================>...........] - ETA: 1:26 - loss: 1.3714 - acc: 0.2854 - Top2Acc: 0.5868 - Top3Acc: 0.8139
2176/3262 [===================>..........] - ETA: 1:24 - loss: 1.3725 - acc: 0.2886 - Top2Acc: 0.5878 - Top3Acc: 0.8162
2208/3262 [===================>..........] - ETA: 1:21 - loss: 1.3730 - acc: 0.2880 - Top2Acc: 0.5865 - Top3Acc: 0.8170
2240/3262 [===================>..........] - ETA: 1:19 - loss: 1.3734 - acc: 0.2875 - Top2Acc: 0.5839 - Top3Acc: 0.8165
2272/3262 [===================>..........] - ETA: 1:16 - loss: 1.3737 - acc: 0.2883 - Top2Acc: 0.5836 - Top3Acc: 0.8151
2304/3262 [====================>.........] - ETA: 1:14 - loss: 1.3727 - acc: 0.2878 - Top2Acc: 0.5833 - Top3Acc: 0.8138
2336/3262 [====================>.........] - ETA: 1:11 - loss: 1.3738 - acc: 0.2877 - Top2Acc: 0.5826 - Top3Acc: 0.8129
2368/3262 [====================>.........] - ETA: 1:09 - loss: 1.3740 - acc: 0.2880 - Top2Acc: 0.5823 - Top3Acc: 0.8117
2400/3262 [=====================>........] - ETA: 1:06 - loss: 1.3736 - acc: 0.2888 - Top2Acc: 0.5829 - Top3Acc: 0.8125
2432/3262 [=====================>........] - ETA: 1:04 - loss: 1.3736 - acc: 0.2895 - Top2Acc: 0.5818 - Top3Acc: 0.8104
2464/3262 [=====================>........] - ETA: 1:01 - loss: 1.3747 - acc: 0.2894 - Top2Acc: 0.5804 - Top3Acc: 0.8093
2496/3262 [=====================>........] - ETA: 59s - loss: 1.3739 - acc: 0.2893 - Top2Acc: 0.5797 - Top3Acc: 0.8077
2528/3262 [======================>.......] - ETA: 56s - loss: 1.3736 - acc: 0.2892 - Top2Acc: 0.5791 - Top3Acc: 0.8062
2560/3262 [======================>.......] - ETA: 54s - loss: 1.3731 - acc: 0.2898 - Top2Acc: 0.5805 - Top3Acc: 0.8051
2592/3262 [======================>.......] - ETA: 51s - loss: 1.3723 - acc: 0.2913 - Top2Acc: 0.5822 - Top3Acc: 0.8052
2624/3262 [=======================>......] - ETA: 49s - loss: 1.3725 - acc: 0.2927 - Top2Acc: 0.5838 - Top3Acc: 0.8060
2656/3262 [=======================>......] - ETA: 46s - loss: 1.3717 - acc: 0.2907 - Top2Acc: 0.5832 - Top3Acc: 0.8057
2688/3262 [=======================>......] - ETA: 44s - loss: 1.3714 - acc: 0.2909 - Top2Acc: 0.5844 - Top3Acc: 0.8058
2720/3262 [========================>.....] - ETA: 41s - loss: 1.3703 - acc: 0.2904 - Top2Acc: 0.5857 - Top3Acc: 0.8070
2752/3262 [========================>.....] - ETA: 39s - loss: 1.3697 - acc: 0.2907 - Top2Acc: 0.5861 - Top3Acc: 0.8063
2784/3262 [========================>.....] - ETA: 36s - loss: 1.3703 - acc: 0.2931 - Top2Acc: 0.5869 - Top3Acc: 0.8060
2816/3262 [========================>.....] - ETA: 34s - loss: 1.3700 - acc: 0.2926 - Top2Acc: 0.5881 - Top3Acc: 0.8068
2848/3262 [=========================>....] - ETA: 32s - loss: 1.3701 - acc: 0.2939 - Top2Acc: 0.5892 - Top3Acc: 0.8072
2880/3262 [=========================>....] - ETA: 29s - loss: 1.3695 - acc: 0.2948 - Top2Acc: 0.5906 - Top3Acc: 0.8080
2912/3262 [=========================>....] - ETA: 27s - loss: 1.3685 - acc: 0.2946 - Top2Acc: 0.5913 - Top3Acc: 0.8077
2944/3262 [==========================>...] - ETA: 24s - loss: 1.3688 - acc: 0.2948 - Top2Acc: 0.5917 - Top3Acc: 0.8081
2976/3262 [==========================>...] - ETA: 22s - loss: 1.3685 - acc: 0.2964 - Top2Acc: 0.5931 - Top3Acc: 0.8088
3008/3262 [==========================>...] - ETA: 19s - loss: 1.3676 - acc: 0.2982 - Top2Acc: 0.5954 - Top3Acc: 0.8102
3040/3262 [==========================>...] - ETA: 17s - loss: 1.3661 - acc: 0.2990 - Top2Acc: 0.5970 - Top3Acc: 0.8099
3072/3262 [===========================>..] - ETA: 14s - loss: 1.3665 - acc: 0.2988 - Top2Acc: 0.5967 - Top3Acc: 0.8105
3104/3262 [===========================>..] - ETA: 12s - loss: 1.3648 - acc: 0.3006 - Top2Acc: 0.5989 - Top3Acc: 0.8115
3136/3262 [===========================>..] - ETA: 9s - loss: 1.3626 - acc: 0.3013 - Top2Acc: 0.6014 - Top3Acc: 0.8125
3168/3262 [============================>.] - ETA: 7s - loss: 1.3632 - acc: 0.3015 - Top2Acc: 0.6016 - Top3Acc: 0.8125
3200/3262 [============================>.] - ETA: 4s - loss: 1.3621 - acc: 0.3013 - Top2Acc: 0.6028 - Top3Acc: 0.8128
3232/3262 [============================>.] - ETA: 2s - loss: 1.3627 - acc: 0.2995 - Top2Acc: 0.6018 - Top3Acc: 0.8128
3262/3262 [==============================] - 265s 81ms/step - loss: 1.3615 - acc: 0.2992 - Top2Acc: 0.6036 - Top3Acc: 0.8145 - val_loss: 1.5286 - val_acc: 0.2083 - val_Top2Acc: 0.5035 - val_Top3Acc: 0.7222
Epoch 3/30
32/3262 [..............................] - ETA: 4:00 - loss: 1.2248 - acc: 0.2812 - Top2Acc: 0.7500 - Top3Acc: 0.8750
64/3262 [..............................] - ETA: 3:52 - loss: 1.2276 - acc: 0.4531 - Top2Acc: 0.7969 - Top3Acc: 0.8906
96/3262 [..............................] - ETA: 3:54 - loss: 1.2894 - acc: 0.4271 - Top2Acc: 0.7396 - Top3Acc: 0.8854
128/3262 [>.............................] - ETA: 3:53 - loss: 1.3021 - acc: 0.4375 - Top2Acc: 0.7344 - Top3Acc: 0.8672
160/3262 [>.............................] - ETA: 3:59 - loss: 1.3102 - acc: 0.4188 - Top2Acc: 0.7250 - Top3Acc: 0.8688
192/3262 [>.............................] - ETA: 3:59 - loss: 1.3103 - acc: 0.4323 - Top2Acc: 0.7188 - Top3Acc: 0.8750
224/3262 [=>............................] - ETA: 3:54 - loss: 1.3166 - acc: 0.4196 - Top2Acc: 0.7054 - Top3Acc: 0.8705
256/3262 [=>............................] - ETA: 3:50 - loss: 1.3239 - acc: 0.4336 - Top2Acc: 0.7148 - Top3Acc: 0.8828
288/3262 [=>............................] - ETA: 3:48 - loss: 1.3309 - acc: 0.4236 - Top2Acc: 0.6979 - Top3Acc: 0.8646
320/3262 [=>............................] - ETA: 3:46 - loss: 1.3257 - acc: 0.4281 - Top2Acc: 0.7125 - Top3Acc: 0.8688
352/3262 [==>...........................] - ETA: 3:47 - loss: 1.3300 - acc: 0.4261 - Top2Acc: 0.7188 - Top3Acc: 0.8778
384/3262 [==>...........................] - ETA: 3:46 - loss: 1.3290 - acc: 0.4323 - Top2Acc: 0.7135 - Top3Acc: 0.8698
416/3262 [==>...........................] - ETA: 3:43 - loss: 1.3319 - acc: 0.4327 - Top2Acc: 0.7043 - Top3Acc: 0.8678
448/3262 [===>..........................] - ETA: 3:41 - loss: 1.3309 - acc: 0.4353 - Top2Acc: 0.7009 - Top3Acc: 0.8683
480/3262 [===>..........................] - ETA: 3:38 - loss: 1.3310 - acc: 0.4354 - Top2Acc: 0.6979 - Top3Acc: 0.8667
512/3262 [===>..........................] - ETA: 3:36 - loss: 1.3325 - acc: 0.4336 - Top2Acc: 0.7031 - Top3Acc: 0.8711
544/3262 [====>.........................] - ETA: 3:34 - loss: 1.3310 - acc: 0.4265 - Top2Acc: 0.6967 - Top3Acc: 0.8695
576/3262 [====>.........................] - ETA: 3:30 - loss: 1.3302 - acc: 0.4219 - Top2Acc: 0.6979 - Top3Acc: 0.8698
608/3262 [====>.........................] - ETA: 3:27 - loss: 1.3311 - acc: 0.4227 - Top2Acc: 0.7023 - Top3Acc: 0.8750
640/3262 [====>.........................] - ETA: 3:24 - loss: 1.3300 - acc: 0.4250 - Top2Acc: 0.7000 - Top3Acc: 0.8766
672/3262 [=====>........................] - ETA: 3:21 - loss: 1.3284 - acc: 0.4286 - Top2Acc: 0.7024 - Top3Acc: 0.8765
704/3262 [=====>........................] - ETA: 3:18 - loss: 1.3344 - acc: 0.4247 - Top2Acc: 0.6960 - Top3Acc: 0.8722
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768/3262 [======>.......................] - ETA: 3:14 - loss: 1.3339 - acc: 0.4180 - Top2Acc: 0.6940 - Top3Acc: 0.8763
800/3262 [======>.......................] - ETA: 3:11 - loss: 1.3324 - acc: 0.4188 - Top2Acc: 0.6987 - Top3Acc: 0.8775
832/3262 [======>.......................] - ETA: 3:08 - loss: 1.3329 - acc: 0.4183 - Top2Acc: 0.6995 - Top3Acc: 0.8786
