INFO:root:Namespace(batch_size=512, bn_mom=0.9, data_dir='/home/work/data/ImageClassify/imagenet/CLS-LOC/limu', data_type='imagenet', depth=34, gpus='4,5,6,7', kv_store='device', list_dir='./', lr=0.1, model_load_epoch=0, mom=0.9, num_examples=1281167, retrain=False, wd=0.0001)
[17:14:19] src/io/iter_image_recordio.cc:211: ImageRecordIOParser: /home/work/data/ImageClassify/imagenet/CLS-LOC/limu/train_480_q90.rec, use 4 threads for decoding..
[17:14:20] src/io/iter_image_recordio.cc:211: ImageRecordIOParser: /home/work/data/ImageClassify/imagenet/CLS-LOC/limu/val_256_q90.rec, use 4 threads for decoding..
INFO:root:Start training with [gpu(4), gpu(5), gpu(6), gpu(7)]
INFO:root:Epoch[0] Batch [50]	Speed: 252.55 samples/sec	Train-accuracy=0.002344
INFO:root:Epoch[0] Batch [50]	Speed: 252.55 samples/sec	Train-top_k_accuracy_5=0.009336
INFO:root:Epoch[0] Batch [100]	Speed: 251.83 samples/sec	Train-accuracy=0.003789
INFO:root:Epoch[0] Batch [100]	Speed: 251.83 samples/sec	Train-top_k_accuracy_5=0.016328
INFO:root:Epoch[0] Batch [150]	Speed: 249.94 samples/sec	Train-accuracy=0.005547
INFO:root:Epoch[0] Batch [150]	Speed: 249.94 samples/sec	Train-top_k_accuracy_5=0.021719
INFO:root:Epoch[0] Batch [200]	Speed: 261.07 samples/sec	Train-accuracy=0.006875
INFO:root:Epoch[0] Batch [200]	Speed: 261.07 samples/sec	Train-top_k_accuracy_5=0.029648
INFO:root:Epoch[0] Batch [250]	Speed: 250.00 samples/sec	Train-accuracy=0.008477
INFO:root:Epoch[0] Batch [250]	Speed: 250.00 samples/sec	Train-top_k_accuracy_5=0.036484
INFO:root:Epoch[0] Batch [300]	Speed: 253.24 samples/sec	Train-accuracy=0.012109
INFO:root:Epoch[0] Batch [300]	Speed: 253.24 samples/sec	Train-top_k_accuracy_5=0.047461
INFO:root:Epoch[0] Batch [350]	Speed: 251.69 samples/sec	Train-accuracy=0.015273
INFO:root:Epoch[0] Batch [350]	Speed: 251.69 samples/sec	Train-top_k_accuracy_5=0.056172
INFO:root:Epoch[0] Batch [400]	Speed: 261.93 samples/sec	Train-accuracy=0.016016
INFO:root:Epoch[0] Batch [400]	Speed: 261.93 samples/sec	Train-top_k_accuracy_5=0.059961
INFO:root:Epoch[0] Batch [450]	Speed: 260.78 samples/sec	Train-accuracy=0.021875
INFO:root:Epoch[0] Batch [450]	Speed: 260.78 samples/sec	Train-top_k_accuracy_5=0.073906
INFO:root:Epoch[0] Batch [500]	Speed: 265.36 samples/sec	Train-accuracy=0.024336
INFO:root:Epoch[0] Batch [500]	Speed: 265.36 samples/sec	Train-top_k_accuracy_5=0.083164
INFO:root:Epoch[0] Batch [550]	Speed: 269.71 samples/sec	Train-accuracy=0.027930
INFO:root:Epoch[0] Batch [550]	Speed: 269.71 samples/sec	Train-top_k_accuracy_5=0.095664
INFO:root:Epoch[0] Batch [600]	Speed: 253.50 samples/sec	Train-accuracy=0.033242
INFO:root:Epoch[0] Batch [600]	Speed: 253.50 samples/sec	Train-top_k_accuracy_5=0.101289
INFO:root:Epoch[0] Batch [650]	Speed: 243.20 samples/sec	Train-accuracy=0.032695
INFO:root:Epoch[0] Batch [650]	Speed: 243.20 samples/sec	Train-top_k_accuracy_5=0.106406
INFO:root:Epoch[0] Batch [700]	Speed: 247.08 samples/sec	Train-accuracy=0.036094
INFO:root:Epoch[0] Batch [700]	Speed: 247.08 samples/sec	Train-top_k_accuracy_5=0.114531
INFO:root:Epoch[0] Batch [750]	Speed: 258.28 samples/sec	Train-accuracy=0.039062
INFO:root:Epoch[0] Batch [750]	Speed: 258.28 samples/sec	Train-top_k_accuracy_5=0.122734
INFO:root:Epoch[0] Batch [800]	Speed: 262.99 samples/sec	Train-accuracy=0.041250
INFO:root:Epoch[0] Batch [800]	Speed: 262.99 samples/sec	Train-top_k_accuracy_5=0.134102
INFO:root:Epoch[0] Batch [850]	Speed: 267.07 samples/sec	Train-accuracy=0.047695
INFO:root:Epoch[0] Batch [850]	Speed: 267.07 samples/sec	Train-top_k_accuracy_5=0.143125
INFO:root:Epoch[0] Batch [900]	Speed: 254.49 samples/sec	Train-accuracy=0.050508
INFO:root:Epoch[0] Batch [900]	Speed: 254.49 samples/sec	Train-top_k_accuracy_5=0.153125
INFO:root:Epoch[0] Batch [950]	Speed: 254.14 samples/sec	Train-accuracy=0.053437
INFO:root:Epoch[0] Batch [950]	Speed: 254.14 samples/sec	Train-top_k_accuracy_5=0.167148
INFO:root:Epoch[0] Batch [1000]	Speed: 251.15 samples/sec	Train-accuracy=0.054453
INFO:root:Epoch[0] Batch [1000]	Speed: 251.15 samples/sec	Train-top_k_accuracy_5=0.167969
INFO:root:Epoch[0] Batch [1050]	Speed: 261.84 samples/sec	Train-accuracy=0.064609
INFO:root:Epoch[0] Batch [1050]	Speed: 261.84 samples/sec	Train-top_k_accuracy_5=0.183633
INFO:root:Epoch[0] Batch [1100]	Speed: 255.59 samples/sec	Train-accuracy=0.065742
INFO:root:Epoch[0] Batch [1100]	Speed: 255.59 samples/sec	Train-top_k_accuracy_5=0.189102
INFO:root:Epoch[0] Batch [1150]	Speed: 256.99 samples/sec	Train-accuracy=0.072695
INFO:root:Epoch[0] Batch [1150]	Speed: 256.99 samples/sec	Train-top_k_accuracy_5=0.200508
INFO:root:Epoch[0] Batch [1200]	Speed: 264.21 samples/sec	Train-accuracy=0.075820
INFO:root:Epoch[0] Batch [1200]	Speed: 264.21 samples/sec	Train-top_k_accuracy_5=0.208945
INFO:root:Epoch[0] Batch [1250]	Speed: 260.49 samples/sec	Train-accuracy=0.080937
INFO:root:Epoch[0] Batch [1250]	Speed: 260.49 samples/sec	Train-top_k_accuracy_5=0.220586
INFO:root:Epoch[0] Batch [1300]	Speed: 252.14 samples/sec	Train-accuracy=0.083203
INFO:root:Epoch[0] Batch [1300]	Speed: 252.14 samples/sec	Train-top_k_accuracy_5=0.226211
INFO:root:Epoch[0] Batch [1350]	Speed: 267.46 samples/sec	Train-accuracy=0.085547
INFO:root:Epoch[0] Batch [1350]	Speed: 267.46 samples/sec	Train-top_k_accuracy_5=0.235781
INFO:root:Epoch[0] Batch [1400]	Speed: 262.72 samples/sec	Train-accuracy=0.090781
INFO:root:Epoch[0] Batch [1400]	Speed: 262.72 samples/sec	Train-top_k_accuracy_5=0.239766
INFO:root:Epoch[0] Batch [1450]	Speed: 258.22 samples/sec	Train-accuracy=0.095430
INFO:root:Epoch[0] Batch [1450]	Speed: 258.22 samples/sec	Train-top_k_accuracy_5=0.245195
INFO:root:Epoch[0] Batch [1500]	Speed: 260.89 samples/sec	Train-accuracy=0.097891
INFO:root:Epoch[0] Batch [1500]	Speed: 260.89 samples/sec	Train-top_k_accuracy_5=0.256172
INFO:root:Epoch[0] Batch [1550]	Speed: 244.71 samples/sec	Train-accuracy=0.101992
INFO:root:Epoch[0] Batch [1550]	Speed: 244.71 samples/sec	Train-top_k_accuracy_5=0.260313
INFO:root:Epoch[0] Batch [1600]	Speed: 260.93 samples/sec	Train-accuracy=0.109687
INFO:root:Epoch[0] Batch [1600]	Speed: 260.93 samples/sec	Train-top_k_accuracy_5=0.273125
INFO:root:Epoch[0] Batch [1650]	Speed: 241.33 samples/sec	Train-accuracy=0.108320
INFO:root:Epoch[0] Batch [1650]	Speed: 241.33 samples/sec	Train-top_k_accuracy_5=0.276094
INFO:root:Epoch[0] Batch [1700]	Speed: 244.82 samples/sec	Train-accuracy=0.114102
INFO:root:Epoch[0] Batch [1700]	Speed: 244.82 samples/sec	Train-top_k_accuracy_5=0.281445
INFO:root:Epoch[0] Batch [1750]	Speed: 244.16 samples/sec	Train-accuracy=0.122148
INFO:root:Epoch[0] Batch [1750]	Speed: 244.16 samples/sec	Train-top_k_accuracy_5=0.297891
INFO:root:Epoch[0] Batch [1800]	Speed: 246.00 samples/sec	Train-accuracy=0.119883
INFO:root:Epoch[0] Batch [1800]	Speed: 246.00 samples/sec	Train-top_k_accuracy_5=0.294805
INFO:root:Epoch[0] Batch [1850]	Speed: 254.53 samples/sec	Train-accuracy=0.122734
INFO:root:Epoch[0] Batch [1850]	Speed: 254.53 samples/sec	Train-top_k_accuracy_5=0.302148
INFO:root:Epoch[0] Batch [1900]	Speed: 250.35 samples/sec	Train-accuracy=0.127812
INFO:root:Epoch[0] Batch [1900]	Speed: 250.35 samples/sec	Train-top_k_accuracy_5=0.307969
INFO:root:Epoch[0] Batch [1950]	Speed: 249.19 samples/sec	Train-accuracy=0.131328
INFO:root:Epoch[0] Batch [1950]	Speed: 249.19 samples/sec	Train-top_k_accuracy_5=0.311875
INFO:root:Epoch[0] Batch [2000]	Speed: 245.87 samples/sec	Train-accuracy=0.135352
INFO:root:Epoch[0] Batch [2000]	Speed: 245.87 samples/sec	Train-top_k_accuracy_5=0.322695
INFO:root:Epoch[0] Batch [2050]	Speed: 248.63 samples/sec	Train-accuracy=0.137617
INFO:root:Epoch[0] Batch [2050]	Speed: 248.63 samples/sec	Train-top_k_accuracy_5=0.321055
INFO:root:Epoch[0] Batch [2100]	Speed: 248.99 samples/sec	Train-accuracy=0.143516
INFO:root:Epoch[0] Batch [2100]	Speed: 248.99 samples/sec	Train-top_k_accuracy_5=0.330703
INFO:root:Epoch[0] Batch [2150]	Speed: 247.29 samples/sec	Train-accuracy=0.144727
INFO:root:Epoch[0] Batch [2150]	Speed: 247.29 samples/sec	Train-top_k_accuracy_5=0.336367
INFO:root:Epoch[0] Batch [2200]	Speed: 255.29 samples/sec	Train-accuracy=0.147422
INFO:root:Epoch[0] Batch [2200]	Speed: 255.29 samples/sec	Train-top_k_accuracy_5=0.340820
INFO:root:Epoch[0] Batch [2250]	Speed: 245.23 samples/sec	Train-accuracy=0.148789
INFO:root:Epoch[0] Batch [2250]	Speed: 245.23 samples/sec	Train-top_k_accuracy_5=0.347969
INFO:root:Epoch[0] Batch [2300]	Speed: 248.83 samples/sec	Train-accuracy=0.153555
INFO:root:Epoch[0] Batch [2300]	Speed: 248.83 samples/sec	Train-top_k_accuracy_5=0.349414
INFO:root:Epoch[0] Batch [2350]	Speed: 248.81 samples/sec	Train-accuracy=0.159570
INFO:root:Epoch[0] Batch [2350]	Speed: 248.81 samples/sec	Train-top_k_accuracy_5=0.358008
INFO:root:Epoch[0] Batch [2400]	Speed: 248.75 samples/sec	Train-accuracy=0.161797
INFO:root:Epoch[0] Batch [2400]	Speed: 248.75 samples/sec	Train-top_k_accuracy_5=0.360742
INFO:root:Epoch[0] Batch [2450]	Speed: 246.21 samples/sec	Train-accuracy=0.163711
INFO:root:Epoch[0] Batch [2450]	Speed: 246.21 samples/sec	Train-top_k_accuracy_5=0.373125
INFO:root:Epoch[0] Batch [2500]	Speed: 248.78 samples/sec	Train-accuracy=0.160820
INFO:root:Epoch[0] Batch [2500]	Speed: 248.78 samples/sec	Train-top_k_accuracy_5=0.369297
INFO:root:Epoch[0] Resetting Data Iterator
INFO:root:Epoch[0] Time cost=5055.717
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0001.params"
INFO:root:Epoch[0] Validation-accuracy=0.171277
INFO:root:Epoch[0] Validation-top_k_accuracy_5=0.387018
INFO:root:Epoch[1] Batch [50]	Speed: 247.48 samples/sec	Train-accuracy=0.172227
INFO:root:Epoch[1] Batch [50]	Speed: 247.48 samples/sec	Train-top_k_accuracy_5=0.381875
INFO:root:Epoch[1] Batch [100]	Speed: 253.59 samples/sec	Train-accuracy=0.172578
INFO:root:Epoch[1] Batch [100]	Speed: 253.59 samples/sec	Train-top_k_accuracy_5=0.383242
INFO:root:Epoch[1] Batch [150]	Speed: 245.18 samples/sec	Train-accuracy=0.175234
INFO:root:Epoch[1] Batch [150]	Speed: 245.18 samples/sec	Train-top_k_accuracy_5=0.387109
INFO:root:Epoch[1] Batch [200]	Speed: 254.97 samples/sec	Train-accuracy=0.176836
INFO:root:Epoch[1] Batch [200]	Speed: 254.97 samples/sec	Train-top_k_accuracy_5=0.388477
INFO:root:Epoch[1] Batch [250]	Speed: 245.34 samples/sec	Train-accuracy=0.185508
INFO:root:Epoch[1] Batch [250]	Speed: 245.34 samples/sec	Train-top_k_accuracy_5=0.396094
INFO:root:Epoch[1] Batch [300]	Speed: 250.72 samples/sec	Train-accuracy=0.183867
INFO:root:Epoch[1] Batch [300]	Speed: 250.72 samples/sec	Train-top_k_accuracy_5=0.398398
INFO:root:Epoch[1] Batch [350]	Speed: 250.00 samples/sec	Train-accuracy=0.183203
INFO:root:Epoch[1] Batch [350]	Speed: 250.00 samples/sec	Train-top_k_accuracy_5=0.397891
INFO:root:Epoch[1] Batch [400]	Speed: 253.08 samples/sec	Train-accuracy=0.185938
INFO:root:Epoch[1] Batch [400]	Speed: 253.08 samples/sec	Train-top_k_accuracy_5=0.400625
INFO:root:Epoch[1] Batch [450]	Speed: 246.08 samples/sec	Train-accuracy=0.192188
INFO:root:Epoch[1] Batch [450]	Speed: 246.08 samples/sec	Train-top_k_accuracy_5=0.407539
INFO:root:Epoch[1] Batch [500]	Speed: 251.72 samples/sec	Train-accuracy=0.194805
INFO:root:Epoch[1] Batch [500]	Speed: 251.72 samples/sec	Train-top_k_accuracy_5=0.411328
INFO:root:Epoch[1] Batch [550]	Speed: 247.60 samples/sec	Train-accuracy=0.198906
INFO:root:Epoch[1] Batch [550]	Speed: 247.60 samples/sec	Train-top_k_accuracy_5=0.418320
INFO:root:Epoch[1] Batch [600]	Speed: 249.08 samples/sec	Train-accuracy=0.197617
INFO:root:Epoch[1] Batch [600]	Speed: 249.08 samples/sec	Train-top_k_accuracy_5=0.417852
INFO:root:Epoch[1] Batch [650]	Speed: 250.53 samples/sec	Train-accuracy=0.200117
INFO:root:Epoch[1] Batch [650]	Speed: 250.53 samples/sec	Train-top_k_accuracy_5=0.422852
INFO:root:Epoch[1] Batch [700]	Speed: 251.35 samples/sec	Train-accuracy=0.202148
INFO:root:Epoch[1] Batch [700]	Speed: 251.35 samples/sec	Train-top_k_accuracy_5=0.426484
INFO:root:Epoch[1] Batch [750]	Speed: 250.97 samples/sec	Train-accuracy=0.203789
INFO:root:Epoch[1] Batch [750]	Speed: 250.97 samples/sec	Train-top_k_accuracy_5=0.433437
INFO:root:Epoch[1] Batch [800]	Speed: 248.56 samples/sec	Train-accuracy=0.204414
INFO:root:Epoch[1] Batch [800]	Speed: 248.56 samples/sec	Train-top_k_accuracy_5=0.433008
INFO:root:Epoch[1] Batch [850]	Speed: 256.44 samples/sec	Train-accuracy=0.210664
INFO:root:Epoch[1] Batch [850]	Speed: 256.44 samples/sec	Train-top_k_accuracy_5=0.441289
INFO:root:Epoch[1] Batch [900]	Speed: 243.01 samples/sec	Train-accuracy=0.214961
INFO:root:Epoch[1] Batch [900]	Speed: 243.01 samples/sec	Train-top_k_accuracy_5=0.440547
INFO:root:Epoch[1] Batch [950]	Speed: 248.88 samples/sec	Train-accuracy=0.215234
INFO:root:Epoch[1] Batch [950]	Speed: 248.88 samples/sec	Train-top_k_accuracy_5=0.444648
INFO:root:Epoch[1] Batch [1000]	Speed: 249.27 samples/sec	Train-accuracy=0.216445
INFO:root:Epoch[1] Batch [1000]	Speed: 249.27 samples/sec	Train-top_k_accuracy_5=0.444219
INFO:root:Epoch[1] Batch [1050]	Speed: 249.19 samples/sec	Train-accuracy=0.217500
INFO:root:Epoch[1] Batch [1050]	Speed: 249.19 samples/sec	Train-top_k_accuracy_5=0.444805
INFO:root:Epoch[1] Batch [1100]	Speed: 253.56 samples/sec	Train-accuracy=0.224219
INFO:root:Epoch[1] Batch [1100]	Speed: 253.56 samples/sec	Train-top_k_accuracy_5=0.450352
INFO:root:Epoch[1] Batch [1150]	Speed: 252.05 samples/sec	Train-accuracy=0.222070
INFO:root:Epoch[1] Batch [1150]	Speed: 252.05 samples/sec	Train-top_k_accuracy_5=0.451758
INFO:root:Epoch[1] Batch [1200]	Speed: 250.31 samples/sec	Train-accuracy=0.226172
INFO:root:Epoch[1] Batch [1200]	Speed: 250.31 samples/sec	Train-top_k_accuracy_5=0.458672
INFO:root:Epoch[1] Batch [1250]	Speed: 252.02 samples/sec	Train-accuracy=0.231914
INFO:root:Epoch[1] Batch [1250]	Speed: 252.02 samples/sec	Train-top_k_accuracy_5=0.460508
INFO:root:Epoch[1] Batch [1300]	Speed: 250.85 samples/sec	Train-accuracy=0.233789
INFO:root:Epoch[1] Batch [1300]	Speed: 250.85 samples/sec	Train-top_k_accuracy_5=0.467031
INFO:root:Epoch[1] Batch [1350]	Speed: 243.00 samples/sec	Train-accuracy=0.230273
INFO:root:Epoch[1] Batch [1350]	Speed: 243.00 samples/sec	Train-top_k_accuracy_5=0.464102
INFO:root:Epoch[1] Batch [1400]	Speed: 255.63 samples/sec	Train-accuracy=0.239219
INFO:root:Epoch[1] Batch [1400]	Speed: 255.63 samples/sec	Train-top_k_accuracy_5=0.468320
INFO:root:Epoch[1] Batch [1450]	Speed: 250.52 samples/sec	Train-accuracy=0.239531
INFO:root:Epoch[1] Batch [1450]	Speed: 250.52 samples/sec	Train-top_k_accuracy_5=0.474609
INFO:root:Epoch[1] Batch [1500]	Speed: 263.03 samples/sec	Train-accuracy=0.235234
INFO:root:Epoch[1] Batch [1500]	Speed: 263.03 samples/sec	Train-top_k_accuracy_5=0.471016
INFO:root:Epoch[1] Batch [1550]	Speed: 250.39 samples/sec	Train-accuracy=0.240742
INFO:root:Epoch[1] Batch [1550]	Speed: 250.39 samples/sec	Train-top_k_accuracy_5=0.476680
INFO:root:Epoch[1] Batch [1600]	Speed: 258.70 samples/sec	Train-accuracy=0.244531
INFO:root:Epoch[1] Batch [1600]	Speed: 258.70 samples/sec	Train-top_k_accuracy_5=0.481133
INFO:root:Epoch[1] Batch [1650]	Speed: 246.21 samples/sec	Train-accuracy=0.243906
INFO:root:Epoch[1] Batch [1650]	Speed: 246.21 samples/sec	Train-top_k_accuracy_5=0.482422
INFO:root:Epoch[1] Batch [1700]	Speed: 249.40 samples/sec	Train-accuracy=0.251484
INFO:root:Epoch[1] Batch [1700]	Speed: 249.40 samples/sec	Train-top_k_accuracy_5=0.485508
INFO:root:Epoch[1] Batch [1750]	Speed: 243.32 samples/sec	Train-accuracy=0.254727
INFO:root:Epoch[1] Batch [1750]	Speed: 243.32 samples/sec	Train-top_k_accuracy_5=0.493711
INFO:root:Epoch[1] Batch [1800]	Speed: 254.74 samples/sec	Train-accuracy=0.245625
INFO:root:Epoch[1] Batch [1800]	Speed: 254.74 samples/sec	Train-top_k_accuracy_5=0.482617
INFO:root:Epoch[1] Batch [1850]	Speed: 249.85 samples/sec	Train-accuracy=0.245547
INFO:root:Epoch[1] Batch [1850]	Speed: 249.85 samples/sec	Train-top_k_accuracy_5=0.484375
INFO:root:Epoch[1] Batch [1900]	Speed: 249.52 samples/sec	Train-accuracy=0.254492
INFO:root:Epoch[1] Batch [1900]	Speed: 249.52 samples/sec	Train-top_k_accuracy_5=0.495781
INFO:root:Epoch[1] Batch [1950]	Speed: 250.07 samples/sec	Train-accuracy=0.252734
INFO:root:Epoch[1] Batch [1950]	Speed: 250.07 samples/sec	Train-top_k_accuracy_5=0.493398
INFO:root:Epoch[1] Batch [2000]	Speed: 249.60 samples/sec	Train-accuracy=0.258750
INFO:root:Epoch[1] Batch [2000]	Speed: 249.60 samples/sec	Train-top_k_accuracy_5=0.499453
INFO:root:Epoch[1] Batch [2050]	Speed: 251.03 samples/sec	Train-accuracy=0.260273
INFO:root:Epoch[1] Batch [2050]	Speed: 251.03 samples/sec	Train-top_k_accuracy_5=0.498125
INFO:root:Epoch[1] Batch [2100]	Speed: 246.82 samples/sec	Train-accuracy=0.261328
INFO:root:Epoch[1] Batch [2100]	Speed: 246.82 samples/sec	Train-top_k_accuracy_5=0.497109
INFO:root:Epoch[1] Batch [2150]	Speed: 257.35 samples/sec	Train-accuracy=0.259492
INFO:root:Epoch[1] Batch [2150]	Speed: 257.35 samples/sec	Train-top_k_accuracy_5=0.502266
INFO:root:Epoch[1] Batch [2200]	Speed: 254.15 samples/sec	Train-accuracy=0.262500
INFO:root:Epoch[1] Batch [2200]	Speed: 254.15 samples/sec	Train-top_k_accuracy_5=0.506602
INFO:root:Epoch[1] Batch [2250]	Speed: 254.81 samples/sec	Train-accuracy=0.266797
INFO:root:Epoch[1] Batch [2250]	Speed: 254.81 samples/sec	Train-top_k_accuracy_5=0.509727
INFO:root:Epoch[1] Batch [2300]	Speed: 246.52 samples/sec	Train-accuracy=0.267148
INFO:root:Epoch[1] Batch [2300]	Speed: 246.52 samples/sec	Train-top_k_accuracy_5=0.511250
INFO:root:Epoch[1] Batch [2350]	Speed: 250.87 samples/sec	Train-accuracy=0.273398
INFO:root:Epoch[1] Batch [2350]	Speed: 250.87 samples/sec	Train-top_k_accuracy_5=0.521875
INFO:root:Epoch[1] Batch [2400]	Speed: 244.66 samples/sec	Train-accuracy=0.269297
INFO:root:Epoch[1] Batch [2400]	Speed: 244.66 samples/sec	Train-top_k_accuracy_5=0.509414
INFO:root:Epoch[1] Batch [2450]	Speed: 253.33 samples/sec	Train-accuracy=0.279883
INFO:root:Epoch[1] Batch [2450]	Speed: 253.33 samples/sec	Train-top_k_accuracy_5=0.521953
INFO:root:Epoch[1] Batch [2500]	Speed: 245.23 samples/sec	Train-accuracy=0.272227
INFO:root:Epoch[1] Batch [2500]	Speed: 245.23 samples/sec	Train-top_k_accuracy_5=0.518633
INFO:root:Epoch[1] Resetting Data Iterator
INFO:root:Epoch[1] Time cost=5117.968
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0002.params"
INFO:root:Epoch[1] Validation-accuracy=0.297931