864/3262 [======>.......................] - ETA: 3:05 - loss: 1.3330 - acc: 0.4155 - Top2Acc: 0.6979 - Top3Acc: 0.8785
896/3262 [=======>......................] - ETA: 3:04 - loss: 1.3308 - acc: 0.4096 - Top2Acc: 0.6931 - Top3Acc: 0.8739
928/3262 [=======>......................] - ETA: 3:01 - loss: 1.3292 - acc: 0.4052 - Top2Acc: 0.6875 - Top3Acc: 0.8685
960/3262 [=======>......................] - ETA: 2:58 - loss: 1.3315 - acc: 0.4062 - Top2Acc: 0.6885 - Top3Acc: 0.8667
992/3262 [========>.....................] - ETA: 2:55 - loss: 1.3298 - acc: 0.4042 - Top2Acc: 0.6875 - Top3Acc: 0.8639
1024/3262 [========>.....................] - ETA: 2:53 - loss: 1.3282 - acc: 0.4043 - Top2Acc: 0.6875 - Top3Acc: 0.8633
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1216/3262 [==========>...................] - ETA: 2:37 - loss: 1.3194 - acc: 0.3988 - Top2Acc: 0.6908 - Top3Acc: 0.8643
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1280/3262 [==========>...................] - ETA: 2:32 - loss: 1.3165 - acc: 0.4000 - Top2Acc: 0.6937 - Top3Acc: 0.8633
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1920/3262 [================>.............] - ETA: 1:42 - loss: 1.2927 - acc: 0.4010 - Top2Acc: 0.6870 - Top3Acc: 0.8641
1952/3262 [================>.............] - ETA: 1:40 - loss: 1.2930 - acc: 0.4006 - Top2Acc: 0.6865 - Top3Acc: 0.8642
1984/3262 [=================>............] - ETA: 1:38 - loss: 1.2904 - acc: 0.4037 - Top2Acc: 0.6895 - Top3Acc: 0.8654
2016/3262 [=================>............] - ETA: 1:35 - loss: 1.2907 - acc: 0.4043 - Top2Acc: 0.6885 - Top3Acc: 0.8651
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3008/3262 [==========================>...] - ETA: 19s - loss: 1.2472 - acc: 0.4169 - Top2Acc: 0.7094 - Top3Acc: 0.8846
3040/3262 [==========================>...] - ETA: 17s - loss: 1.2478 - acc: 0.4171 - Top2Acc: 0.7086 - Top3Acc: 0.8849
3072/3262 [===========================>..] - ETA: 14s - loss: 1.2471 - acc: 0.4176 - Top2Acc: 0.7090 - Top3Acc: 0.8857
3104/3262 [===========================>..] - ETA: 12s - loss: 1.2452 - acc: 0.4191 - Top2Acc: 0.7110 - Top3Acc: 0.8863
3136/3262 [===========================>..] - ETA: 9s - loss: 1.2433 - acc: 0.4196 - Top2Acc: 0.7127 - Top3Acc: 0.8871
3168/3262 [============================>.] - ETA: 7s - loss: 1.2408 - acc: 0.4220 - Top2Acc: 0.7143 - Top3Acc: 0.8879
3200/3262 [============================>.] - ETA: 4s - loss: 1.2390 - acc: 0.4234 - Top2Acc: 0.7156 - Top3Acc: 0.8884
3232/3262 [============================>.] - ETA: 2s - loss: 1.2370 - acc: 0.4248 - Top2Acc: 0.7169 - Top3Acc: 0.8892
3262/3262 [==============================] - 264s 81ms/step - loss: 1.2369 - acc: 0.4252 - Top2Acc: 0.7167 - Top3Acc: 0.8899 - val_loss: 1.2331 - val_acc: 0.5017 - val_Top2Acc: 0.6892 - val_Top3Acc: 0.8594
Epoch 4/30
32/3262 [..............................] - ETA: 3:59 - loss: 1.1413 - acc: 0.5312 - Top2Acc: 0.8438 - Top3Acc: 0.9375
64/3262 [..............................] - ETA: 4:08 - loss: 1.0903 - acc: 0.5938 - Top2Acc: 0.8438 - Top3Acc: 0.9219
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128/3262 [>.............................] - ETA: 3:57 - loss: 1.0634 - acc: 0.5078 - Top2Acc: 0.8125 - Top3Acc: 0.9297
160/3262 [>.............................] - ETA: 3:58 - loss: 1.0925 - acc: 0.4813 - Top2Acc: 0.7937 - Top3Acc: 0.9250
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224/3262 [=>............................] - ETA: 3:56 - loss: 1.0462 - acc: 0.4955 - Top2Acc: 0.8170 - Top3Acc: 0.9375
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288/3262 [=>............................] - ETA: 3:52 - loss: 1.0761 - acc: 0.4826 - Top2Acc: 0.7951 - Top3Acc: 0.9410
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352/3262 [==>...........................] - ETA: 3:43 - loss: 1.0396 - acc: 0.4972 - Top2Acc: 0.8068 - Top3Acc: 0.9489
384/3262 [==>...........................] - ETA: 3:39 - loss: 1.0367 - acc: 0.5026 - Top2Acc: 0.8073 - Top3Acc: 0.9531
416/3262 [==>...........................] - ETA: 3:37 - loss: 1.0343 - acc: 0.5072 - Top2Acc: 0.8005 - Top3Acc: 0.9543
448/3262 [===>..........................] - ETA: 3:34 - loss: 1.0441 - acc: 0.5089 - Top2Acc: 0.8013 - Top3Acc: 0.9554
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544/3262 [====>.........................] - ETA: 3:28 - loss: 1.0397 - acc: 0.5129 - Top2Acc: 0.7996 - Top3Acc: 0.9485
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640/3262 [====>.........................] - ETA: 3:20 - loss: 1.0505 - acc: 0.5047 - Top2Acc: 0.8000 - Top3Acc: 0.9453
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800/3262 [======>.......................] - ETA: 3:07 - loss: 1.0537 - acc: 0.5150 - Top2Acc: 0.7963 - Top3Acc: 0.9425
832/3262 [======>.......................] - ETA: 3:05 - loss: 1.0571 - acc: 0.5156 - Top2Acc: 0.7981 - Top3Acc: 0.9447
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896/3262 [=======>......................] - ETA: 2:59 - loss: 1.0603 - acc: 0.5123 - Top2Acc: 0.7913 - Top3Acc: 0.9420
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960/3262 [=======>......................] - ETA: 2:55 - loss: 1.0575 - acc: 0.5156 - Top2Acc: 0.7865 - Top3Acc: 0.9396
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1280/3262 [==========>...................] - ETA: 2:31 - loss: 1.0601 - acc: 0.5055 - Top2Acc: 0.7828 - Top3Acc: 0.9391
1312/3262 [===========>..................] - ETA: 2:29 - loss: 1.0632 - acc: 0.5038 - Top2Acc: 0.7843 - Top3Acc: 0.9398
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1408/3262 [===========>..................] - ETA: 2:22 - loss: 1.0595 - acc: 0.5121 - Top2Acc: 0.7869 - Top3Acc: 0.9396
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1600/3262 [=============>................] - ETA: 2:07 - loss: 1.0528 - acc: 0.5156 - Top2Acc: 0.7913 - Top3Acc: 0.9406
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1920/3262 [================>.............] - ETA: 1:42 - loss: 1.0496 - acc: 0.5115 - Top2Acc: 0.7937 - Top3Acc: 0.9411
1952/3262 [================>.............] - ETA: 1:39 - loss: 1.0498 - acc: 0.5113 - Top2Acc: 0.7946 - Top3Acc: 0.9416
1984/3262 [=================>............] - ETA: 1:37 - loss: 1.0521 - acc: 0.5091 - Top2Acc: 0.7939 - Top3Acc: 0.9415
2016/3262 [=================>............] - ETA: 1:34 - loss: 1.0495 - acc: 0.5119 - Top2Acc: 0.7946 - Top3Acc: 0.9415
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2400/3262 [=====================>........] - ETA: 1:05 - loss: 1.0359 - acc: 0.5233 - Top2Acc: 0.8021 - Top3Acc: 0.9421
2432/3262 [=====================>........] - ETA: 1:03 - loss: 1.0365 - acc: 0.5222 - Top2Acc: 0.8006 - Top3Acc: 0.9424
2464/3262 [=====================>........] - ETA: 1:00 - loss: 1.0348 - acc: 0.5231 - Top2Acc: 0.8007 - Top3Acc: 0.9424
2496/3262 [=====================>........] - ETA: 58s - loss: 1.0346 - acc: 0.5220 - Top2Acc: 0.7993 - Top3Acc: 0.9427
2528/3262 [======================>.......] - ETA: 55s - loss: 1.0332 - acc: 0.5210 - Top2Acc: 0.7998 - Top3Acc: 0.9430
2560/3262 [======================>.......] - ETA: 53s - loss: 1.0359 - acc: 0.5195 - Top2Acc: 0.7984 - Top3Acc: 0.9426
2592/3262 [======================>.......] - ETA: 50s - loss: 1.0342 - acc: 0.5220 - Top2Acc: 0.7994 - Top3Acc: 0.9429
2624/3262 [=======================>......] - ETA: 48s - loss: 1.0349 - acc: 0.5225 - Top2Acc: 0.7995 - Top3Acc: 0.9432