INFO:root:Epoch[1] Validation-top_k_accuracy_5=0.560308
INFO:root:Epoch[2] Batch [50]	Speed: 265.78 samples/sec	Train-accuracy=0.281875
INFO:root:Epoch[2] Batch [50]	Speed: 265.78 samples/sec	Train-top_k_accuracy_5=0.521836
INFO:root:Epoch[2] Batch [100]	Speed: 263.77 samples/sec	Train-accuracy=0.276562
INFO:root:Epoch[2] Batch [100]	Speed: 263.77 samples/sec	Train-top_k_accuracy_5=0.523711
INFO:root:Epoch[2] Batch [150]	Speed: 252.33 samples/sec	Train-accuracy=0.281250
INFO:root:Epoch[2] Batch [150]	Speed: 252.33 samples/sec	Train-top_k_accuracy_5=0.527617
INFO:root:Epoch[2] Batch [200]	Speed: 256.33 samples/sec	Train-accuracy=0.280859
INFO:root:Epoch[2] Batch [200]	Speed: 256.33 samples/sec	Train-top_k_accuracy_5=0.525703
INFO:root:Epoch[2] Batch [250]	Speed: 256.67 samples/sec	Train-accuracy=0.283164
INFO:root:Epoch[2] Batch [250]	Speed: 256.67 samples/sec	Train-top_k_accuracy_5=0.530078
INFO:root:Epoch[2] Batch [300]	Speed: 253.96 samples/sec	Train-accuracy=0.283789
INFO:root:Epoch[2] Batch [300]	Speed: 253.96 samples/sec	Train-top_k_accuracy_5=0.529102
INFO:root:Epoch[2] Batch [350]	Speed: 243.72 samples/sec	Train-accuracy=0.284570
INFO:root:Epoch[2] Batch [350]	Speed: 243.72 samples/sec	Train-top_k_accuracy_5=0.532031
INFO:root:Epoch[2] Batch [400]	Speed: 244.72 samples/sec	Train-accuracy=0.280156
INFO:root:Epoch[2] Batch [400]	Speed: 244.72 samples/sec	Train-top_k_accuracy_5=0.528711
INFO:root:Epoch[2] Batch [450]	Speed: 248.94 samples/sec	Train-accuracy=0.288125
INFO:root:Epoch[2] Batch [450]	Speed: 248.94 samples/sec	Train-top_k_accuracy_5=0.534805
INFO:root:Epoch[2] Batch [500]	Speed: 248.91 samples/sec	Train-accuracy=0.289180
INFO:root:Epoch[2] Batch [500]	Speed: 248.91 samples/sec	Train-top_k_accuracy_5=0.538047
INFO:root:Epoch[2] Batch [550]	Speed: 252.95 samples/sec	Train-accuracy=0.290312
INFO:root:Epoch[2] Batch [550]	Speed: 252.95 samples/sec	Train-top_k_accuracy_5=0.537734
INFO:root:Epoch[2] Batch [600]	Speed: 255.87 samples/sec	Train-accuracy=0.292773
INFO:root:Epoch[2] Batch [600]	Speed: 255.87 samples/sec	Train-top_k_accuracy_5=0.543516
INFO:root:Epoch[2] Batch [650]	Speed: 263.46 samples/sec	Train-accuracy=0.291289
INFO:root:Epoch[2] Batch [650]	Speed: 263.46 samples/sec	Train-top_k_accuracy_5=0.539258
INFO:root:Epoch[2] Batch [700]	Speed: 254.88 samples/sec	Train-accuracy=0.298555
INFO:root:Epoch[2] Batch [700]	Speed: 254.88 samples/sec	Train-top_k_accuracy_5=0.545742
INFO:root:Epoch[2] Batch [750]	Speed: 254.71 samples/sec	Train-accuracy=0.299219
INFO:root:Epoch[2] Batch [750]	Speed: 254.71 samples/sec	Train-top_k_accuracy_5=0.547188
INFO:root:Epoch[2] Batch [800]	Speed: 257.70 samples/sec	Train-accuracy=0.296094
INFO:root:Epoch[2] Batch [800]	Speed: 257.70 samples/sec	Train-top_k_accuracy_5=0.539766
INFO:root:Epoch[2] Batch [850]	Speed: 256.18 samples/sec	Train-accuracy=0.298320
INFO:root:Epoch[2] Batch [850]	Speed: 256.18 samples/sec	Train-top_k_accuracy_5=0.546172
INFO:root:Epoch[2] Batch [900]	Speed: 254.76 samples/sec	Train-accuracy=0.295352
INFO:root:Epoch[2] Batch [900]	Speed: 254.76 samples/sec	Train-top_k_accuracy_5=0.548008
INFO:root:Epoch[2] Batch [950]	Speed: 245.85 samples/sec	Train-accuracy=0.301250
INFO:root:Epoch[2] Batch [950]	Speed: 245.85 samples/sec	Train-top_k_accuracy_5=0.546211
INFO:root:Epoch[2] Batch [1000]	Speed: 255.24 samples/sec	Train-accuracy=0.306172
INFO:root:Epoch[2] Batch [1000]	Speed: 255.24 samples/sec	Train-top_k_accuracy_5=0.559258
INFO:root:Epoch[2] Batch [1050]	Speed: 259.98 samples/sec	Train-accuracy=0.304922
INFO:root:Epoch[2] Batch [1050]	Speed: 259.98 samples/sec	Train-top_k_accuracy_5=0.553672
INFO:root:Epoch[2] Batch [1100]	Speed: 251.33 samples/sec	Train-accuracy=0.304727
INFO:root:Epoch[2] Batch [1100]	Speed: 251.33 samples/sec	Train-top_k_accuracy_5=0.552070
INFO:root:Epoch[2] Batch [1150]	Speed: 254.19 samples/sec	Train-accuracy=0.300703
INFO:root:Epoch[2] Batch [1150]	Speed: 254.19 samples/sec	Train-top_k_accuracy_5=0.556289
INFO:root:Epoch[2] Batch [1200]	Speed: 247.59 samples/sec	Train-accuracy=0.305625
INFO:root:Epoch[2] Batch [1200]	Speed: 247.59 samples/sec	Train-top_k_accuracy_5=0.555508
INFO:root:Epoch[2] Batch [1250]	Speed: 243.90 samples/sec	Train-accuracy=0.310898
INFO:root:Epoch[2] Batch [1250]	Speed: 243.90 samples/sec	Train-top_k_accuracy_5=0.560703
INFO:root:Epoch[2] Batch [1300]	Speed: 249.38 samples/sec	Train-accuracy=0.309805
INFO:root:Epoch[2] Batch [1300]	Speed: 249.38 samples/sec	Train-top_k_accuracy_5=0.558906
INFO:root:Epoch[2] Batch [1350]	Speed: 248.66 samples/sec	Train-accuracy=0.309492
INFO:root:Epoch[2] Batch [1350]	Speed: 248.66 samples/sec	Train-top_k_accuracy_5=0.559805
INFO:root:Epoch[2] Batch [1400]	Speed: 250.96 samples/sec	Train-accuracy=0.312695
INFO:root:Epoch[2] Batch [1400]	Speed: 250.96 samples/sec	Train-top_k_accuracy_5=0.563594
INFO:root:Epoch[2] Batch [1450]	Speed: 255.18 samples/sec	Train-accuracy=0.316563
INFO:root:Epoch[2] Batch [1450]	Speed: 255.18 samples/sec	Train-top_k_accuracy_5=0.567187
INFO:root:Epoch[2] Batch [1500]	Speed: 266.67 samples/sec	Train-accuracy=0.308398
INFO:root:Epoch[2] Batch [1500]	Speed: 266.67 samples/sec	Train-top_k_accuracy_5=0.562773
INFO:root:Epoch[2] Batch [1550]	Speed: 247.79 samples/sec	Train-accuracy=0.315039
INFO:root:Epoch[2] Batch [1550]	Speed: 247.79 samples/sec	Train-top_k_accuracy_5=0.561641
INFO:root:Epoch[2] Batch [1600]	Speed: 254.24 samples/sec	Train-accuracy=0.317539
INFO:root:Epoch[2] Batch [1600]	Speed: 254.24 samples/sec	Train-top_k_accuracy_5=0.572852
INFO:root:Epoch[2] Batch [1650]	Speed: 248.09 samples/sec	Train-accuracy=0.318594
INFO:root:Epoch[2] Batch [1650]	Speed: 248.09 samples/sec	Train-top_k_accuracy_5=0.565039
INFO:root:Epoch[2] Batch [1700]	Speed: 243.45 samples/sec	Train-accuracy=0.317109
INFO:root:Epoch[2] Batch [1700]	Speed: 243.45 samples/sec	Train-top_k_accuracy_5=0.571367
INFO:root:Epoch[2] Batch [1750]	Speed: 248.38 samples/sec	Train-accuracy=0.327148
INFO:root:Epoch[2] Batch [1750]	Speed: 248.38 samples/sec	Train-top_k_accuracy_5=0.573516
INFO:root:Epoch[2] Batch [1800]	Speed: 239.19 samples/sec	Train-accuracy=0.321602
INFO:root:Epoch[2] Batch [1800]	Speed: 239.19 samples/sec	Train-top_k_accuracy_5=0.568633
INFO:root:Epoch[2] Batch [1850]	Speed: 249.59 samples/sec	Train-accuracy=0.318008
INFO:root:Epoch[2] Batch [1850]	Speed: 249.59 samples/sec	Train-top_k_accuracy_5=0.573242
INFO:root:Epoch[2] Batch [1900]	Speed: 256.67 samples/sec	Train-accuracy=0.327422
INFO:root:Epoch[2] Batch [1900]	Speed: 256.67 samples/sec	Train-top_k_accuracy_5=0.575508
INFO:root:Epoch[2] Batch [1950]	Speed: 268.87 samples/sec	Train-accuracy=0.319570
INFO:root:Epoch[2] Batch [1950]	Speed: 268.87 samples/sec	Train-top_k_accuracy_5=0.570664
INFO:root:Epoch[2] Batch [2000]	Speed: 257.20 samples/sec	Train-accuracy=0.326680
INFO:root:Epoch[2] Batch [2000]	Speed: 257.20 samples/sec	Train-top_k_accuracy_5=0.576758
INFO:root:Epoch[2] Batch [2050]	Speed: 246.58 samples/sec	Train-accuracy=0.327422
INFO:root:Epoch[2] Batch [2050]	Speed: 246.58 samples/sec	Train-top_k_accuracy_5=0.578867
INFO:root:Epoch[2] Batch [2100]	Speed: 249.41 samples/sec	Train-accuracy=0.325352
INFO:root:Epoch[2] Batch [2100]	Speed: 249.41 samples/sec	Train-top_k_accuracy_5=0.578086
INFO:root:Epoch[2] Batch [2150]	Speed: 242.31 samples/sec	Train-accuracy=0.329766
INFO:root:Epoch[2] Batch [2150]	Speed: 242.31 samples/sec	Train-top_k_accuracy_5=0.581211
INFO:root:Epoch[2] Batch [2200]	Speed: 250.89 samples/sec	Train-accuracy=0.330625
INFO:root:Epoch[2] Batch [2200]	Speed: 250.89 samples/sec	Train-top_k_accuracy_5=0.582812
INFO:root:Epoch[2] Batch [2250]	Speed: 260.95 samples/sec	Train-accuracy=0.331211
INFO:root:Epoch[2] Batch [2250]	Speed: 260.95 samples/sec	Train-top_k_accuracy_5=0.581406
INFO:root:Epoch[2] Batch [2300]	Speed: 268.82 samples/sec	Train-accuracy=0.330469
INFO:root:Epoch[2] Batch [2300]	Speed: 268.82 samples/sec	Train-top_k_accuracy_5=0.578672
INFO:root:Epoch[2] Batch [2350]	Speed: 253.79 samples/sec	Train-accuracy=0.331602
INFO:root:Epoch[2] Batch [2350]	Speed: 253.79 samples/sec	Train-top_k_accuracy_5=0.588359
INFO:root:Epoch[2] Batch [2400]	Speed: 253.66 samples/sec	Train-accuracy=0.331484
INFO:root:Epoch[2] Batch [2400]	Speed: 253.66 samples/sec	Train-top_k_accuracy_5=0.581055
INFO:root:Epoch[2] Batch [2450]	Speed: 246.46 samples/sec	Train-accuracy=0.338633
INFO:root:Epoch[2] Batch [2450]	Speed: 246.46 samples/sec	Train-top_k_accuracy_5=0.593750
INFO:root:Epoch[2] Batch [2500]	Speed: 253.52 samples/sec	Train-accuracy=0.332422
INFO:root:Epoch[2] Batch [2500]	Speed: 253.52 samples/sec	Train-top_k_accuracy_5=0.587461
INFO:root:Epoch[2] Resetting Data Iterator
INFO:root:Epoch[2] Time cost=5065.922
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0003.params"
INFO:root:Epoch[2] Validation-accuracy=0.378787
INFO:root:Epoch[2] Validation-top_k_accuracy_5=0.650729
INFO:root:Epoch[3] Batch [50]	Speed: 259.89 samples/sec	Train-accuracy=0.331992
INFO:root:Epoch[3] Batch [50]	Speed: 259.89 samples/sec	Train-top_k_accuracy_5=0.586367
INFO:root:Epoch[3] Batch [100]	Speed: 263.79 samples/sec	Train-accuracy=0.337539
INFO:root:Epoch[3] Batch [100]	Speed: 263.79 samples/sec	Train-top_k_accuracy_5=0.591406
INFO:root:Epoch[3] Batch [150]	Speed: 265.44 samples/sec	Train-accuracy=0.336055
INFO:root:Epoch[3] Batch [150]	Speed: 265.44 samples/sec	Train-top_k_accuracy_5=0.590742
INFO:root:Epoch[3] Batch [200]	Speed: 252.06 samples/sec	Train-accuracy=0.341133
INFO:root:Epoch[3] Batch [200]	Speed: 252.06 samples/sec	Train-top_k_accuracy_5=0.589102
INFO:root:Epoch[3] Batch [250]	Speed: 252.59 samples/sec	Train-accuracy=0.342500
INFO:root:Epoch[3] Batch [250]	Speed: 252.59 samples/sec	Train-top_k_accuracy_5=0.598906
INFO:root:Epoch[3] Batch [300]	Speed: 252.62 samples/sec	Train-accuracy=0.335117
INFO:root:Epoch[3] Batch [300]	Speed: 252.62 samples/sec	Train-top_k_accuracy_5=0.587695
INFO:root:Epoch[3] Batch [350]	Speed: 246.67 samples/sec	Train-accuracy=0.338906
INFO:root:Epoch[3] Batch [350]	Speed: 246.67 samples/sec	Train-top_k_accuracy_5=0.591211
INFO:root:Epoch[3] Batch [400]	Speed: 246.34 samples/sec	Train-accuracy=0.335938
INFO:root:Epoch[3] Batch [400]	Speed: 246.34 samples/sec	Train-top_k_accuracy_5=0.591367
INFO:root:Epoch[3] Batch [450]	Speed: 262.81 samples/sec	Train-accuracy=0.341875
INFO:root:Epoch[3] Batch [450]	Speed: 262.81 samples/sec	Train-top_k_accuracy_5=0.596836
INFO:root:Epoch[3] Batch [500]	Speed: 258.56 samples/sec	Train-accuracy=0.343164
INFO:root:Epoch[3] Batch [500]	Speed: 258.56 samples/sec	Train-top_k_accuracy_5=0.593867
INFO:root:Epoch[3] Batch [550]	Speed: 265.89 samples/sec	Train-accuracy=0.344023
INFO:root:Epoch[3] Batch [550]	Speed: 265.89 samples/sec	Train-top_k_accuracy_5=0.599961
INFO:root:Epoch[3] Batch [600]	Speed: 253.52 samples/sec	Train-accuracy=0.347930
INFO:root:Epoch[3] Batch [600]	Speed: 253.52 samples/sec	Train-top_k_accuracy_5=0.599766
INFO:root:Epoch[3] Batch [650]	Speed: 257.51 samples/sec	Train-accuracy=0.348008
INFO:root:Epoch[3] Batch [650]	Speed: 257.51 samples/sec	Train-top_k_accuracy_5=0.600820
INFO:root:Epoch[3] Batch [700]	Speed: 249.44 samples/sec	Train-accuracy=0.352187
INFO:root:Epoch[3] Batch [700]	Speed: 249.44 samples/sec	Train-top_k_accuracy_5=0.605898
INFO:root:Epoch[3] Batch [750]	Speed: 251.73 samples/sec	Train-accuracy=0.346094
INFO:root:Epoch[3] Batch [750]	Speed: 251.73 samples/sec	Train-top_k_accuracy_5=0.598164
INFO:root:Epoch[3] Batch [800]	Speed: 245.25 samples/sec	Train-accuracy=0.349062
INFO:root:Epoch[3] Batch [800]	Speed: 245.25 samples/sec	Train-top_k_accuracy_5=0.604062
INFO:root:Epoch[3] Batch [850]	Speed: 259.67 samples/sec	Train-accuracy=0.347383
INFO:root:Epoch[3] Batch [850]	Speed: 259.67 samples/sec	Train-top_k_accuracy_5=0.604883
INFO:root:Epoch[3] Batch [900]	Speed: 266.26 samples/sec	Train-accuracy=0.349453
INFO:root:Epoch[3] Batch [900]	Speed: 266.26 samples/sec	Train-top_k_accuracy_5=0.603555
INFO:root:Epoch[3] Batch [950]	Speed: 262.60 samples/sec	Train-accuracy=0.348945
INFO:root:Epoch[3] Batch [950]	Speed: 262.60 samples/sec	Train-top_k_accuracy_5=0.604375
INFO:root:Epoch[3] Batch [1000]	Speed: 252.99 samples/sec	Train-accuracy=0.353359
INFO:root:Epoch[3] Batch [1000]	Speed: 252.99 samples/sec	Train-top_k_accuracy_5=0.605273
INFO:root:Epoch[3] Batch [1050]	Speed: 265.00 samples/sec	Train-accuracy=0.356641
INFO:root:Epoch[3] Batch [1050]	Speed: 265.00 samples/sec	Train-top_k_accuracy_5=0.604727
INFO:root:Epoch[3] Batch [1100]	Speed: 243.78 samples/sec	Train-accuracy=0.355234
INFO:root:Epoch[3] Batch [1100]	Speed: 243.78 samples/sec	Train-top_k_accuracy_5=0.607187
INFO:root:Epoch[3] Batch [1150]	Speed: 260.12 samples/sec	Train-accuracy=0.350391
INFO:root:Epoch[3] Batch [1150]	Speed: 260.12 samples/sec	Train-top_k_accuracy_5=0.602695
INFO:root:Epoch[3] Batch [1200]	Speed: 251.55 samples/sec	Train-accuracy=0.353906
INFO:root:Epoch[3] Batch [1200]	Speed: 251.55 samples/sec	Train-top_k_accuracy_5=0.607266
INFO:root:Epoch[3] Batch [1250]	Speed: 256.63 samples/sec	Train-accuracy=0.355664
INFO:root:Epoch[3] Batch [1250]	Speed: 256.63 samples/sec	Train-top_k_accuracy_5=0.604492
INFO:root:Epoch[3] Batch [1300]	Speed: 253.54 samples/sec	Train-accuracy=0.354687
INFO:root:Epoch[3] Batch [1300]	Speed: 253.54 samples/sec	Train-top_k_accuracy_5=0.611875
INFO:root:Epoch[3] Batch [1350]	Speed: 253.43 samples/sec	Train-accuracy=0.355664
INFO:root:Epoch[3] Batch [1350]	Speed: 253.43 samples/sec	Train-top_k_accuracy_5=0.610000
INFO:root:Epoch[3] Batch [1400]	Speed: 244.53 samples/sec	Train-accuracy=0.360234
INFO:root:Epoch[3] Batch [1400]	Speed: 244.53 samples/sec	Train-top_k_accuracy_5=0.611797
INFO:root:Epoch[3] Batch [1450]	Speed: 266.64 samples/sec	Train-accuracy=0.357656
INFO:root:Epoch[3] Batch [1450]	Speed: 266.64 samples/sec	Train-top_k_accuracy_5=0.607930
INFO:root:Epoch[3] Batch [1500]	Speed: 268.37 samples/sec	Train-accuracy=0.350547
INFO:root:Epoch[3] Batch [1500]	Speed: 268.37 samples/sec	Train-top_k_accuracy_5=0.610000
INFO:root:Epoch[3] Batch [1550]	Speed: 275.48 samples/sec	Train-accuracy=0.356367
INFO:root:Epoch[3] Batch [1550]	Speed: 275.48 samples/sec	Train-top_k_accuracy_5=0.607578
INFO:root:Epoch[3] Batch [1600]	Speed: 278.85 samples/sec	Train-accuracy=0.367891
INFO:root:Epoch[3] Batch [1600]	Speed: 278.85 samples/sec	Train-top_k_accuracy_5=0.617578
INFO:root:Epoch[3] Batch [1650]	Speed: 271.55 samples/sec	Train-accuracy=0.359727
INFO:root:Epoch[3] Batch [1650]	Speed: 271.55 samples/sec	Train-top_k_accuracy_5=0.610977
INFO:root:Epoch[3] Batch [1700]	Speed: 261.24 samples/sec	Train-accuracy=0.362617
INFO:root:Epoch[3] Batch [1700]	Speed: 261.24 samples/sec	Train-top_k_accuracy_5=0.612344
INFO:root:Epoch[3] Batch [1750]	Speed: 256.81 samples/sec	Train-accuracy=0.365859
INFO:root:Epoch[3] Batch [1750]	Speed: 256.81 samples/sec	Train-top_k_accuracy_5=0.616992
INFO:root:Epoch[3] Batch [1800]	Speed: 266.07 samples/sec	Train-accuracy=0.363438
INFO:root:Epoch[3] Batch [1800]	Speed: 266.07 samples/sec	Train-top_k_accuracy_5=0.615625
INFO:root:Epoch[3] Batch [1850]	Speed: 270.19 samples/sec	Train-accuracy=0.362656
INFO:root:Epoch[3] Batch [1850]	Speed: 270.19 samples/sec	Train-top_k_accuracy_5=0.619687
INFO:root:Epoch[3] Batch [1900]	Speed: 271.19 samples/sec	Train-accuracy=0.365938
INFO:root:Epoch[3] Batch [1900]	Speed: 271.19 samples/sec	Train-top_k_accuracy_5=0.620273
INFO:root:Epoch[3] Batch [1950]	Speed: 263.07 samples/sec	Train-accuracy=0.363789
INFO:root:Epoch[3] Batch [1950]	Speed: 263.07 samples/sec	Train-top_k_accuracy_5=0.617773
INFO:root:Epoch[3] Batch [2000]	Speed: 248.77 samples/sec	Train-accuracy=0.365430
INFO:root:Epoch[3] Batch [2000]	Speed: 248.77 samples/sec	Train-top_k_accuracy_5=0.626211
INFO:root:Epoch[3] Batch [2050]	Speed: 271.92 samples/sec	Train-accuracy=0.361523
INFO:root:Epoch[3] Batch [2050]	Speed: 271.92 samples/sec	Train-top_k_accuracy_5=0.616992
INFO:root:Epoch[3] Batch [2100]	Speed: 260.95 samples/sec	Train-accuracy=0.362109
INFO:root:Epoch[3] Batch [2100]	Speed: 260.95 samples/sec	Train-top_k_accuracy_5=0.619336
INFO:root:Epoch[3] Batch [2150]	Speed: 280.86 samples/sec	Train-accuracy=0.363867
INFO:root:Epoch[3] Batch [2150]	Speed: 280.86 samples/sec	Train-top_k_accuracy_5=0.616328
INFO:root:Epoch[3] Batch [2200]	Speed: 270.43 samples/sec	Train-accuracy=0.368047
INFO:root:Epoch[3] Batch [2200]	Speed: 270.43 samples/sec	Train-top_k_accuracy_5=0.624336
INFO:root:Epoch[3] Batch [2250]	Speed: 283.05 samples/sec	Train-accuracy=0.367070
INFO:root:Epoch[3] Batch [2250]	Speed: 283.05 samples/sec	Train-top_k_accuracy_5=0.625430
INFO:root:Epoch[3] Batch [2300]	Speed: 254.71 samples/sec	Train-accuracy=0.368047
INFO:root:Epoch[3] Batch [2300]	Speed: 254.71 samples/sec	Train-top_k_accuracy_5=0.622305
INFO:root:Epoch[3] Batch [2350]	Speed: 274.13 samples/sec	Train-accuracy=0.369375
INFO:root:Epoch[3] Batch [2350]	Speed: 274.13 samples/sec	Train-top_k_accuracy_5=0.617891
INFO:root:Epoch[3] Batch [2400]	Speed: 251.82 samples/sec	Train-accuracy=0.373594
INFO:root:Epoch[3] Batch [2400]	Speed: 251.82 samples/sec	Train-top_k_accuracy_5=0.622969
INFO:root:Epoch[3] Batch [2450]	Speed: 261.75 samples/sec	Train-accuracy=0.370586
INFO:root:Epoch[3] Batch [2450]	Speed: 261.75 samples/sec	Train-top_k_accuracy_5=0.628750
INFO:root:Epoch[3] Batch [2500]	Speed: 252.14 samples/sec	Train-accuracy=0.373672
INFO:root:Epoch[3] Batch [2500]	Speed: 252.14 samples/sec	Train-top_k_accuracy_5=0.625078
INFO:root:Epoch[3] Resetting Data Iterator
INFO:root:Epoch[3] Time cost=4930.288
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0004.params"
INFO:root:Epoch[3] Validation-accuracy=0.414342
INFO:root:Epoch[3] Validation-top_k_accuracy_5=0.683952
INFO:root:Epoch[4] Batch [50]	Speed: 285.89 samples/sec	Train-accuracy=0.375625
INFO:root:Epoch[4] Batch [50]	Speed: 285.89 samples/sec	Train-top_k_accuracy_5=0.628828
INFO:root:Epoch[4] Batch [100]	Speed: 270.39 samples/sec	Train-accuracy=0.372344
INFO:root:Epoch[4] Batch [100]	Speed: 270.39 samples/sec	Train-top_k_accuracy_5=0.628359
INFO:root:Epoch[4] Batch [150]	Speed: 280.33 samples/sec	Train-accuracy=0.374375
INFO:root:Epoch[4] Batch [150]	Speed: 280.33 samples/sec	Train-top_k_accuracy_5=0.630117
INFO:root:Epoch[4] Batch [200]	Speed: 280.75 samples/sec	Train-accuracy=0.378516