2656/3262 [=======================>......] - ETA: 45s - loss: 1.0340 - acc: 0.5230 - Top2Acc: 0.7993 - Top3Acc: 0.9431
2688/3262 [=======================>......] - ETA: 43s - loss: 1.0355 - acc: 0.5231 - Top2Acc: 0.7995 - Top3Acc: 0.9423
2720/3262 [========================>.....] - ETA: 41s - loss: 1.0336 - acc: 0.5246 - Top2Acc: 0.7996 - Top3Acc: 0.9426
2752/3262 [========================>.....] - ETA: 38s - loss: 1.0324 - acc: 0.5265 - Top2Acc: 0.8005 - Top3Acc: 0.9426
2784/3262 [========================>.....] - ETA: 36s - loss: 1.0329 - acc: 0.5262 - Top2Acc: 0.7996 - Top3Acc: 0.9418
2816/3262 [========================>.....] - ETA: 33s - loss: 1.0317 - acc: 0.5266 - Top2Acc: 0.8004 - Top3Acc: 0.9421
2848/3262 [=========================>....] - ETA: 31s - loss: 1.0290 - acc: 0.5281 - Top2Acc: 0.8013 - Top3Acc: 0.9428
2880/3262 [=========================>....] - ETA: 29s - loss: 1.0260 - acc: 0.5306 - Top2Acc: 0.8028 - Top3Acc: 0.9427
2912/3262 [=========================>....] - ETA: 26s - loss: 1.0283 - acc: 0.5288 - Top2Acc: 0.8029 - Top3Acc: 0.9427
2944/3262 [==========================>...] - ETA: 24s - loss: 1.0277 - acc: 0.5285 - Top2Acc: 0.8033 - Top3Acc: 0.9429
2976/3262 [==========================>...] - ETA: 21s - loss: 1.0272 - acc: 0.5289 - Top2Acc: 0.8034 - Top3Acc: 0.9432
3008/3262 [==========================>...] - ETA: 19s - loss: 1.0282 - acc: 0.5286 - Top2Acc: 0.8042 - Top3Acc: 0.9432
3040/3262 [==========================>...] - ETA: 16s - loss: 1.0282 - acc: 0.5296 - Top2Acc: 0.8043 - Top3Acc: 0.9434
3072/3262 [===========================>..] - ETA: 14s - loss: 1.0288 - acc: 0.5293 - Top2Acc: 0.8040 - Top3Acc: 0.9430
3104/3262 [===========================>..] - ETA: 12s - loss: 1.0256 - acc: 0.5309 - Top2Acc: 0.8057 - Top3Acc: 0.9436
3136/3262 [===========================>..] - ETA: 9s - loss: 1.0249 - acc: 0.5319 - Top2Acc: 0.8058 - Top3Acc: 0.9436
3168/3262 [============================>.] - ETA: 7s - loss: 1.0217 - acc: 0.5331 - Top2Acc: 0.8071 - Top3Acc: 0.9438
3200/3262 [============================>.] - ETA: 4s - loss: 1.0226 - acc: 0.5322 - Top2Acc: 0.8072 - Top3Acc: 0.9437
3232/3262 [============================>.] - ETA: 2s - loss: 1.0235 - acc: 0.5309 - Top2Acc: 0.8069 - Top3Acc: 0.9440
3262/3262 [==============================] - 261s 80ms/step - loss: 1.0212 - acc: 0.5319 - Top2Acc: 0.8078 - Top3Acc: 0.9439 - val_loss: 1.2199 - val_acc: 0.4740 - val_Top2Acc: 0.7083 - val_Top3Acc: 0.8420
Epoch 5/30
32/3262 [..............................] - ETA: 3:55 - loss: 0.9845 - acc: 0.5000 - Top2Acc: 0.6875 - Top3Acc: 0.9375
64/3262 [..............................] - ETA: 3:59 - loss: 1.0460 - acc: 0.5000 - Top2Acc: 0.7656 - Top3Acc: 0.9219
96/3262 [..............................] - ETA: 3:57 - loss: 0.9462 - acc: 0.5312 - Top2Acc: 0.7917 - Top3Acc: 0.9479
128/3262 [>.............................] - ETA: 3:56 - loss: 0.9308 - acc: 0.5703 - Top2Acc: 0.7891 - Top3Acc: 0.9453
160/3262 [>.............................] - ETA: 3:52 - loss: 0.8948 - acc: 0.5813 - Top2Acc: 0.8125 - Top3Acc: 0.9563
192/3262 [>.............................] - ETA: 3:56 - loss: 0.9458 - acc: 0.5729 - Top2Acc: 0.8229 - Top3Acc: 0.9427
224/3262 [=>............................] - ETA: 3:57 - loss: 0.9601 - acc: 0.5670 - Top2Acc: 0.8304 - Top3Acc: 0.9420
256/3262 [=>............................] - ETA: 3:55 - loss: 0.9375 - acc: 0.5938 - Top2Acc: 0.8398 - Top3Acc: 0.9492
288/3262 [=>............................] - ETA: 3:53 - loss: 0.9476 - acc: 0.5903 - Top2Acc: 0.8403 - Top3Acc: 0.9479
320/3262 [=>............................] - ETA: 3:49 - loss: 0.9438 - acc: 0.5969 - Top2Acc: 0.8406 - Top3Acc: 0.9437
352/3262 [==>...........................] - ETA: 3:47 - loss: 0.9492 - acc: 0.5966 - Top2Acc: 0.8352 - Top3Acc: 0.9489
384/3262 [==>...........................] - ETA: 3:44 - loss: 0.9384 - acc: 0.6016 - Top2Acc: 0.8385 - Top3Acc: 0.9505
416/3262 [==>...........................] - ETA: 3:41 - loss: 0.9421 - acc: 0.5962 - Top2Acc: 0.8365 - Top3Acc: 0.9543
448/3262 [===>..........................] - ETA: 3:38 - loss: 0.9277 - acc: 0.6094 - Top2Acc: 0.8415 - Top3Acc: 0.9554
480/3262 [===>..........................] - ETA: 3:34 - loss: 0.9363 - acc: 0.6042 - Top2Acc: 0.8396 - Top3Acc: 0.9542
512/3262 [===>..........................] - ETA: 3:33 - loss: 0.9395 - acc: 0.6035 - Top2Acc: 0.8398 - Top3Acc: 0.9512
544/3262 [====>.........................] - ETA: 3:30 - loss: 0.9391 - acc: 0.6029 - Top2Acc: 0.8382 - Top3Acc: 0.9522
576/3262 [====>.........................] - ETA: 3:27 - loss: 0.9396 - acc: 0.6007 - Top2Acc: 0.8351 - Top3Acc: 0.9479
608/3262 [====>.........................] - ETA: 3:26 - loss: 0.9569 - acc: 0.5921 - Top2Acc: 0.8273 - Top3Acc: 0.9457
640/3262 [====>.........................] - ETA: 3:23 - loss: 0.9510 - acc: 0.6000 - Top2Acc: 0.8313 - Top3Acc: 0.9469
672/3262 [=====>........................] - ETA: 3:20 - loss: 0.9442 - acc: 0.6057 - Top2Acc: 0.8333 - Top3Acc: 0.9464
704/3262 [=====>........................] - ETA: 3:18 - loss: 0.9350 - acc: 0.6094 - Top2Acc: 0.8366 - Top3Acc: 0.9489
736/3262 [=====>........................] - ETA: 3:16 - loss: 0.9354 - acc: 0.6060 - Top2Acc: 0.8370 - Top3Acc: 0.9484
768/3262 [======>.......................] - ETA: 3:12 - loss: 0.9251 - acc: 0.6094 - Top2Acc: 0.8411 - Top3Acc: 0.9492
800/3262 [======>.......................] - ETA: 3:10 - loss: 0.9253 - acc: 0.6088 - Top2Acc: 0.8413 - Top3Acc: 0.9500
832/3262 [======>.......................] - ETA: 3:07 - loss: 0.9164 - acc: 0.6130 - Top2Acc: 0.8425 - Top3Acc: 0.9507
864/3262 [======>.......................] - ETA: 3:06 - loss: 0.9216 - acc: 0.6111 - Top2Acc: 0.8414 - Top3Acc: 0.9479
896/3262 [=======>......................] - ETA: 3:03 - loss: 0.9188 - acc: 0.6071 - Top2Acc: 0.8449 - Top3Acc: 0.9498
928/3262 [=======>......................] - ETA: 3:01 - loss: 0.9166 - acc: 0.6067 - Top2Acc: 0.8470 - Top3Acc: 0.9504
960/3262 [=======>......................] - ETA: 2:58 - loss: 0.9148 - acc: 0.6031 - Top2Acc: 0.8500 - Top3Acc: 0.9500
992/3262 [========>.....................] - ETA: 2:56 - loss: 0.9103 - acc: 0.6008 - Top2Acc: 0.8538 - Top3Acc: 0.9516
1024/3262 [========>.....................] - ETA: 2:53 - loss: 0.9093 - acc: 0.6006 - Top2Acc: 0.8535 - Top3Acc: 0.9531
1056/3262 [========>.....................] - ETA: 2:51 - loss: 0.9070 - acc: 0.6023 - Top2Acc: 0.8542 - Top3Acc: 0.9536
1088/3262 [=========>....................] - ETA: 2:48 - loss: 0.9066 - acc: 0.5993 - Top2Acc: 0.8557 - Top3Acc: 0.9550
1120/3262 [=========>....................] - ETA: 2:45 - loss: 0.9035 - acc: 0.5991 - Top2Acc: 0.8580 - Top3Acc: 0.9554
1152/3262 [=========>....................] - ETA: 2:43 - loss: 0.8970 - acc: 0.6033 - Top2Acc: 0.8594 - Top3Acc: 0.9557
1184/3262 [=========>....................] - ETA: 2:40 - loss: 0.9001 - acc: 0.5997 - Top2Acc: 0.8581 - Top3Acc: 0.9535
1216/3262 [==========>...................] - ETA: 2:38 - loss: 0.8977 - acc: 0.6003 - Top2Acc: 0.8586 - Top3Acc: 0.9539
1248/3262 [==========>...................] - ETA: 2:35 - loss: 0.8995 - acc: 0.5986 - Top2Acc: 0.8550 - Top3Acc: 0.9543
1280/3262 [==========>...................] - ETA: 2:33 - loss: 0.9015 - acc: 0.5977 - Top2Acc: 0.8531 - Top3Acc: 0.9547
1312/3262 [===========>..................] - ETA: 2:30 - loss: 0.8984 - acc: 0.5976 - Top2Acc: 0.8529 - Top3Acc: 0.9558
1344/3262 [===========>..................] - ETA: 2:28 - loss: 0.9021 - acc: 0.5945 - Top2Acc: 0.8497 - Top3Acc: 0.9539
1376/3262 [===========>..................] - ETA: 2:26 - loss: 0.8990 - acc: 0.5974 - Top2Acc: 0.8525 - Top3Acc: 0.9549
1408/3262 [===========>..................] - ETA: 2:23 - loss: 0.9001 - acc: 0.5959 - Top2Acc: 0.8544 - Top3Acc: 0.9545
1440/3262 [============>.................] - ETA: 2:21 - loss: 0.8989 - acc: 0.5965 - Top2Acc: 0.8528 - Top3Acc: 0.9556
1472/3262 [============>.................] - ETA: 2:19 - loss: 0.8955 - acc: 0.6005 - Top2Acc: 0.8539 - Top3Acc: 0.9565
1504/3262 [============>.................] - ETA: 2:16 - loss: 0.9014 - acc: 0.5977 - Top2Acc: 0.8511 - Top3Acc: 0.9535
1536/3262 [=============>................] - ETA: 2:14 - loss: 0.8986 - acc: 0.5964 - Top2Acc: 0.8522 - Top3Acc: 0.9544
1568/3262 [=============>................] - ETA: 2:11 - loss: 0.9026 - acc: 0.5957 - Top2Acc: 0.8520 - Top3Acc: 0.9534
1600/3262 [=============>................] - ETA: 2:09 - loss: 0.9044 - acc: 0.5950 - Top2Acc: 0.8531 - Top3Acc: 0.9531
1632/3262 [==============>...............] - ETA: 2:06 - loss: 0.9069 - acc: 0.5956 - Top2Acc: 0.8523 - Top3Acc: 0.9528
1664/3262 [==============>...............] - ETA: 2:04 - loss: 0.9038 - acc: 0.5968 - Top2Acc: 0.8540 - Top3Acc: 0.9537
1696/3262 [==============>...............] - ETA: 2:01 - loss: 0.9034 - acc: 0.5973 - Top2Acc: 0.8550 - Top3Acc: 0.9546
1728/3262 [==============>...............] - ETA: 1:58 - loss: 0.8963 - acc: 0.6007 - Top2Acc: 0.8576 - Top3Acc: 0.9554
1760/3262 [===============>..............] - ETA: 1:56 - loss: 0.8958 - acc: 0.6028 - Top2Acc: 0.8574 - Top3Acc: 0.9563
1792/3262 [===============>..............] - ETA: 1:53 - loss: 0.8945 - acc: 0.6027 - Top2Acc: 0.8555 - Top3Acc: 0.9565
1824/3262 [===============>..............] - ETA: 1:51 - loss: 0.8917 - acc: 0.6036 - Top2Acc: 0.8564 - Top3Acc: 0.9561
1856/3262 [================>.............] - ETA: 1:48 - loss: 0.8950 - acc: 0.6018 - Top2Acc: 0.8545 - Top3Acc: 0.9553
1888/3262 [================>.............] - ETA: 1:46 - loss: 0.8988 - acc: 0.6022 - Top2Acc: 0.8549 - Top3Acc: 0.9544
1920/3262 [================>.............] - ETA: 1:43 - loss: 0.9028 - acc: 0.6005 - Top2Acc: 0.8526 - Top3Acc: 0.9536
1952/3262 [================>.............] - ETA: 1:41 - loss: 0.9041 - acc: 0.5989 - Top2Acc: 0.8530 - Top3Acc: 0.9539
1984/3262 [=================>............] - ETA: 1:38 - loss: 0.9032 - acc: 0.6008 - Top2Acc: 0.8523 - Top3Acc: 0.9536
2016/3262 [=================>............] - ETA: 1:36 - loss: 0.8986 - acc: 0.6052 - Top2Acc: 0.8537 - Top3Acc: 0.9534
2048/3262 [=================>............] - ETA: 1:33 - loss: 0.8961 - acc: 0.6074 - Top2Acc: 0.8550 - Top3Acc: 0.9541
2080/3262 [==================>...........] - ETA: 1:31 - loss: 0.8985 - acc: 0.6048 - Top2Acc: 0.8534 - Top3Acc: 0.9534
2112/3262 [==================>...........] - ETA: 1:29 - loss: 0.8953 - acc: 0.6046 - Top2Acc: 0.8546 - Top3Acc: 0.9541
2144/3262 [==================>...........] - ETA: 1:26 - loss: 0.8918 - acc: 0.6059 - Top2Acc: 0.8563 - Top3Acc: 0.9543
2176/3262 [===================>..........] - ETA: 1:24 - loss: 0.8962 - acc: 0.6039 - Top2Acc: 0.8543 - Top3Acc: 0.9540
2208/3262 [===================>..........] - ETA: 1:21 - loss: 0.8947 - acc: 0.6051 - Top2Acc: 0.8555 - Top3Acc: 0.9547
2240/3262 [===================>..........] - ETA: 1:19 - loss: 0.8931 - acc: 0.6062 - Top2Acc: 0.8558 - Top3Acc: 0.9549
2272/3262 [===================>..........] - ETA: 1:16 - loss: 0.8930 - acc: 0.6083 - Top2Acc: 0.8565 - Top3Acc: 0.9547
2304/3262 [====================>.........] - ETA: 1:14 - loss: 0.8936 - acc: 0.6072 - Top2Acc: 0.8559 - Top3Acc: 0.9549
2336/3262 [====================>.........] - ETA: 1:11 - loss: 0.8932 - acc: 0.6079 - Top2Acc: 0.8553 - Top3Acc: 0.9551
2368/3262 [====================>.........] - ETA: 1:09 - loss: 0.8952 - acc: 0.6073 - Top2Acc: 0.8552 - Top3Acc: 0.9552
2400/3262 [=====================>........] - ETA: 1:06 - loss: 0.8907 - acc: 0.6104 - Top2Acc: 0.8571 - Top3Acc: 0.9558
2432/3262 [=====================>........] - ETA: 1:04 - loss: 0.8878 - acc: 0.6114 - Top2Acc: 0.8577 - Top3Acc: 0.9564
2464/3262 [=====================>........] - ETA: 1:01 - loss: 0.8885 - acc: 0.6112 - Top2Acc: 0.8567 - Top3Acc: 0.9570
2496/3262 [=====================>........] - ETA: 59s - loss: 0.8875 - acc: 0.6110 - Top2Acc: 0.8578 - Top3Acc: 0.9575
2528/3262 [======================>.......] - ETA: 56s - loss: 0.8883 - acc: 0.6116 - Top2Acc: 0.8572 - Top3Acc: 0.9573
2560/3262 [======================>.......] - ETA: 54s - loss: 0.8877 - acc: 0.6121 - Top2Acc: 0.8570 - Top3Acc: 0.9570
2592/3262 [======================>.......] - ETA: 52s - loss: 0.8917 - acc: 0.6107 - Top2Acc: 0.8557 - Top3Acc: 0.9564
2624/3262 [=======================>......] - ETA: 49s - loss: 0.8918 - acc: 0.6109 - Top2Acc: 0.8556 - Top3Acc: 0.9566
2656/3262 [=======================>......] - ETA: 47s - loss: 0.8906 - acc: 0.6107 - Top2Acc: 0.8554 - Top3Acc: 0.9567
2688/3262 [=======================>......] - ETA: 44s - loss: 0.8881 - acc: 0.6112 - Top2Acc: 0.8557 - Top3Acc: 0.9572
2720/3262 [========================>.....] - ETA: 42s - loss: 0.8888 - acc: 0.6096 - Top2Acc: 0.8551 - Top3Acc: 0.9577
2752/3262 [========================>.....] - ETA: 39s - loss: 0.8872 - acc: 0.6101 - Top2Acc: 0.8554 - Top3Acc: 0.9575
2784/3262 [========================>.....] - ETA: 37s - loss: 0.8860 - acc: 0.6103 - Top2Acc: 0.8556 - Top3Acc: 0.9576
2816/3262 [========================>.....] - ETA: 34s - loss: 0.8845 - acc: 0.6094 - Top2Acc: 0.8565 - Top3Acc: 0.9581
2848/3262 [=========================>....] - ETA: 32s - loss: 0.8860 - acc: 0.6092 - Top2Acc: 0.8560 - Top3Acc: 0.9568
2880/3262 [=========================>....] - ETA: 29s - loss: 0.8854 - acc: 0.6094 - Top2Acc: 0.8559 - Top3Acc: 0.9573
2912/3262 [=========================>....] - ETA: 27s - loss: 0.8828 - acc: 0.6106 - Top2Acc: 0.8565 - Top3Acc: 0.9574
2944/3262 [==========================>...] - ETA: 24s - loss: 0.8831 - acc: 0.6107 - Top2Acc: 0.8560 - Top3Acc: 0.9572
2976/3262 [==========================>...] - ETA: 22s - loss: 0.8838 - acc: 0.6106 - Top2Acc: 0.8562 - Top3Acc: 0.9570
3008/3262 [==========================>...] - ETA: 19s - loss: 0.8831 - acc: 0.6110 - Top2Acc: 0.8574 - Top3Acc: 0.9574
3040/3262 [==========================>...] - ETA: 17s - loss: 0.8830 - acc: 0.6118 - Top2Acc: 0.8582 - Top3Acc: 0.9576
3072/3262 [===========================>..] - ETA: 14s - loss: 0.8842 - acc: 0.6113 - Top2Acc: 0.8581 - Top3Acc: 0.9574
3104/3262 [===========================>..] - ETA: 12s - loss: 0.8844 - acc: 0.6108 - Top2Acc: 0.8579 - Top3Acc: 0.9572
3136/3262 [===========================>..] - ETA: 9s - loss: 0.8827 - acc: 0.6122 - Top2Acc: 0.8584 - Top3Acc: 0.9573
3168/3262 [============================>.] - ETA: 7s - loss: 0.8835 - acc: 0.6121 - Top2Acc: 0.8583 - Top3Acc: 0.9568
3200/3262 [============================>.] - ETA: 4s - loss: 0.8826 - acc: 0.6122 - Top2Acc: 0.8588 - Top3Acc: 0.9569
3232/3262 [============================>.] - ETA: 2s - loss: 0.8798 - acc: 0.6142 - Top2Acc: 0.8598 - Top3Acc: 0.9573
3262/3262 [==============================] - 266s 81ms/step - loss: 0.8795 - acc: 0.6137 - Top2Acc: 0.8593 - Top3Acc: 0.9574 - val_loss: 1.0153 - val_acc: 0.5625 - val_Top2Acc: 0.7899 - val_Top3Acc: 0.9184
Epoch 6/30