INFO:root:Epoch[4] Batch [200]	Speed: 280.75 samples/sec	Train-top_k_accuracy_5=0.628125
INFO:root:Epoch[4] Batch [250]	Speed: 273.30 samples/sec	Train-accuracy=0.378281
INFO:root:Epoch[4] Batch [250]	Speed: 273.30 samples/sec	Train-top_k_accuracy_5=0.633203
INFO:root:Epoch[4] Batch [300]	Speed: 284.64 samples/sec	Train-accuracy=0.376055
INFO:root:Epoch[4] Batch [300]	Speed: 284.64 samples/sec	Train-top_k_accuracy_5=0.628047
INFO:root:Epoch[4] Batch [350]	Speed: 282.41 samples/sec	Train-accuracy=0.376133
INFO:root:Epoch[4] Batch [350]	Speed: 282.41 samples/sec	Train-top_k_accuracy_5=0.628945
INFO:root:Epoch[4] Batch [400]	Speed: 275.99 samples/sec	Train-accuracy=0.373477
INFO:root:Epoch[4] Batch [400]	Speed: 275.99 samples/sec	Train-top_k_accuracy_5=0.625820
INFO:root:Epoch[4] Batch [450]	Speed: 287.39 samples/sec	Train-accuracy=0.371719
INFO:root:Epoch[4] Batch [450]	Speed: 287.39 samples/sec	Train-top_k_accuracy_5=0.629531
INFO:root:Epoch[4] Batch [500]	Speed: 285.54 samples/sec	Train-accuracy=0.378359
INFO:root:Epoch[4] Batch [500]	Speed: 285.54 samples/sec	Train-top_k_accuracy_5=0.627695
INFO:root:Epoch[4] Batch [550]	Speed: 281.54 samples/sec	Train-accuracy=0.383398
INFO:root:Epoch[4] Batch [550]	Speed: 281.54 samples/sec	Train-top_k_accuracy_5=0.637773
INFO:root:Epoch[4] Batch [600]	Speed: 287.63 samples/sec	Train-accuracy=0.378164
INFO:root:Epoch[4] Batch [600]	Speed: 287.63 samples/sec	Train-top_k_accuracy_5=0.628320
INFO:root:Epoch[4] Batch [650]	Speed: 279.58 samples/sec	Train-accuracy=0.373359
INFO:root:Epoch[4] Batch [650]	Speed: 279.58 samples/sec	Train-top_k_accuracy_5=0.625703
INFO:root:Epoch[4] Batch [700]	Speed: 287.61 samples/sec	Train-accuracy=0.376836
INFO:root:Epoch[4] Batch [700]	Speed: 287.61 samples/sec	Train-top_k_accuracy_5=0.633320
INFO:root:Epoch[4] Batch [750]	Speed: 285.67 samples/sec	Train-accuracy=0.376797
INFO:root:Epoch[4] Batch [750]	Speed: 285.67 samples/sec	Train-top_k_accuracy_5=0.631680
INFO:root:Epoch[4] Batch [800]	Speed: 286.04 samples/sec	Train-accuracy=0.379531
INFO:root:Epoch[4] Batch [800]	Speed: 286.04 samples/sec	Train-top_k_accuracy_5=0.632695
INFO:root:Epoch[4] Batch [850]	Speed: 277.69 samples/sec	Train-accuracy=0.384883
INFO:root:Epoch[4] Batch [850]	Speed: 277.69 samples/sec	Train-top_k_accuracy_5=0.637813
INFO:root:Epoch[4] Batch [900]	Speed: 300.73 samples/sec	Train-accuracy=0.377461
INFO:root:Epoch[4] Batch [900]	Speed: 300.73 samples/sec	Train-top_k_accuracy_5=0.635938
INFO:root:Epoch[4] Batch [950]	Speed: 281.76 samples/sec	Train-accuracy=0.384727
INFO:root:Epoch[4] Batch [950]	Speed: 281.76 samples/sec	Train-top_k_accuracy_5=0.635625
INFO:root:Epoch[4] Batch [1000]	Speed: 292.13 samples/sec	Train-accuracy=0.381758
INFO:root:Epoch[4] Batch [1000]	Speed: 292.13 samples/sec	Train-top_k_accuracy_5=0.634727
INFO:root:Epoch[4] Batch [1050]	Speed: 285.94 samples/sec	Train-accuracy=0.382773
INFO:root:Epoch[4] Batch [1050]	Speed: 285.94 samples/sec	Train-top_k_accuracy_5=0.633086
INFO:root:Epoch[4] Batch [1100]	Speed: 290.20 samples/sec	Train-accuracy=0.383945
INFO:root:Epoch[4] Batch [1100]	Speed: 290.20 samples/sec	Train-top_k_accuracy_5=0.638984
INFO:root:Epoch[4] Batch [1150]	Speed: 291.97 samples/sec	Train-accuracy=0.382305
INFO:root:Epoch[4] Batch [1150]	Speed: 291.97 samples/sec	Train-top_k_accuracy_5=0.638555
INFO:root:Epoch[4] Batch [1200]	Speed: 290.08 samples/sec	Train-accuracy=0.383203
INFO:root:Epoch[4] Batch [1200]	Speed: 290.08 samples/sec	Train-top_k_accuracy_5=0.638945
INFO:root:Epoch[4] Batch [1250]	Speed: 282.42 samples/sec	Train-accuracy=0.385937
INFO:root:Epoch[4] Batch [1250]	Speed: 282.42 samples/sec	Train-top_k_accuracy_5=0.639687
INFO:root:Epoch[4] Batch [1300]	Speed: 302.96 samples/sec	Train-accuracy=0.383437
INFO:root:Epoch[4] Batch [1300]	Speed: 302.96 samples/sec	Train-top_k_accuracy_5=0.636992
INFO:root:Epoch[4] Batch [1350]	Speed: 289.85 samples/sec	Train-accuracy=0.387930
INFO:root:Epoch[4] Batch [1350]	Speed: 289.85 samples/sec	Train-top_k_accuracy_5=0.637656
INFO:root:Epoch[4] Batch [1400]	Speed: 290.19 samples/sec	Train-accuracy=0.389219
INFO:root:Epoch[4] Batch [1400]	Speed: 290.19 samples/sec	Train-top_k_accuracy_5=0.644375
INFO:root:Epoch[4] Batch [1450]	Speed: 294.70 samples/sec	Train-accuracy=0.388125
INFO:root:Epoch[4] Batch [1450]	Speed: 294.70 samples/sec	Train-top_k_accuracy_5=0.641367
INFO:root:Epoch[4] Batch [1500]	Speed: 288.26 samples/sec	Train-accuracy=0.382969
INFO:root:Epoch[4] Batch [1500]	Speed: 288.26 samples/sec	Train-top_k_accuracy_5=0.637461
INFO:root:Epoch[4] Batch [1550]	Speed: 285.78 samples/sec	Train-accuracy=0.382656
INFO:root:Epoch[4] Batch [1550]	Speed: 285.78 samples/sec	Train-top_k_accuracy_5=0.636836
INFO:root:Epoch[4] Batch [1600]	Speed: 284.14 samples/sec	Train-accuracy=0.389375
INFO:root:Epoch[4] Batch [1600]	Speed: 284.14 samples/sec	Train-top_k_accuracy_5=0.646992
INFO:root:Epoch[4] Batch [1650]	Speed: 288.07 samples/sec	Train-accuracy=0.389883
INFO:root:Epoch[4] Batch [1650]	Speed: 288.07 samples/sec	Train-top_k_accuracy_5=0.641797
INFO:root:Epoch[4] Batch [1700]	Speed: 286.08 samples/sec	Train-accuracy=0.391133
INFO:root:Epoch[4] Batch [1700]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.643945
INFO:root:Epoch[4] Batch [1750]	Speed: 288.19 samples/sec	Train-accuracy=0.391875
INFO:root:Epoch[4] Batch [1750]	Speed: 288.19 samples/sec	Train-top_k_accuracy_5=0.643984
INFO:root:Epoch[4] Batch [1800]	Speed: 292.26 samples/sec	Train-accuracy=0.388789
INFO:root:Epoch[4] Batch [1800]	Speed: 292.26 samples/sec	Train-top_k_accuracy_5=0.645156
INFO:root:Epoch[4] Batch [1850]	Speed: 280.12 samples/sec	Train-accuracy=0.391445
INFO:root:Epoch[4] Batch [1850]	Speed: 280.12 samples/sec	Train-top_k_accuracy_5=0.644687
INFO:root:Epoch[4] Batch [1900]	Speed: 292.74 samples/sec	Train-accuracy=0.398047
INFO:root:Epoch[4] Batch [1900]	Speed: 292.74 samples/sec	Train-top_k_accuracy_5=0.645664
INFO:root:Epoch[4] Batch [1950]	Speed: 288.31 samples/sec	Train-accuracy=0.387891
INFO:root:Epoch[4] Batch [1950]	Speed: 288.31 samples/sec	Train-top_k_accuracy_5=0.640117
INFO:root:Epoch[4] Batch [2000]	Speed: 290.32 samples/sec	Train-accuracy=0.398750
INFO:root:Epoch[4] Batch [2000]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.645195
INFO:root:Epoch[4] Batch [2050]	Speed: 296.33 samples/sec	Train-accuracy=0.389961
INFO:root:Epoch[4] Batch [2050]	Speed: 296.33 samples/sec	Train-top_k_accuracy_5=0.643750
INFO:root:Epoch[4] Batch [2100]	Speed: 290.26 samples/sec	Train-accuracy=0.393594
INFO:root:Epoch[4] Batch [2100]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.650625
INFO:root:Epoch[4] Batch [2150]	Speed: 292.13 samples/sec	Train-accuracy=0.390508
INFO:root:Epoch[4] Batch [2150]	Speed: 292.13 samples/sec	Train-top_k_accuracy_5=0.641328
INFO:root:Epoch[4] Batch [2200]	Speed: 274.26 samples/sec	Train-accuracy=0.392930
INFO:root:Epoch[4] Batch [2200]	Speed: 274.26 samples/sec	Train-top_k_accuracy_5=0.645195
INFO:root:Epoch[4] Batch [2250]	Speed: 292.56 samples/sec	Train-accuracy=0.395078
INFO:root:Epoch[4] Batch [2250]	Speed: 292.56 samples/sec	Train-top_k_accuracy_5=0.645508
INFO:root:Epoch[4] Batch [2300]	Speed: 286.08 samples/sec	Train-accuracy=0.397578
INFO:root:Epoch[4] Batch [2300]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.649219
INFO:root:Epoch[4] Batch [2350]	Speed: 282.17 samples/sec	Train-accuracy=0.390078
INFO:root:Epoch[4] Batch [2350]	Speed: 282.17 samples/sec	Train-top_k_accuracy_5=0.647617
INFO:root:Epoch[4] Batch [2400]	Speed: 287.99 samples/sec	Train-accuracy=0.391641
INFO:root:Epoch[4] Batch [2400]	Speed: 287.99 samples/sec	Train-top_k_accuracy_5=0.647109
INFO:root:Epoch[4] Batch [2450]	Speed: 284.26 samples/sec	Train-accuracy=0.402187
INFO:root:Epoch[4] Batch [2450]	Speed: 284.26 samples/sec	Train-top_k_accuracy_5=0.656406
INFO:root:Epoch[4] Batch [2500]	Speed: 285.95 samples/sec	Train-accuracy=0.397188
INFO:root:Epoch[4] Batch [2500]	Speed: 285.95 samples/sec	Train-top_k_accuracy_5=0.651250
INFO:root:Epoch[4] Resetting Data Iterator
INFO:root:Epoch[4] Time cost=4476.552
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0005.params"
INFO:root:Epoch[4] Validation-accuracy=0.445153
INFO:root:Epoch[4] Validation-top_k_accuracy_5=0.709104
INFO:root:Epoch[5] Batch [50]	Speed: 304.22 samples/sec	Train-accuracy=0.398789
INFO:root:Epoch[5] Batch [50]	Speed: 304.22 samples/sec	Train-top_k_accuracy_5=0.653594
INFO:root:Epoch[5] Batch [100]	Speed: 290.24 samples/sec	Train-accuracy=0.395039
INFO:root:Epoch[5] Batch [100]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.648398
INFO:root:Epoch[5] Batch [150]	Speed: 286.40 samples/sec	Train-accuracy=0.400703
INFO:root:Epoch[5] Batch [150]	Speed: 286.40 samples/sec	Train-top_k_accuracy_5=0.655039
INFO:root:Epoch[5] Batch [200]	Speed: 285.91 samples/sec	Train-accuracy=0.401953
INFO:root:Epoch[5] Batch [200]	Speed: 285.91 samples/sec	Train-top_k_accuracy_5=0.651602
INFO:root:Epoch[5] Batch [250]	Speed: 292.70 samples/sec	Train-accuracy=0.404687
INFO:root:Epoch[5] Batch [250]	Speed: 292.70 samples/sec	Train-top_k_accuracy_5=0.656914
INFO:root:Epoch[5] Batch [300]	Speed: 294.12 samples/sec	Train-accuracy=0.395742
INFO:root:Epoch[5] Batch [300]	Speed: 294.12 samples/sec	Train-top_k_accuracy_5=0.652109
INFO:root:Epoch[5] Batch [350]	Speed: 285.78 samples/sec	Train-accuracy=0.395195
INFO:root:Epoch[5] Batch [350]	Speed: 285.78 samples/sec	Train-top_k_accuracy_5=0.645938
INFO:root:Epoch[5] Batch [400]	Speed: 303.35 samples/sec	Train-accuracy=0.398750
INFO:root:Epoch[5] Batch [400]	Speed: 303.35 samples/sec	Train-top_k_accuracy_5=0.649336
INFO:root:Epoch[5] Batch [450]	Speed: 288.29 samples/sec	Train-accuracy=0.397461
INFO:root:Epoch[5] Batch [450]	Speed: 288.29 samples/sec	Train-top_k_accuracy_5=0.651484
INFO:root:Epoch[5] Batch [500]	Speed: 286.38 samples/sec	Train-accuracy=0.397734
INFO:root:Epoch[5] Batch [500]	Speed: 286.38 samples/sec	Train-top_k_accuracy_5=0.653203
INFO:root:Epoch[5] Batch [550]	Speed: 299.17 samples/sec	Train-accuracy=0.409062
INFO:root:Epoch[5] Batch [550]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.658398
INFO:root:Epoch[5] Batch [600]	Speed: 290.17 samples/sec	Train-accuracy=0.405781
INFO:root:Epoch[5] Batch [600]	Speed: 290.17 samples/sec	Train-top_k_accuracy_5=0.655312
INFO:root:Epoch[5] Batch [650]	Speed: 290.28 samples/sec	Train-accuracy=0.400625
INFO:root:Epoch[5] Batch [650]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.651602
INFO:root:Epoch[5] Batch [700]	Speed: 283.95 samples/sec	Train-accuracy=0.404961
INFO:root:Epoch[5] Batch [700]	Speed: 283.95 samples/sec	Train-top_k_accuracy_5=0.657305
INFO:root:Epoch[5] Batch [750]	Speed: 294.16 samples/sec	Train-accuracy=0.403945
INFO:root:Epoch[5] Batch [750]	Speed: 294.16 samples/sec	Train-top_k_accuracy_5=0.655195
INFO:root:Epoch[5] Batch [800]	Speed: 282.28 samples/sec	Train-accuracy=0.399258
INFO:root:Epoch[5] Batch [800]	Speed: 282.28 samples/sec	Train-top_k_accuracy_5=0.655156
INFO:root:Epoch[5] Batch [850]	Speed: 287.80 samples/sec	Train-accuracy=0.405742
INFO:root:Epoch[5] Batch [850]	Speed: 287.80 samples/sec	Train-top_k_accuracy_5=0.656758
INFO:root:Epoch[5] Batch [900]	Speed: 290.67 samples/sec	Train-accuracy=0.403711
INFO:root:Epoch[5] Batch [900]	Speed: 290.67 samples/sec	Train-top_k_accuracy_5=0.656953
INFO:root:Epoch[5] Batch [950]	Speed: 292.00 samples/sec	Train-accuracy=0.404219
INFO:root:Epoch[5] Batch [950]	Speed: 292.00 samples/sec	Train-top_k_accuracy_5=0.657031
INFO:root:Epoch[5] Batch [1000]	Speed: 284.50 samples/sec	Train-accuracy=0.406367
INFO:root:Epoch[5] Batch [1000]	Speed: 284.50 samples/sec	Train-top_k_accuracy_5=0.657578
INFO:root:Epoch[5] Batch [1050]	Speed: 294.77 samples/sec	Train-accuracy=0.402617
INFO:root:Epoch[5] Batch [1050]	Speed: 294.77 samples/sec	Train-top_k_accuracy_5=0.655820
INFO:root:Epoch[5] Batch [1100]	Speed: 290.24 samples/sec	Train-accuracy=0.405625
INFO:root:Epoch[5] Batch [1100]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.656055
INFO:root:Epoch[5] Batch [1150]	Speed: 288.35 samples/sec	Train-accuracy=0.397031
INFO:root:Epoch[5] Batch [1150]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.657461
INFO:root:Epoch[5] Batch [1200]	Speed: 292.27 samples/sec	Train-accuracy=0.402187
INFO:root:Epoch[5] Batch [1200]	Speed: 292.27 samples/sec	Train-top_k_accuracy_5=0.653438
INFO:root:Epoch[5] Batch [1250]	Speed: 298.54 samples/sec	Train-accuracy=0.410156
INFO:root:Epoch[5] Batch [1250]	Speed: 298.54 samples/sec	Train-top_k_accuracy_5=0.661055
INFO:root:Epoch[5] Batch [1300]	Speed: 294.60 samples/sec	Train-accuracy=0.403242
INFO:root:Epoch[5] Batch [1300]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.662852
INFO:root:Epoch[5] Batch [1350]	Speed: 288.51 samples/sec	Train-accuracy=0.405820
INFO:root:Epoch[5] Batch [1350]	Speed: 288.51 samples/sec	Train-top_k_accuracy_5=0.659609
INFO:root:Epoch[5] Batch [1400]	Speed: 298.82 samples/sec	Train-accuracy=0.409258
INFO:root:Epoch[5] Batch [1400]	Speed: 298.82 samples/sec	Train-top_k_accuracy_5=0.660898
INFO:root:Epoch[5] Batch [1450]	Speed: 287.65 samples/sec	Train-accuracy=0.412383
INFO:root:Epoch[5] Batch [1450]	Speed: 287.65 samples/sec	Train-top_k_accuracy_5=0.662656
INFO:root:Epoch[5] Batch [1500]	Speed: 286.08 samples/sec	Train-accuracy=0.401719
INFO:root:Epoch[5] Batch [1500]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.655586
INFO:root:Epoch[5] Batch [1550]	Speed: 286.58 samples/sec	Train-accuracy=0.408359
INFO:root:Epoch[5] Batch [1550]	Speed: 286.58 samples/sec	Train-top_k_accuracy_5=0.658984
INFO:root:Epoch[5] Batch [1600]	Speed: 286.13 samples/sec	Train-accuracy=0.412969
INFO:root:Epoch[5] Batch [1600]	Speed: 286.13 samples/sec	Train-top_k_accuracy_5=0.670234
INFO:root:Epoch[5] Batch [1650]	Speed: 294.46 samples/sec	Train-accuracy=0.414375
INFO:root:Epoch[5] Batch [1650]	Speed: 294.46 samples/sec	Train-top_k_accuracy_5=0.661797
INFO:root:Epoch[5] Batch [1700]	Speed: 290.36 samples/sec	Train-accuracy=0.413477
INFO:root:Epoch[5] Batch [1700]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.666602
INFO:root:Epoch[5] Batch [1750]	Speed: 294.61 samples/sec	Train-accuracy=0.412852
INFO:root:Epoch[5] Batch [1750]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.659922
INFO:root:Epoch[5] Batch [1800]	Speed: 288.18 samples/sec	Train-accuracy=0.408164
INFO:root:Epoch[5] Batch [1800]	Speed: 288.18 samples/sec	Train-top_k_accuracy_5=0.662344
INFO:root:Epoch[5] Batch [1850]	Speed: 290.44 samples/sec	Train-accuracy=0.411719
INFO:root:Epoch[5] Batch [1850]	Speed: 290.44 samples/sec	Train-top_k_accuracy_5=0.659922
INFO:root:Epoch[5] Batch [1900]	Speed: 292.09 samples/sec	Train-accuracy=0.413945
INFO:root:Epoch[5] Batch [1900]	Speed: 292.09 samples/sec	Train-top_k_accuracy_5=0.668828
INFO:root:Epoch[5] Batch [1950]	Speed: 298.79 samples/sec	Train-accuracy=0.411055
INFO:root:Epoch[5] Batch [1950]	Speed: 298.79 samples/sec	Train-top_k_accuracy_5=0.662305
INFO:root:Epoch[5] Batch [2000]	Speed: 294.46 samples/sec	Train-accuracy=0.409922
INFO:root:Epoch[5] Batch [2000]	Speed: 294.46 samples/sec	Train-top_k_accuracy_5=0.666016
INFO:root:Epoch[5] Batch [2050]	Speed: 300.31 samples/sec	Train-accuracy=0.411719
INFO:root:Epoch[5] Batch [2050]	Speed: 300.31 samples/sec	Train-top_k_accuracy_5=0.661641
INFO:root:Epoch[5] Batch [2100]	Speed: 286.22 samples/sec	Train-accuracy=0.410586
INFO:root:Epoch[5] Batch [2100]	Speed: 286.22 samples/sec	Train-top_k_accuracy_5=0.664141
INFO:root:Epoch[5] Batch [2150]	Speed: 281.97 samples/sec	Train-accuracy=0.409102
INFO:root:Epoch[5] Batch [2150]	Speed: 281.97 samples/sec	Train-top_k_accuracy_5=0.662773
INFO:root:Epoch[5] Batch [2200]	Speed: 288.05 samples/sec	Train-accuracy=0.412070
INFO:root:Epoch[5] Batch [2200]	Speed: 288.05 samples/sec	Train-top_k_accuracy_5=0.664102
INFO:root:Epoch[5] Batch [2250]	Speed: 292.21 samples/sec	Train-accuracy=0.413867
INFO:root:Epoch[5] Batch [2250]	Speed: 292.21 samples/sec	Train-top_k_accuracy_5=0.661445
INFO:root:Epoch[5] Batch [2300]	Speed: 283.69 samples/sec	Train-accuracy=0.414687
INFO:root:Epoch[5] Batch [2300]	Speed: 283.69 samples/sec	Train-top_k_accuracy_5=0.660703
INFO:root:Epoch[5] Batch [2350]	Speed: 284.41 samples/sec	Train-accuracy=0.416797
INFO:root:Epoch[5] Batch [2350]	Speed: 284.41 samples/sec	Train-top_k_accuracy_5=0.668516
INFO:root:Epoch[5] Batch [2400]	Speed: 292.59 samples/sec	Train-accuracy=0.411094
INFO:root:Epoch[5] Batch [2400]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.665937
INFO:root:Epoch[5] Batch [2450]	Speed: 294.13 samples/sec	Train-accuracy=0.418906
INFO:root:Epoch[5] Batch [2450]	Speed: 294.13 samples/sec	Train-top_k_accuracy_5=0.672617
INFO:root:Epoch[5] Batch [2500]	Speed: 292.54 samples/sec	Train-accuracy=0.415586
INFO:root:Epoch[5] Batch [2500]	Speed: 292.54 samples/sec	Train-top_k_accuracy_5=0.670352
INFO:root:Epoch[5] Resetting Data Iterator
INFO:root:Epoch[5] Time cost=4406.573
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0006.params"
INFO:root:Epoch[5] Validation-accuracy=0.469408
INFO:root:Epoch[5] Validation-top_k_accuracy_5=0.731924
INFO:root:Epoch[6] Batch [50]	Speed: 291.21 samples/sec	Train-accuracy=0.421797
INFO:root:Epoch[6] Batch [50]	Speed: 291.21 samples/sec	Train-top_k_accuracy_5=0.672266
INFO:root:Epoch[6] Batch [100]	Speed: 296.74 samples/sec	Train-accuracy=0.412500
INFO:root:Epoch[6] Batch [100]	Speed: 296.74 samples/sec	Train-top_k_accuracy_5=0.665078
INFO:root:Epoch[6] Batch [150]	Speed: 290.55 samples/sec	Train-accuracy=0.415820
INFO:root:Epoch[6] Batch [150]	Speed: 290.55 samples/sec	Train-top_k_accuracy_5=0.670820
INFO:root:Epoch[6] Batch [200]	Speed: 298.50 samples/sec	Train-accuracy=0.411758
INFO:root:Epoch[6] Batch [200]	Speed: 298.50 samples/sec	Train-top_k_accuracy_5=0.663789
INFO:root:Epoch[6] Batch [250]	Speed: 296.67 samples/sec	Train-accuracy=0.419141
INFO:root:Epoch[6] Batch [250]	Speed: 296.67 samples/sec	Train-top_k_accuracy_5=0.671797
INFO:root:Epoch[6] Batch [300]	Speed: 290.32 samples/sec	Train-accuracy=0.419102
INFO:root:Epoch[6] Batch [300]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.672070
INFO:root:Epoch[6] Batch [350]	Speed: 286.34 samples/sec	Train-accuracy=0.419297
INFO:root:Epoch[6] Batch [350]	Speed: 286.34 samples/sec	Train-top_k_accuracy_5=0.666836