32/3262 [..............................] - ETA: 4:07 - loss: 0.9191 - acc: 0.5625 - Top2Acc: 0.8750 - Top3Acc: 0.9688
64/3262 [..............................] - ETA: 4:03 - loss: 0.9001 - acc: 0.6094 - Top2Acc: 0.8750 - Top3Acc: 0.9688
96/3262 [..............................] - ETA: 4:02 - loss: 0.8794 - acc: 0.6458 - Top2Acc: 0.8750 - Top3Acc: 0.9583
128/3262 [>.............................] - ETA: 3:57 - loss: 0.8746 - acc: 0.6250 - Top2Acc: 0.8594 - Top3Acc: 0.9688
160/3262 [>.............................] - ETA: 3:54 - loss: 0.8692 - acc: 0.6375 - Top2Acc: 0.8562 - Top3Acc: 0.9563
192/3262 [>.............................] - ETA: 3:54 - loss: 0.8417 - acc: 0.6510 - Top2Acc: 0.8698 - Top3Acc: 0.9635
224/3262 [=>............................] - ETA: 3:52 - loss: 0.8276 - acc: 0.6786 - Top2Acc: 0.8750 - Top3Acc: 0.9598
256/3262 [=>............................] - ETA: 3:50 - loss: 0.8367 - acc: 0.6836 - Top2Acc: 0.8711 - Top3Acc: 0.9570
288/3262 [=>............................] - ETA: 3:48 - loss: 0.8290 - acc: 0.6806 - Top2Acc: 0.8681 - Top3Acc: 0.9549
320/3262 [=>............................] - ETA: 3:46 - loss: 0.8108 - acc: 0.6937 - Top2Acc: 0.8750 - Top3Acc: 0.9531
352/3262 [==>...........................] - ETA: 3:42 - loss: 0.8005 - acc: 0.7045 - Top2Acc: 0.8807 - Top3Acc: 0.9574
384/3262 [==>...........................] - ETA: 3:40 - loss: 0.7903 - acc: 0.7135 - Top2Acc: 0.8828 - Top3Acc: 0.9609
416/3262 [==>...........................] - ETA: 3:37 - loss: 0.7871 - acc: 0.7139 - Top2Acc: 0.8822 - Top3Acc: 0.9615
448/3262 [===>..........................] - ETA: 3:34 - loss: 0.7950 - acc: 0.7031 - Top2Acc: 0.8772 - Top3Acc: 0.9621
480/3262 [===>..........................] - ETA: 3:32 - loss: 0.7856 - acc: 0.7083 - Top2Acc: 0.8833 - Top3Acc: 0.9625
512/3262 [===>..........................] - ETA: 3:29 - loss: 0.7821 - acc: 0.7031 - Top2Acc: 0.8867 - Top3Acc: 0.9648
544/3262 [====>.........................] - ETA: 3:25 - loss: 0.7796 - acc: 0.7040 - Top2Acc: 0.8879 - Top3Acc: 0.9669
576/3262 [====>.........................] - ETA: 3:24 - loss: 0.7824 - acc: 0.7014 - Top2Acc: 0.8872 - Top3Acc: 0.9688
608/3262 [====>.........................] - ETA: 3:22 - loss: 0.7845 - acc: 0.6974 - Top2Acc: 0.8849 - Top3Acc: 0.9688
640/3262 [====>.........................] - ETA: 3:19 - loss: 0.7881 - acc: 0.6906 - Top2Acc: 0.8844 - Top3Acc: 0.9703
672/3262 [=====>........................] - ETA: 3:17 - loss: 0.7864 - acc: 0.6905 - Top2Acc: 0.8869 - Top3Acc: 0.9702
704/3262 [=====>........................] - ETA: 3:14 - loss: 0.7881 - acc: 0.6861 - Top2Acc: 0.8864 - Top3Acc: 0.9702
736/3262 [=====>........................] - ETA: 3:11 - loss: 0.7905 - acc: 0.6861 - Top2Acc: 0.8872 - Top3Acc: 0.9688
768/3262 [======>.......................] - ETA: 3:10 - loss: 0.7848 - acc: 0.6901 - Top2Acc: 0.8893 - Top3Acc: 0.9701
800/3262 [======>.......................] - ETA: 3:08 - loss: 0.7889 - acc: 0.6800 - Top2Acc: 0.8888 - Top3Acc: 0.9700
832/3262 [======>.......................] - ETA: 3:06 - loss: 0.7894 - acc: 0.6767 - Top2Acc: 0.8906 - Top3Acc: 0.9712
864/3262 [======>.......................] - ETA: 3:03 - loss: 0.7847 - acc: 0.6794 - Top2Acc: 0.8912 - Top3Acc: 0.9722
896/3262 [=======>......................] - ETA: 3:01 - loss: 0.7870 - acc: 0.6752 - Top2Acc: 0.8929 - Top3Acc: 0.9710
928/3262 [=======>......................] - ETA: 2:58 - loss: 0.7902 - acc: 0.6756 - Top2Acc: 0.8922 - Top3Acc: 0.9688
960/3262 [=======>......................] - ETA: 2:56 - loss: 0.7913 - acc: 0.6719 - Top2Acc: 0.8906 - Top3Acc: 0.9677
992/3262 [========>.....................] - ETA: 2:53 - loss: 0.7923 - acc: 0.6734 - Top2Acc: 0.8901 - Top3Acc: 0.9667
1024/3262 [========>.....................] - ETA: 2:50 - loss: 0.7922 - acc: 0.6738 - Top2Acc: 0.8877 - Top3Acc: 0.9668
1056/3262 [========>.....................] - ETA: 2:47 - loss: 0.7873 - acc: 0.6742 - Top2Acc: 0.8883 - Top3Acc: 0.9678
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1120/3262 [=========>....................] - ETA: 2:43 - loss: 0.7796 - acc: 0.6777 - Top2Acc: 0.8875 - Top3Acc: 0.9670
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1216/3262 [==========>...................] - ETA: 2:35 - loss: 0.7833 - acc: 0.6743 - Top2Acc: 0.8857 - Top3Acc: 0.9679
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1920/3262 [================>.............] - ETA: 1:41 - loss: 0.7795 - acc: 0.6693 - Top2Acc: 0.8818 - Top3Acc: 0.9641
1952/3262 [================>.............] - ETA: 1:39 - loss: 0.7825 - acc: 0.6665 - Top2Acc: 0.8791 - Top3Acc: 0.9647
1984/3262 [=================>............] - ETA: 1:37 - loss: 0.7847 - acc: 0.6638 - Top2Acc: 0.8775 - Top3Acc: 0.9647
2016/3262 [=================>............] - ETA: 1:34 - loss: 0.7850 - acc: 0.6647 - Top2Acc: 0.8775 - Top3Acc: 0.9648
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3008/3262 [==========================>...] - ETA: 19s - loss: 0.7753 - acc: 0.6709 - Top2Acc: 0.8840 - Top3Acc: 0.9664
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3072/3262 [===========================>..] - ETA: 14s - loss: 0.7748 - acc: 0.6722 - Top2Acc: 0.8854 - Top3Acc: 0.9665
3104/3262 [===========================>..] - ETA: 12s - loss: 0.7749 - acc: 0.6720 - Top2Acc: 0.8860 - Top3Acc: 0.9665
3136/3262 [===========================>..] - ETA: 9s - loss: 0.7750 - acc: 0.6728 - Top2Acc: 0.8858 - Top3Acc: 0.9662
3168/3262 [============================>.] - ETA: 7s - loss: 0.7755 - acc: 0.6727 - Top2Acc: 0.8857 - Top3Acc: 0.9659
3200/3262 [============================>.] - ETA: 4s - loss: 0.7760 - acc: 0.6731 - Top2Acc: 0.8856 - Top3Acc: 0.9659
3232/3262 [============================>.] - ETA: 2s - loss: 0.7764 - acc: 0.6733 - Top2Acc: 0.8858 - Top3Acc: 0.9660
3262/3262 [==============================] - 262s 80ms/step - loss: 0.7754 - acc: 0.6732 - Top2Acc: 0.8863 - Top3Acc: 0.9660 - val_loss: 1.0553 - val_acc: 0.5868 - val_Top2Acc: 0.7882 - val_Top3Acc: 0.9045
Epoch 7/30
32/3262 [..............................] - ETA: 3:58 - loss: 0.6398 - acc: 0.7500 - Top2Acc: 0.9062 - Top3Acc: 1.0000
64/3262 [..............................] - ETA: 3:55 - loss: 0.5977 - acc: 0.7656 - Top2Acc: 0.9375 - Top3Acc: 1.0000
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128/3262 [>.............................] - ETA: 3:53 - loss: 0.5822 - acc: 0.7734 - Top2Acc: 0.9375 - Top3Acc: 1.0000
160/3262 [>.............................] - ETA: 3:51 - loss: 0.6045 - acc: 0.7688 - Top2Acc: 0.9313 - Top3Acc: 0.9875
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224/3262 [=>............................] - ETA: 3:52 - loss: 0.6225 - acc: 0.7411 - Top2Acc: 0.9152 - Top3Acc: 0.9866
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288/3262 [=>............................] - ETA: 3:49 - loss: 0.6489 - acc: 0.7188 - Top2Acc: 0.9201 - Top3Acc: 0.9861
320/3262 [=>............................] - ETA: 3:46 - loss: 0.6505 - acc: 0.7219 - Top2Acc: 0.9187 - Top3Acc: 0.9844
352/3262 [==>...........................] - ETA: 3:42 - loss: 0.6556 - acc: 0.7131 - Top2Acc: 0.9119 - Top3Acc: 0.9830
384/3262 [==>...........................] - ETA: 3:39 - loss: 0.6496 - acc: 0.7240 - Top2Acc: 0.9141 - Top3Acc: 0.9844
416/3262 [==>...........................] - ETA: 3:36 - loss: 0.6503 - acc: 0.7212 - Top2Acc: 0.9111 - Top3Acc: 0.9856
448/3262 [===>..........................] - ETA: 3:33 - loss: 0.6475 - acc: 0.7299 - Top2Acc: 0.9129 - Top3Acc: 0.9844