INFO:root:Epoch[6] Batch [400]	Speed: 286.06 samples/sec	Train-accuracy=0.410195
INFO:root:Epoch[6] Batch [400]	Speed: 286.06 samples/sec	Train-top_k_accuracy_5=0.664687
INFO:root:Epoch[6] Batch [450]	Speed: 284.22 samples/sec	Train-accuracy=0.416953
INFO:root:Epoch[6] Batch [450]	Speed: 284.22 samples/sec	Train-top_k_accuracy_5=0.669844
INFO:root:Epoch[6] Batch [500]	Speed: 288.27 samples/sec	Train-accuracy=0.418164
INFO:root:Epoch[6] Batch [500]	Speed: 288.27 samples/sec	Train-top_k_accuracy_5=0.667656
INFO:root:Epoch[6] Batch [550]	Speed: 290.24 samples/sec	Train-accuracy=0.419922
INFO:root:Epoch[6] Batch [550]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.670273
INFO:root:Epoch[6] Batch [600]	Speed: 284.09 samples/sec	Train-accuracy=0.422109
INFO:root:Epoch[6] Batch [600]	Speed: 284.09 samples/sec	Train-top_k_accuracy_5=0.670039
INFO:root:Epoch[6] Batch [650]	Speed: 303.50 samples/sec	Train-accuracy=0.418008
INFO:root:Epoch[6] Batch [650]	Speed: 303.50 samples/sec	Train-top_k_accuracy_5=0.668008
INFO:root:Epoch[6] Batch [700]	Speed: 289.72 samples/sec	Train-accuracy=0.423438
INFO:root:Epoch[6] Batch [700]	Speed: 289.72 samples/sec	Train-top_k_accuracy_5=0.674102
INFO:root:Epoch[6] Batch [750]	Speed: 296.82 samples/sec	Train-accuracy=0.421094
INFO:root:Epoch[6] Batch [750]	Speed: 296.82 samples/sec	Train-top_k_accuracy_5=0.673594
INFO:root:Epoch[6] Batch [800]	Speed: 296.57 samples/sec	Train-accuracy=0.413750
INFO:root:Epoch[6] Batch [800]	Speed: 296.57 samples/sec	Train-top_k_accuracy_5=0.667578
INFO:root:Epoch[6] Batch [850]	Speed: 288.46 samples/sec	Train-accuracy=0.421016
INFO:root:Epoch[6] Batch [850]	Speed: 288.46 samples/sec	Train-top_k_accuracy_5=0.674141
INFO:root:Epoch[6] Batch [900]	Speed: 294.67 samples/sec	Train-accuracy=0.417812
INFO:root:Epoch[6] Batch [900]	Speed: 294.67 samples/sec	Train-top_k_accuracy_5=0.673320
INFO:root:Epoch[6] Batch [950]	Speed: 292.62 samples/sec	Train-accuracy=0.416953
INFO:root:Epoch[6] Batch [950]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.669063
INFO:root:Epoch[6] Batch [1000]	Speed: 287.98 samples/sec	Train-accuracy=0.419844
INFO:root:Epoch[6] Batch [1000]	Speed: 287.98 samples/sec	Train-top_k_accuracy_5=0.675078
INFO:root:Epoch[6] Batch [1050]	Speed: 296.61 samples/sec	Train-accuracy=0.419453
INFO:root:Epoch[6] Batch [1050]	Speed: 296.61 samples/sec	Train-top_k_accuracy_5=0.668750
INFO:root:Epoch[6] Batch [1100]	Speed: 296.24 samples/sec	Train-accuracy=0.422812
INFO:root:Epoch[6] Batch [1100]	Speed: 296.24 samples/sec	Train-top_k_accuracy_5=0.671953
INFO:root:Epoch[6] Batch [1150]	Speed: 299.23 samples/sec	Train-accuracy=0.414961
INFO:root:Epoch[6] Batch [1150]	Speed: 299.23 samples/sec	Train-top_k_accuracy_5=0.669570
INFO:root:Epoch[6] Batch [1200]	Speed: 294.61 samples/sec	Train-accuracy=0.422227
INFO:root:Epoch[6] Batch [1200]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.671055
INFO:root:Epoch[6] Batch [1250]	Speed: 298.75 samples/sec	Train-accuracy=0.424375
INFO:root:Epoch[6] Batch [1250]	Speed: 298.75 samples/sec	Train-top_k_accuracy_5=0.674922
INFO:root:Epoch[6] Batch [1300]	Speed: 294.34 samples/sec	Train-accuracy=0.416797
INFO:root:Epoch[6] Batch [1300]	Speed: 294.34 samples/sec	Train-top_k_accuracy_5=0.671641
INFO:root:Epoch[6] Batch [1350]	Speed: 290.04 samples/sec	Train-accuracy=0.422422
INFO:root:Epoch[6] Batch [1350]	Speed: 290.04 samples/sec	Train-top_k_accuracy_5=0.675117
INFO:root:Epoch[6] Batch [1400]	Speed: 289.84 samples/sec	Train-accuracy=0.424570
INFO:root:Epoch[6] Batch [1400]	Speed: 289.84 samples/sec	Train-top_k_accuracy_5=0.675977
INFO:root:Epoch[6] Batch [1450]	Speed: 291.87 samples/sec	Train-accuracy=0.425586
INFO:root:Epoch[6] Batch [1450]	Speed: 291.87 samples/sec	Train-top_k_accuracy_5=0.673906
INFO:root:Epoch[6] Batch [1500]	Speed: 286.41 samples/sec	Train-accuracy=0.419727
INFO:root:Epoch[6] Batch [1500]	Speed: 286.41 samples/sec	Train-top_k_accuracy_5=0.673086
INFO:root:Epoch[6] Batch [1550]	Speed: 294.48 samples/sec	Train-accuracy=0.421719
INFO:root:Epoch[6] Batch [1550]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.675898
INFO:root:Epoch[6] Batch [1600]	Speed: 288.35 samples/sec	Train-accuracy=0.428438
INFO:root:Epoch[6] Batch [1600]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.681602
INFO:root:Epoch[6] Batch [1650]	Speed: 290.39 samples/sec	Train-accuracy=0.423242
INFO:root:Epoch[6] Batch [1650]	Speed: 290.39 samples/sec	Train-top_k_accuracy_5=0.673438
INFO:root:Epoch[6] Batch [1700]	Speed: 301.19 samples/sec	Train-accuracy=0.429336
INFO:root:Epoch[6] Batch [1700]	Speed: 301.19 samples/sec	Train-top_k_accuracy_5=0.679609
INFO:root:Epoch[6] Batch [1750]	Speed: 294.58 samples/sec	Train-accuracy=0.433164
INFO:root:Epoch[6] Batch [1750]	Speed: 294.58 samples/sec	Train-top_k_accuracy_5=0.677500
INFO:root:Epoch[6] Batch [1800]	Speed: 291.88 samples/sec	Train-accuracy=0.424727
INFO:root:Epoch[6] Batch [1800]	Speed: 291.88 samples/sec	Train-top_k_accuracy_5=0.676602
INFO:root:Epoch[6] Batch [1850]	Speed: 292.95 samples/sec	Train-accuracy=0.421953
INFO:root:Epoch[6] Batch [1850]	Speed: 292.95 samples/sec	Train-top_k_accuracy_5=0.676367
INFO:root:Epoch[6] Batch [1900]	Speed: 296.51 samples/sec	Train-accuracy=0.424844
INFO:root:Epoch[6] Batch [1900]	Speed: 296.51 samples/sec	Train-top_k_accuracy_5=0.677266
INFO:root:Epoch[6] Batch [1950]	Speed: 296.63 samples/sec	Train-accuracy=0.421680
INFO:root:Epoch[6] Batch [1950]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.675898
INFO:root:Epoch[6] Batch [2000]	Speed: 290.26 samples/sec	Train-accuracy=0.429648
INFO:root:Epoch[6] Batch [2000]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.680586
INFO:root:Epoch[6] Batch [2050]	Speed: 288.05 samples/sec	Train-accuracy=0.423242
INFO:root:Epoch[6] Batch [2050]	Speed: 288.05 samples/sec	Train-top_k_accuracy_5=0.679609
INFO:root:Epoch[6] Batch [2100]	Speed: 288.20 samples/sec	Train-accuracy=0.428008
INFO:root:Epoch[6] Batch [2100]	Speed: 288.20 samples/sec	Train-top_k_accuracy_5=0.679883
INFO:root:Epoch[6] Batch [2150]	Speed: 292.16 samples/sec	Train-accuracy=0.426836
INFO:root:Epoch[6] Batch [2150]	Speed: 292.16 samples/sec	Train-top_k_accuracy_5=0.674023
INFO:root:Epoch[6] Batch [2200]	Speed: 296.43 samples/sec	Train-accuracy=0.426797
INFO:root:Epoch[6] Batch [2200]	Speed: 296.43 samples/sec	Train-top_k_accuracy_5=0.683281
INFO:root:Epoch[6] Batch [2250]	Speed: 286.12 samples/sec	Train-accuracy=0.426719
INFO:root:Epoch[6] Batch [2250]	Speed: 286.12 samples/sec	Train-top_k_accuracy_5=0.680781
INFO:root:Epoch[6] Batch [2300]	Speed: 292.21 samples/sec	Train-accuracy=0.428633
INFO:root:Epoch[6] Batch [2300]	Speed: 292.21 samples/sec	Train-top_k_accuracy_5=0.676055
INFO:root:Epoch[6] Batch [2350]	Speed: 292.59 samples/sec	Train-accuracy=0.427070
INFO:root:Epoch[6] Batch [2350]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.678750
INFO:root:Epoch[6] Batch [2400]	Speed: 282.34 samples/sec	Train-accuracy=0.420703
INFO:root:Epoch[6] Batch [2400]	Speed: 282.34 samples/sec	Train-top_k_accuracy_5=0.675547
INFO:root:Epoch[6] Batch [2450]	Speed: 294.45 samples/sec	Train-accuracy=0.435430
INFO:root:Epoch[6] Batch [2450]	Speed: 294.45 samples/sec	Train-top_k_accuracy_5=0.680859
INFO:root:Epoch[6] Batch [2500]	Speed: 305.35 samples/sec	Train-accuracy=0.427266
INFO:root:Epoch[6] Batch [2500]	Speed: 305.35 samples/sec	Train-top_k_accuracy_5=0.677656
INFO:root:Epoch[6] Resetting Data Iterator
INFO:root:Epoch[6] Time cost=4380.420
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0007.params"
INFO:root:Epoch[6] Validation-accuracy=0.481286
INFO:root:Epoch[6] Validation-top_k_accuracy_5=0.741789
INFO:root:Epoch[7] Batch [50]	Speed: 299.68 samples/sec	Train-accuracy=0.430469
INFO:root:Epoch[7] Batch [50]	Speed: 299.68 samples/sec	Train-top_k_accuracy_5=0.688125
INFO:root:Epoch[7] Batch [100]	Speed: 299.06 samples/sec	Train-accuracy=0.426211
INFO:root:Epoch[7] Batch [100]	Speed: 299.06 samples/sec	Train-top_k_accuracy_5=0.676055
INFO:root:Epoch[7] Batch [150]	Speed: 290.06 samples/sec	Train-accuracy=0.428867
INFO:root:Epoch[7] Batch [150]	Speed: 290.06 samples/sec	Train-top_k_accuracy_5=0.679961
INFO:root:Epoch[7] Batch [200]	Speed: 284.19 samples/sec	Train-accuracy=0.422734
INFO:root:Epoch[7] Batch [200]	Speed: 284.19 samples/sec	Train-top_k_accuracy_5=0.676484
INFO:root:Epoch[7] Batch [250]	Speed: 282.75 samples/sec	Train-accuracy=0.434609
INFO:root:Epoch[7] Batch [250]	Speed: 282.75 samples/sec	Train-top_k_accuracy_5=0.685039
INFO:root:Epoch[7] Batch [300]	Speed: 294.59 samples/sec	Train-accuracy=0.423281
INFO:root:Epoch[7] Batch [300]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.682305
INFO:root:Epoch[7] Batch [350]	Speed: 296.39 samples/sec	Train-accuracy=0.426758
INFO:root:Epoch[7] Batch [350]	Speed: 296.39 samples/sec	Train-top_k_accuracy_5=0.678555
INFO:root:Epoch[7] Batch [400]	Speed: 287.84 samples/sec	Train-accuracy=0.424961
INFO:root:Epoch[7] Batch [400]	Speed: 287.84 samples/sec	Train-top_k_accuracy_5=0.678086
INFO:root:Epoch[7] Batch [450]	Speed: 292.62 samples/sec	Train-accuracy=0.425859
INFO:root:Epoch[7] Batch [450]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.678789