480/3262 [===>..........................] - ETA: 3:30 - loss: 0.6407 - acc: 0.7271 - Top2Acc: 0.9167 - Top3Acc: 0.9854
512/3262 [===>..........................] - ETA: 3:27 - loss: 0.6482 - acc: 0.7246 - Top2Acc: 0.9141 - Top3Acc: 0.9863
544/3262 [====>.........................] - ETA: 3:25 - loss: 0.6603 - acc: 0.7279 - Top2Acc: 0.9118 - Top3Acc: 0.9835
576/3262 [====>.........................] - ETA: 3:23 - loss: 0.6641 - acc: 0.7257 - Top2Acc: 0.9097 - Top3Acc: 0.9826
608/3262 [====>.........................] - ETA: 3:22 - loss: 0.6709 - acc: 0.7220 - Top2Acc: 0.9046 - Top3Acc: 0.9819
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768/3262 [======>.......................] - ETA: 3:09 - loss: 0.6760 - acc: 0.7201 - Top2Acc: 0.8958 - Top3Acc: 0.9805
800/3262 [======>.......................] - ETA: 3:07 - loss: 0.6835 - acc: 0.7188 - Top2Acc: 0.8938 - Top3Acc: 0.9788
832/3262 [======>.......................] - ETA: 3:06 - loss: 0.6840 - acc: 0.7188 - Top2Acc: 0.8942 - Top3Acc: 0.9784
864/3262 [======>.......................] - ETA: 3:04 - loss: 0.6932 - acc: 0.7141 - Top2Acc: 0.8912 - Top3Acc: 0.9780
896/3262 [=======>......................] - ETA: 3:01 - loss: 0.6922 - acc: 0.7143 - Top2Acc: 0.8906 - Top3Acc: 0.9777
928/3262 [=======>......................] - ETA: 2:58 - loss: 0.7018 - acc: 0.7144 - Top2Acc: 0.8922 - Top3Acc: 0.9763
960/3262 [=======>......................] - ETA: 2:55 - loss: 0.7082 - acc: 0.7115 - Top2Acc: 0.8927 - Top3Acc: 0.9740
992/3262 [========>.....................] - ETA: 2:52 - loss: 0.7155 - acc: 0.7107 - Top2Acc: 0.8911 - Top3Acc: 0.9718
1024/3262 [========>.....................] - ETA: 2:50 - loss: 0.7234 - acc: 0.7100 - Top2Acc: 0.8877 - Top3Acc: 0.9707
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1216/3262 [==========>...................] - ETA: 2:35 - loss: 0.7104 - acc: 0.7171 - Top2Acc: 0.8923 - Top3Acc: 0.9737
1248/3262 [==========>...................] - ETA: 2:33 - loss: 0.7092 - acc: 0.7179 - Top2Acc: 0.8934 - Top3Acc: 0.9728
1280/3262 [==========>...................] - ETA: 2:30 - loss: 0.7052 - acc: 0.7211 - Top2Acc: 0.8945 - Top3Acc: 0.9734
1312/3262 [===========>..................] - ETA: 2:28 - loss: 0.7043 - acc: 0.7218 - Top2Acc: 0.8948 - Top3Acc: 0.9726
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1408/3262 [===========>..................] - ETA: 2:21 - loss: 0.7073 - acc: 0.7159 - Top2Acc: 0.8935 - Top3Acc: 0.9709
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1504/3262 [============>.................] - ETA: 2:13 - loss: 0.7051 - acc: 0.7174 - Top2Acc: 0.8956 - Top3Acc: 0.9714
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1600/3262 [=============>................] - ETA: 2:06 - loss: 0.7089 - acc: 0.7163 - Top2Acc: 0.8944 - Top3Acc: 0.9700
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1920/3262 [================>.............] - ETA: 1:42 - loss: 0.7066 - acc: 0.7120 - Top2Acc: 0.8953 - Top3Acc: 0.9698
1952/3262 [================>.............] - ETA: 1:40 - loss: 0.7044 - acc: 0.7121 - Top2Acc: 0.8965 - Top3Acc: 0.9698
1984/3262 [=================>............] - ETA: 1:37 - loss: 0.7043 - acc: 0.7132 - Top2Acc: 0.8972 - Top3Acc: 0.9698
2016/3262 [=================>............] - ETA: 1:35 - loss: 0.7054 - acc: 0.7118 - Top2Acc: 0.8958 - Top3Acc: 0.9692
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2656/3262 [=======================>......] - ETA: 46s - loss: 0.6954 - acc: 0.7135 - Top2Acc: 0.8983 - Top3Acc: 0.9729
2688/3262 [=======================>......] - ETA: 43s - loss: 0.6956 - acc: 0.7124 - Top2Acc: 0.8992 - Top3Acc: 0.9728
2720/3262 [========================>.....] - ETA: 41s - loss: 0.6951 - acc: 0.7132 - Top2Acc: 0.8996 - Top3Acc: 0.9728
2752/3262 [========================>.....] - ETA: 38s - loss: 0.6940 - acc: 0.7140 - Top2Acc: 0.8990 - Top3Acc: 0.9731
2784/3262 [========================>.....] - ETA: 36s - loss: 0.6966 - acc: 0.7126 - Top2Acc: 0.8983 - Top3Acc: 0.9731
2816/3262 [========================>.....] - ETA: 33s - loss: 0.6942 - acc: 0.7134 - Top2Acc: 0.8991 - Top3Acc: 0.9734
2848/3262 [=========================>....] - ETA: 31s - loss: 0.6963 - acc: 0.7124 - Top2Acc: 0.8992 - Top3Acc: 0.9737
2880/3262 [=========================>....] - ETA: 29s - loss: 0.6959 - acc: 0.7118 - Top2Acc: 0.9000 - Top3Acc: 0.9740
2912/3262 [=========================>....] - ETA: 26s - loss: 0.6965 - acc: 0.7115 - Top2Acc: 0.9001 - Top3Acc: 0.9732
2944/3262 [==========================>...] - ETA: 24s - loss: 0.6984 - acc: 0.7103 - Top2Acc: 0.8998 - Top3Acc: 0.9725
2976/3262 [==========================>...] - ETA: 21s - loss: 0.6959 - acc: 0.7110 - Top2Acc: 0.9009 - Top3Acc: 0.9728
3008/3262 [==========================>...] - ETA: 19s - loss: 0.6946 - acc: 0.7111 - Top2Acc: 0.9016 - Top3Acc: 0.9731
3040/3262 [==========================>...] - ETA: 16s - loss: 0.6945 - acc: 0.7105 - Top2Acc: 0.9013 - Top3Acc: 0.9730
3072/3262 [===========================>..] - ETA: 14s - loss: 0.6945 - acc: 0.7109 - Top2Acc: 0.9014 - Top3Acc: 0.9733
3104/3262 [===========================>..] - ETA: 12s - loss: 0.6942 - acc: 0.7113 - Top2Acc: 0.9011 - Top3Acc: 0.9733
3136/3262 [===========================>..] - ETA: 9s - loss: 0.6930 - acc: 0.7117 - Top2Acc: 0.9018 - Top3Acc: 0.9735
3168/3262 [============================>.] - ETA: 7s - loss: 0.6913 - acc: 0.7124 - Top2Acc: 0.9028 - Top3Acc: 0.9738
3200/3262 [============================>.] - ETA: 4s - loss: 0.6921 - acc: 0.7113 - Top2Acc: 0.9019 - Top3Acc: 0.9738
3232/3262 [============================>.] - ETA: 2s - loss: 0.6943 - acc: 0.7098 - Top2Acc: 0.9013 - Top3Acc: 0.9734
3262/3262 [==============================] - 262s 80ms/step - loss: 0.6951 - acc: 0.7091 - Top2Acc: 0.9013 - Top3Acc: 0.9727 - val_loss: 1.0426 - val_acc: 0.6024 - val_Top2Acc: 0.7969 - val_Top3Acc: 0.9167
Epoch 8/30
32/3262 [..............................] - ETA: 3:56 - loss: 0.5730 - acc: 0.7500 - Top2Acc: 0.9062 - Top3Acc: 1.0000
64/3262 [..............................] - ETA: 3:59 - loss: 0.6802 - acc: 0.7031 - Top2Acc: 0.9062 - Top3Acc: 0.9844
96/3262 [..............................] - ETA: 3:59 - loss: 0.6665 - acc: 0.7083 - Top2Acc: 0.9062 - Top3Acc: 0.9896
128/3262 [>.............................] - ETA: 4:01 - loss: 0.6480 - acc: 0.7109 - Top2Acc: 0.8984 - Top3Acc: 0.9922
160/3262 [>.............................] - ETA: 4:00 - loss: 0.6159 - acc: 0.7250 - Top2Acc: 0.9062 - Top3Acc: 0.9938
192/3262 [>.............................] - ETA: 4:01 - loss: 0.5714 - acc: 0.7552 - Top2Acc: 0.9219 - Top3Acc: 0.9948
224/3262 [=>............................] - ETA: 4:01 - loss: 0.5739 - acc: 0.7545 - Top2Acc: 0.9286 - Top3Acc: 0.9911
256/3262 [=>............................] - ETA: 3:56 - loss: 0.5791 - acc: 0.7500 - Top2Acc: 0.9258 - Top3Acc: 0.9883
288/3262 [=>............................] - ETA: 3:53 - loss: 0.5891 - acc: 0.7431 - Top2Acc: 0.9236 - Top3Acc: 0.9826
320/3262 [=>............................] - ETA: 3:49 - loss: 0.5955 - acc: 0.7531 - Top2Acc: 0.9250 - Top3Acc: 0.9781
352/3262 [==>...........................] - ETA: 3:47 - loss: 0.5859 - acc: 0.7614 - Top2Acc: 0.9318 - Top3Acc: 0.9801
384/3262 [==>...........................] - ETA: 3:43 - loss: 0.6028 - acc: 0.7604 - Top2Acc: 0.9245 - Top3Acc: 0.9792
416/3262 [==>...........................] - ETA: 3:39 - loss: 0.6031 - acc: 0.7644 - Top2Acc: 0.9207 - Top3Acc: 0.9784
448/3262 [===>..........................] - ETA: 3:37 - loss: 0.6137 - acc: 0.7634 - Top2Acc: 0.9196 - Top3Acc: 0.9777
480/3262 [===>..........................] - ETA: 3:35 - loss: 0.6080 - acc: 0.7688 - Top2Acc: 0.9208 - Top3Acc: 0.9792
512/3262 [===>..........................] - ETA: 3:31 - loss: 0.5900 - acc: 0.7715 - Top2Acc: 0.9258 - Top3Acc: 0.9805
544/3262 [====>.........................] - ETA: 3:30 - loss: 0.5961 - acc: 0.7702 - Top2Acc: 0.9228 - Top3Acc: 0.9779
576/3262 [====>.........................] - ETA: 3:28 - loss: 0.5890 - acc: 0.7726 - Top2Acc: 0.9219 - Top3Acc: 0.9792
608/3262 [====>.........................] - ETA: 3:25 - loss: 0.5951 - acc: 0.7648 - Top2Acc: 0.9211 - Top3Acc: 0.9803
640/3262 [====>.........................] - ETA: 3:22 - loss: 0.5861 - acc: 0.7672 - Top2Acc: 0.9234 - Top3Acc: 0.9812
672/3262 [=====>........................] - ETA: 3:19 - loss: 0.5853 - acc: 0.7649 - Top2Acc: 0.9226 - Top3Acc: 0.9821
704/3262 [=====>........................] - ETA: 3:17 - loss: 0.5963 - acc: 0.7628 - Top2Acc: 0.9190 - Top3Acc: 0.9801
736/3262 [=====>........................] - ETA: 3:15 - loss: 0.5882 - acc: 0.7663 - Top2Acc: 0.9226 - Top3Acc: 0.9810
768/3262 [======>.......................] - ETA: 3:13 - loss: 0.5861 - acc: 0.7695 - Top2Acc: 0.9245 - Top3Acc: 0.9818
800/3262 [======>.......................] - ETA: 3:11 - loss: 0.5831 - acc: 0.7725 - Top2Acc: 0.9263 - Top3Acc: 0.9825
832/3262 [======>.......................] - ETA: 3:09 - loss: 0.5884 - acc: 0.7704 - Top2Acc: 0.9243 - Top3Acc: 0.9808
864/3262 [======>.......................] - ETA: 3:05 - loss: 0.5934 - acc: 0.7650 - Top2Acc: 0.9236 - Top3Acc: 0.9803
896/3262 [=======>......................] - ETA: 3:03 - loss: 0.5931 - acc: 0.7623 - Top2Acc: 0.9230 - Top3Acc: 0.9810
928/3262 [=======>......................] - ETA: 3:00 - loss: 0.5923 - acc: 0.7575 - Top2Acc: 0.9224 - Top3Acc: 0.9806
960/3262 [=======>......................] - ETA: 2:57 - loss: 0.5920 - acc: 0.7573 - Top2Acc: 0.9240 - Top3Acc: 0.9812
992/3262 [========>.....................] - ETA: 2:55 - loss: 0.5921 - acc: 0.7581 - Top2Acc: 0.9254 - Top3Acc: 0.9819
1024/3262 [========>.....................] - ETA: 2:52 - loss: 0.5901 - acc: 0.7578 - Top2Acc: 0.9258 - Top3Acc: 0.9814
1056/3262 [========>.....................] - ETA: 2:50 - loss: 0.5889 - acc: 0.7576 - Top2Acc: 0.9252 - Top3Acc: 0.9820
1088/3262 [=========>....................] - ETA: 2:47 - loss: 0.5989 - acc: 0.7546 - Top2Acc: 0.9228 - Top3Acc: 0.9807
1120/3262 [=========>....................] - ETA: 2:45 - loss: 0.6042 - acc: 0.7500 - Top2Acc: 0.9232 - Top3Acc: 0.9812
1152/3262 [=========>....................] - ETA: 2:42 - loss: 0.6052 - acc: 0.7509 - Top2Acc: 0.9227 - Top3Acc: 0.9800
1184/3262 [=========>....................] - ETA: 2:40 - loss: 0.6041 - acc: 0.7508 - Top2Acc: 0.9240 - Top3Acc: 0.9806
1216/3262 [==========>...................] - ETA: 2:37 - loss: 0.6036 - acc: 0.7508 - Top2Acc: 0.9243 - Top3Acc: 0.9811
1248/3262 [==========>...................] - ETA: 2:35 - loss: 0.6028 - acc: 0.7508 - Top2Acc: 0.9223 - Top3Acc: 0.9808
1280/3262 [==========>...................] - ETA: 2:32 - loss: 0.6056 - acc: 0.7516 - Top2Acc: 0.9203 - Top3Acc: 0.9805
1312/3262 [===========>..................] - ETA: 2:30 - loss: 0.6103 - acc: 0.7500 - Top2Acc: 0.9192 - Top3Acc: 0.9802
1344/3262 [===========>..................] - ETA: 2:27 - loss: 0.6086 - acc: 0.7500 - Top2Acc: 0.9211 - Top3Acc: 0.9807
1376/3262 [===========>..................] - ETA: 2:25 - loss: 0.6057 - acc: 0.7515 - Top2Acc: 0.9222 - Top3Acc: 0.9804
1408/3262 [===========>..................] - ETA: 2:22 - loss: 0.6089 - acc: 0.7479 - Top2Acc: 0.9212 - Top3Acc: 0.9808
1440/3262 [============>.................] - ETA: 2:20 - loss: 0.6105 - acc: 0.7479 - Top2Acc: 0.9215 - Top3Acc: 0.9806
1472/3262 [============>.................] - ETA: 2:18 - loss: 0.6121 - acc: 0.7459 - Top2Acc: 0.9219 - Top3Acc: 0.9810
1504/3262 [============>.................] - ETA: 2:15 - loss: 0.6147 - acc: 0.7434 - Top2Acc: 0.9229 - Top3Acc: 0.9807
1536/3262 [=============>................] - ETA: 2:13 - loss: 0.6177 - acc: 0.7422 - Top2Acc: 0.9225 - Top3Acc: 0.9811
1568/3262 [=============>................] - ETA: 2:10 - loss: 0.6211 - acc: 0.7404 - Top2Acc: 0.9222 - Top3Acc: 0.9809
1600/3262 [=============>................] - ETA: 2:08 - loss: 0.6241 - acc: 0.7394 - Top2Acc: 0.9219 - Top3Acc: 0.9806
1632/3262 [==============>...............] - ETA: 2:06 - loss: 0.6294 - acc: 0.7371 - Top2Acc: 0.9210 - Top3Acc: 0.9792
1664/3262 [==============>...............] - ETA: 2:03 - loss: 0.6360 - acc: 0.7356 - Top2Acc: 0.9189 - Top3Acc: 0.9778
1696/3262 [==============>...............] - ETA: 2:01 - loss: 0.6367 - acc: 0.7347 - Top2Acc: 0.9186 - Top3Acc: 0.9776
1728/3262 [==============>...............] - ETA: 1:58 - loss: 0.6403 - acc: 0.7326 - Top2Acc: 0.9190 - Top3Acc: 0.9769
1760/3262 [===============>..............] - ETA: 1:56 - loss: 0.6403 - acc: 0.7318 - Top2Acc: 0.9187 - Top3Acc: 0.9773
1792/3262 [===============>..............] - ETA: 1:53 - loss: 0.6395 - acc: 0.7333 - Top2Acc: 0.9196 - Top3Acc: 0.9777
1824/3262 [===============>..............] - ETA: 1:51 - loss: 0.6419 - acc: 0.7319 - Top2Acc: 0.9194 - Top3Acc: 0.9775
1856/3262 [================>.............] - ETA: 1:48 - loss: 0.6432 - acc: 0.7306 - Top2Acc: 0.9197 - Top3Acc: 0.9774
1888/3262 [================>.............] - ETA: 1:46 - loss: 0.6439 - acc: 0.7299 - Top2Acc: 0.9184 - Top3Acc: 0.9772
1920/3262 [================>.............] - ETA: 1:43 - loss: 0.6422 - acc: 0.7307 - Top2Acc: 0.9193 - Top3Acc: 0.9771
1952/3262 [================>.............] - ETA: 1:41 - loss: 0.6427 - acc: 0.7305 - Top2Acc: 0.9191 - Top3Acc: 0.9775
1984/3262 [=================>............] - ETA: 1:38 - loss: 0.6426 - acc: 0.7314 - Top2Acc: 0.9194 - Top3Acc: 0.9773
2016/3262 [=================>............] - ETA: 1:36 - loss: 0.6403 - acc: 0.7326 - Top2Acc: 0.9201 - Top3Acc: 0.9777
2048/3262 [=================>............] - ETA: 1:33 - loss: 0.6420 - acc: 0.7324 - Top2Acc: 0.9204 - Top3Acc: 0.9775
2080/3262 [==================>...........] - ETA: 1:31 - loss: 0.6409 - acc: 0.7337 - Top2Acc: 0.9207 - Top3Acc: 0.9779
2112/3262 [==================>...........] - ETA: 1:28 - loss: 0.6473 - acc: 0.7339 - Top2Acc: 0.9190 - Top3Acc: 0.9768
2144/3262 [==================>...........] - ETA: 1:26 - loss: 0.6511 - acc: 0.7341 - Top2Acc: 0.9179 - Top3Acc: 0.9762
2176/3262 [===================>..........] - ETA: 1:23 - loss: 0.6516 - acc: 0.7344 - Top2Acc: 0.9177 - Top3Acc: 0.9761
2208/3262 [===================>..........] - ETA: 1:21 - loss: 0.6542 - acc: 0.7332 - Top2Acc: 0.9167 - Top3Acc: 0.9755
2240/3262 [===================>..........] - ETA: 1:19 - loss: 0.6547 - acc: 0.7335 - Top2Acc: 0.9161 - Top3Acc: 0.9750
2272/3262 [===================>..........] - ETA: 1:16 - loss: 0.6557 - acc: 0.7320 - Top2Acc: 0.9151 - Top3Acc: 0.9754
2304/3262 [====================>.........] - ETA: 1:14 - loss: 0.6559 - acc: 0.7326 - Top2Acc: 0.9136 - Top3Acc: 0.9748
2336/3262 [====================>.........] - ETA: 1:11 - loss: 0.6566 - acc: 0.7324 - Top2Acc: 0.9122 - Top3Acc: 0.9743
2368/3262 [====================>.........] - ETA: 1:09 - loss: 0.6575 - acc: 0.7310 - Top2Acc: 0.9126 - Top3Acc: 0.9742
2400/3262 [=====================>........] - ETA: 1:06 - loss: 0.6575 - acc: 0.7304 - Top2Acc: 0.9129 - Top3Acc: 0.9738
2432/3262 [=====================>........] - ETA: 1:04 - loss: 0.6588 - acc: 0.7290 - Top2Acc: 0.9112 - Top3Acc: 0.9741
2464/3262 [=====================>........] - ETA: 1:01 - loss: 0.6599 - acc: 0.7293 - Top2Acc: 0.9103 - Top3Acc: 0.9736
2496/3262 [=====================>........] - ETA: 59s - loss: 0.6619 - acc: 0.7276 - Top2Acc: 0.9103 - Top3Acc: 0.9736
2528/3262 [======================>.......] - ETA: 56s - loss: 0.6602 - acc: 0.7275 - Top2Acc: 0.9106 - Top3Acc: 0.9735
2560/3262 [======================>.......] - ETA: 54s - loss: 0.6608 - acc: 0.7273 - Top2Acc: 0.9094 - Top3Acc: 0.9730
2592/3262 [======================>.......] - ETA: 51s - loss: 0.6632 - acc: 0.7269 - Top2Acc: 0.9082 - Top3Acc: 0.9726
2624/3262 [=======================>......] - ETA: 49s - loss: 0.6631 - acc: 0.7268 - Top2Acc: 0.9074 - Top3Acc: 0.9729
2656/3262 [=======================>......] - ETA: 46s - loss: 0.6614 - acc: 0.7282 - Top2Acc: 0.9085 - Top3Acc: 0.9733
2688/3262 [=======================>......] - ETA: 44s - loss: 0.6602 - acc: 0.7292 - Top2Acc: 0.9096 - Top3Acc: 0.9736
2720/3262 [========================>.....] - ETA: 41s - loss: 0.6579 - acc: 0.7298 - Top2Acc: 0.9107 - Top3Acc: 0.9739
2752/3262 [========================>.....] - ETA: 39s - loss: 0.6596 - acc: 0.7278 - Top2Acc: 0.9099 - Top3Acc: 0.9738
2784/3262 [========================>.....] - ETA: 36s - loss: 0.6584 - acc: 0.7277 - Top2Acc: 0.9106 - Top3Acc: 0.9738
2816/3262 [========================>.....] - ETA: 34s - loss: 0.6588 - acc: 0.7280 - Top2Acc: 0.9105 - Top3Acc: 0.9741
2848/3262 [=========================>....] - ETA: 31s - loss: 0.6596 - acc: 0.7282 - Top2Acc: 0.9108 - Top3Acc: 0.9744
2880/3262 [=========================>....] - ETA: 29s - loss: 0.6629 - acc: 0.7271 - Top2Acc: 0.9097 - Top3Acc: 0.9747
2912/3262 [=========================>....] - ETA: 27s - loss: 0.6630 - acc: 0.7266 - Top2Acc: 0.9093 - Top3Acc: 0.9749
2944/3262 [==========================>...] - ETA: 24s - loss: 0.6632 - acc: 0.7266 - Top2Acc: 0.9096 - Top3Acc: 0.9752
2976/3262 [==========================>...] - ETA: 22s - loss: 0.6630 - acc: 0.7261 - Top2Acc: 0.9103 - Top3Acc: 0.9755
3008/3262 [==========================>...] - ETA: 19s - loss: 0.6656 - acc: 0.7251 - Top2Acc: 0.9092 - Top3Acc: 0.9751
3040/3262 [==========================>...] - ETA: 17s - loss: 0.6642 - acc: 0.7253 - Top2Acc: 0.9095 - Top3Acc: 0.9753
3072/3262 [===========================>..] - ETA: 14s - loss: 0.6623 - acc: 0.7266 - Top2Acc: 0.9105 - Top3Acc: 0.9756
3104/3262 [===========================>..] - ETA: 12s - loss: 0.6615 - acc: 0.7274 - Top2Acc: 0.9108 - Top3Acc: 0.9755
3136/3262 [===========================>..] - ETA: 9s - loss: 0.6594 - acc: 0.7286 - Top2Acc: 0.9114 - Top3Acc: 0.9758
3168/3262 [============================>.] - ETA: 7s - loss: 0.6608 - acc: 0.7282 - Top2Acc: 0.9116 - Top3Acc: 0.9754
3200/3262 [============================>.] - ETA: 4s - loss: 0.6609 - acc: 0.7278 - Top2Acc: 0.9109 - Top3Acc: 0.9750
3232/3262 [============================>.] - ETA: 2s - loss: 0.6621 - acc: 0.7265 - Top2Acc: 0.9103 - Top3Acc: 0.9752
3262/3262 [==============================] - 265s 81ms/step - loss: 0.6638 - acc: 0.7253 - Top2Acc: 0.9093 - Top3Acc: 0.9752 - val_loss: 1.0313 - val_acc: 0.5851 - val_Top2Acc: 0.7882 - val_Top3Acc: 0.9167
Epoch 9/30
32/3262 [..............................] - ETA: 3:44 - loss: 0.6388 - acc: 0.6562 - Top2Acc: 1.0000 - Top3Acc: 1.0000
64/3262 [..............................] - ETA: 4:06 - loss: 0.5484 - acc: 0.7969 - Top2Acc: 0.9844 - Top3Acc: 0.9844
96/3262 [..............................] - ETA: 4:01 - loss: 0.6322 - acc: 0.7083 - Top2Acc: 0.9271 - Top3Acc: 0.9583
128/3262 [>.............................] - ETA: 4:05 - loss: 0.6090 - acc: 0.7422 - Top2Acc: 0.9141 - Top3Acc: 0.9609
160/3262 [>.............................] - ETA: 4:03 - loss: 0.6211 - acc: 0.7500 - Top2Acc: 0.8938 - Top3Acc: 0.9625
192/3262 [>.............................] - ETA: 3:58 - loss: 0.5974 - acc: 0.7604 - Top2Acc: 0.9010 - Top3Acc: 0.9635
224/3262 [=>............................] - ETA: 3:57 - loss: 0.5794 - acc: 0.7500 - Top2Acc: 0.9062 - Top3Acc: 0.9688
256/3262 [=>............................] - ETA: 3:53 - loss: 0.5764 - acc: 0.7578 - Top2Acc: 0.9102 - Top3Acc: 0.9688
288/3262 [=>............................] - ETA: 3:50 - loss: 0.5895 - acc: 0.7535 - Top2Acc: 0.9028 - Top3Acc: 0.9653
320/3262 [=>............................] - ETA: 3:46 - loss: 0.6140 - acc: 0.7438 - Top2Acc: 0.8938 - Top3Acc: 0.9656
352/3262 [==>...........................] - ETA: 3:43 - loss: 0.6096 - acc: 0.7443 - Top2Acc: 0.9006 - Top3Acc: 0.9688
384/3262 [==>...........................] - ETA: 3:40 - loss: 0.5939 - acc: 0.7578 - Top2Acc: 0.9062 - Top3Acc: 0.9688
416/3262 [==>...........................] - ETA: 3:37 - loss: 0.5983 - acc: 0.7572 - Top2Acc: 0.9087 - Top3Acc: 0.9712
448/3262 [===>..........................] - ETA: 3:35 - loss: 0.6097 - acc: 0.7522 - Top2Acc: 0.9040 - Top3Acc: 0.9710
480/3262 [===>..........................] - ETA: 3:32 - loss: 0.6002 - acc: 0.7583 - Top2Acc: 0.9062 - Top3Acc: 0.9729
512/3262 [===>..........................] - ETA: 3:31 - loss: 0.5866 - acc: 0.7695 - Top2Acc: 0.9102 - Top3Acc: 0.9746
544/3262 [====>.........................] - ETA: 3:29 - loss: 0.5830 - acc: 0.7757 - Top2Acc: 0.9136 - Top3Acc: 0.9761
576/3262 [====>.........................] - ETA: 3:27 - loss: 0.5712 - acc: 0.7812 - Top2Acc: 0.9184 - Top3Acc: 0.9774
608/3262 [====>.........................] - ETA: 3:24 - loss: 0.5878 - acc: 0.7780 - Top2Acc: 0.9095 - Top3Acc: 0.9720
640/3262 [====>.........................] - ETA: 3:22 - loss: 0.5901 - acc: 0.7797 - Top2Acc: 0.9094 - Top3Acc: 0.9719
672/3262 [=====>........................] - ETA: 3:19 - loss: 0.5902 - acc: 0.7753 - Top2Acc: 0.9092 - Top3Acc: 0.9702
704/3262 [=====>........................] - ETA: 3:16 - loss: 0.5838 - acc: 0.7784 - Top2Acc: 0.9119 - Top3Acc: 0.9716
736/3262 [=====>........................] - ETA: 3:13 - loss: 0.5869 - acc: 0.7745 - Top2Acc: 0.9130 - Top3Acc: 0.9728
768/3262 [======>.......................] - ETA: 3:11 - loss: 0.5843 - acc: 0.7721 - Top2Acc: 0.9154 - Top3Acc: 0.9740
800/3262 [======>.......................] - ETA: 3:08 - loss: 0.5873 - acc: 0.7688 - Top2Acc: 0.9137 - Top3Acc: 0.9750
832/3262 [======>.......................] - ETA: 3:06 - loss: 0.5808 - acc: 0.7728 - Top2Acc: 0.9147 - Top3Acc: 0.9760
864/3262 [======>.......................] - ETA: 3:03 - loss: 0.5808 - acc: 0.7720 - Top2Acc: 0.9155 - Top3Acc: 0.9769
896/3262 [=======>......................] - ETA: 3:01 - loss: 0.5902 - acc: 0.7690 - Top2Acc: 0.9141 - Top3Acc: 0.9743
928/3262 [=======>......................] - ETA: 2:58 - loss: 0.5869 - acc: 0.7694 - Top2Acc: 0.9149 - Top3Acc: 0.9741
960/3262 [=======>......................] - ETA: 2:56 - loss: 0.5860 - acc: 0.7698 - Top2Acc: 0.9146 - Top3Acc: 0.9750
992/3262 [========>.....................] - ETA: 2:54 - loss: 0.5897 - acc: 0.7641 - Top2Acc: 0.9133 - Top3Acc: 0.9758
1024/3262 [========>.....................] - ETA: 2:51 - loss: 0.5884 - acc: 0.7617 - Top2Acc: 0.9141 - Top3Acc: 0.9756
1056/3262 [========>.....................] - ETA: 2:48 - loss: 0.5878 - acc: 0.7614 - Top2Acc: 0.9148 - Top3Acc: 0.9754
1088/3262 [=========>....................] - ETA: 2:45 - loss: 0.5850 - acc: 0.7601 - Top2Acc: 0.9173 - Top3Acc: 0.9761
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