INFO:root:Epoch[7] Batch [500]	Speed: 290.21 samples/sec	Train-accuracy=0.426523
INFO:root:Epoch[7] Batch [500]	Speed: 290.21 samples/sec	Train-top_k_accuracy_5=0.682148
INFO:root:Epoch[7] Batch [550]	Speed: 290.07 samples/sec	Train-accuracy=0.436953
INFO:root:Epoch[7] Batch [550]	Speed: 290.07 samples/sec	Train-top_k_accuracy_5=0.682187
INFO:root:Epoch[7] Batch [600]	Speed: 290.28 samples/sec	Train-accuracy=0.432578
INFO:root:Epoch[7] Batch [600]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.686797
INFO:root:Epoch[7] Batch [650]	Speed: 296.69 samples/sec	Train-accuracy=0.432109
INFO:root:Epoch[7] Batch [650]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.682148
INFO:root:Epoch[7] Batch [700]	Speed: 290.11 samples/sec	Train-accuracy=0.434219
INFO:root:Epoch[7] Batch [700]	Speed: 290.11 samples/sec	Train-top_k_accuracy_5=0.683867
INFO:root:Epoch[7] Batch [750]	Speed: 294.52 samples/sec	Train-accuracy=0.431484
INFO:root:Epoch[7] Batch [750]	Speed: 294.52 samples/sec	Train-top_k_accuracy_5=0.684492
INFO:root:Epoch[7] Batch [800]	Speed: 292.35 samples/sec	Train-accuracy=0.429922
INFO:root:Epoch[7] Batch [800]	Speed: 292.35 samples/sec	Train-top_k_accuracy_5=0.683125
INFO:root:Epoch[7] Batch [850]	Speed: 288.21 samples/sec	Train-accuracy=0.428125
INFO:root:Epoch[7] Batch [850]	Speed: 288.21 samples/sec	Train-top_k_accuracy_5=0.680977
INFO:root:Epoch[7] Batch [900]	Speed: 296.63 samples/sec	Train-accuracy=0.430039
INFO:root:Epoch[7] Batch [900]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.678906
INFO:root:Epoch[7] Batch [950]	Speed: 294.74 samples/sec	Train-accuracy=0.431133
INFO:root:Epoch[7] Batch [950]	Speed: 294.74 samples/sec	Train-top_k_accuracy_5=0.677422
INFO:root:Epoch[7] Batch [1000]	Speed: 289.98 samples/sec	Train-accuracy=0.433789
INFO:root:Epoch[7] Batch [1000]	Speed: 289.98 samples/sec	Train-top_k_accuracy_5=0.684102
INFO:root:Epoch[7] Batch [1050]	Speed: 290.08 samples/sec	Train-accuracy=0.430195
INFO:root:Epoch[7] Batch [1050]	Speed: 290.08 samples/sec	Train-top_k_accuracy_5=0.681094
INFO:root:Epoch[7] Batch [1100]	Speed: 289.87 samples/sec	Train-accuracy=0.435742
INFO:root:Epoch[7] Batch [1100]	Speed: 289.87 samples/sec	Train-top_k_accuracy_5=0.683047
INFO:root:Epoch[7] Batch [1150]	Speed: 290.50 samples/sec	Train-accuracy=0.423828
INFO:root:Epoch[7] Batch [1150]	Speed: 290.50 samples/sec	Train-top_k_accuracy_5=0.675781
INFO:root:Epoch[7] Batch [1200]	Speed: 294.29 samples/sec	Train-accuracy=0.435742
INFO:root:Epoch[7] Batch [1200]	Speed: 294.29 samples/sec	Train-top_k_accuracy_5=0.683750
INFO:root:Epoch[7] Batch [1250]	Speed: 296.59 samples/sec	Train-accuracy=0.437617
INFO:root:Epoch[7] Batch [1250]	Speed: 296.59 samples/sec	Train-top_k_accuracy_5=0.681328
INFO:root:Epoch[7] Batch [1300]	Speed: 292.27 samples/sec	Train-accuracy=0.431055
INFO:root:Epoch[7] Batch [1300]	Speed: 292.27 samples/sec	Train-top_k_accuracy_5=0.685898
INFO:root:Epoch[7] Batch [1350]	Speed: 290.35 samples/sec	Train-accuracy=0.436875
INFO:root:Epoch[7] Batch [1350]	Speed: 290.35 samples/sec	Train-top_k_accuracy_5=0.682734
INFO:root:Epoch[7] Batch [1400]	Speed: 286.19 samples/sec	Train-accuracy=0.430625
INFO:root:Epoch[7] Batch [1400]	Speed: 286.19 samples/sec	Train-top_k_accuracy_5=0.681523
INFO:root:Epoch[7] Batch [1450]	Speed: 294.43 samples/sec	Train-accuracy=0.439102
INFO:root:Epoch[7] Batch [1450]	Speed: 294.43 samples/sec	Train-top_k_accuracy_5=0.689180
INFO:root:Epoch[7] Batch [1500]	Speed: 294.50 samples/sec	Train-accuracy=0.429141
INFO:root:Epoch[7] Batch [1500]	Speed: 294.50 samples/sec	Train-top_k_accuracy_5=0.682695
INFO:root:Epoch[7] Batch [1550]	Speed: 296.69 samples/sec	Train-accuracy=0.438789
INFO:root:Epoch[7] Batch [1550]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.682070
INFO:root:Epoch[7] Batch [1600]	Speed: 290.37 samples/sec	Train-accuracy=0.436875
INFO:root:Epoch[7] Batch [1600]	Speed: 290.37 samples/sec	Train-top_k_accuracy_5=0.692578
INFO:root:Epoch[7] Batch [1650]	Speed: 294.50 samples/sec	Train-accuracy=0.432422
INFO:root:Epoch[7] Batch [1650]	Speed: 294.50 samples/sec	Train-top_k_accuracy_5=0.682539
INFO:root:Epoch[7] Batch [1700]	Speed: 278.21 samples/sec	Train-accuracy=0.438047
INFO:root:Epoch[7] Batch [1700]	Speed: 278.21 samples/sec	Train-top_k_accuracy_5=0.687930
INFO:root:Epoch[7] Batch [1750]	Speed: 290.04 samples/sec	Train-accuracy=0.439922
INFO:root:Epoch[7] Batch [1750]	Speed: 290.04 samples/sec	Train-top_k_accuracy_5=0.686836
INFO:root:Epoch[7] Batch [1800]	Speed: 280.22 samples/sec	Train-accuracy=0.432930
INFO:root:Epoch[7] Batch [1800]	Speed: 280.22 samples/sec	Train-top_k_accuracy_5=0.686797
INFO:root:Epoch[7] Batch [1850]	Speed: 286.31 samples/sec	Train-accuracy=0.434258
INFO:root:Epoch[7] Batch [1850]	Speed: 286.31 samples/sec	Train-top_k_accuracy_5=0.681523
INFO:root:Epoch[7] Batch [1900]	Speed: 296.71 samples/sec	Train-accuracy=0.434609
INFO:root:Epoch[7] Batch [1900]	Speed: 296.71 samples/sec	Train-top_k_accuracy_5=0.685625
INFO:root:Epoch[7] Batch [1950]	Speed: 280.43 samples/sec	Train-accuracy=0.429961
INFO:root:Epoch[7] Batch [1950]	Speed: 280.43 samples/sec	Train-top_k_accuracy_5=0.681641
INFO:root:Epoch[7] Batch [2000]	Speed: 292.28 samples/sec	Train-accuracy=0.443633
INFO:root:Epoch[7] Batch [2000]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.692148
INFO:root:Epoch[7] Batch [2050]	Speed: 292.58 samples/sec	Train-accuracy=0.434180
INFO:root:Epoch[7] Batch [2050]	Speed: 292.58 samples/sec	Train-top_k_accuracy_5=0.686289
INFO:root:Epoch[7] Batch [2100]	Speed: 298.27 samples/sec	Train-accuracy=0.435586
INFO:root:Epoch[7] Batch [2100]	Speed: 298.27 samples/sec	Train-top_k_accuracy_5=0.686719
INFO:root:Epoch[7] Batch [2150]	Speed: 280.75 samples/sec	Train-accuracy=0.440391
INFO:root:Epoch[7] Batch [2150]	Speed: 280.75 samples/sec	Train-top_k_accuracy_5=0.681836
INFO:root:Epoch[7] Batch [2200]	Speed: 296.60 samples/sec	Train-accuracy=0.436289
INFO:root:Epoch[7] Batch [2200]	Speed: 296.60 samples/sec	Train-top_k_accuracy_5=0.687344
INFO:root:Epoch[7] Batch [2250]	Speed: 301.37 samples/sec	Train-accuracy=0.442344
INFO:root:Epoch[7] Batch [2250]	Speed: 301.37 samples/sec	Train-top_k_accuracy_5=0.691719
INFO:root:Epoch[7] Batch [2300]	Speed: 289.86 samples/sec	Train-accuracy=0.437344
INFO:root:Epoch[7] Batch [2300]	Speed: 289.86 samples/sec	Train-top_k_accuracy_5=0.685781
INFO:root:Epoch[7] Batch [2350]	Speed: 294.86 samples/sec	Train-accuracy=0.436836
INFO:root:Epoch[7] Batch [2350]	Speed: 294.86 samples/sec	Train-top_k_accuracy_5=0.688984
INFO:root:Epoch[7] Batch [2400]	Speed: 290.15 samples/sec	Train-accuracy=0.437539
INFO:root:Epoch[7] Batch [2400]	Speed: 290.15 samples/sec	Train-top_k_accuracy_5=0.688398
INFO:root:Epoch[7] Batch [2450]	Speed: 289.78 samples/sec	Train-accuracy=0.444570
INFO:root:Epoch[7] Batch [2450]	Speed: 289.78 samples/sec	Train-top_k_accuracy_5=0.692422
INFO:root:Epoch[7] Batch [2500]	Speed: 290.49 samples/sec	Train-accuracy=0.435234
INFO:root:Epoch[7] Batch [2500]	Speed: 290.49 samples/sec	Train-top_k_accuracy_5=0.690937
INFO:root:Epoch[7] Resetting Data Iterator
INFO:root:Epoch[7] Time cost=4399.620
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0008.params"
INFO:root:Epoch[7] Validation-accuracy=0.489457
INFO:root:Epoch[7] Validation-top_k_accuracy_5=0.747130
INFO:root:Epoch[8] Batch [50]	Speed: 306.60 samples/sec	Train-accuracy=0.443594
INFO:root:Epoch[8] Batch [50]	Speed: 306.60 samples/sec	Train-top_k_accuracy_5=0.690664
INFO:root:Epoch[8] Batch [100]	Speed: 297.07 samples/sec	Train-accuracy=0.434063
INFO:root:Epoch[8] Batch [100]	Speed: 297.07 samples/sec	Train-top_k_accuracy_5=0.687109
INFO:root:Epoch[8] Batch [150]	Speed: 292.42 samples/sec	Train-accuracy=0.438945
INFO:root:Epoch[8] Batch [150]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.691250
INFO:root:Epoch[8] Batch [200]	Speed: 294.47 samples/sec	Train-accuracy=0.437617
INFO:root:Epoch[8] Batch [200]	Speed: 294.47 samples/sec	Train-top_k_accuracy_5=0.689844
INFO:root:Epoch[8] Batch [250]	Speed: 296.36 samples/sec	Train-accuracy=0.435977
INFO:root:Epoch[8] Batch [250]	Speed: 296.36 samples/sec	Train-top_k_accuracy_5=0.690391
INFO:root:Epoch[8] Batch [300]	Speed: 296.54 samples/sec	Train-accuracy=0.440898
INFO:root:Epoch[8] Batch [300]	Speed: 296.54 samples/sec	Train-top_k_accuracy_5=0.692852
INFO:root:Epoch[8] Batch [350]	Speed: 290.14 samples/sec	Train-accuracy=0.435977
INFO:root:Epoch[8] Batch [350]	Speed: 290.14 samples/sec	Train-top_k_accuracy_5=0.687578
INFO:root:Epoch[8] Batch [400]	Speed: 296.66 samples/sec	Train-accuracy=0.437969
INFO:root:Epoch[8] Batch [400]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.687109
INFO:root:Epoch[8] Batch [450]	Speed: 290.08 samples/sec	Train-accuracy=0.436914
INFO:root:Epoch[8] Batch [450]	Speed: 290.08 samples/sec	Train-top_k_accuracy_5=0.690000
INFO:root:Epoch[8] Batch [500]	Speed: 284.28 samples/sec	Train-accuracy=0.435195
INFO:root:Epoch[8] Batch [500]	Speed: 284.28 samples/sec	Train-top_k_accuracy_5=0.688281
INFO:root:Epoch[8] Batch [550]	Speed: 292.47 samples/sec	Train-accuracy=0.445742
INFO:root:Epoch[8] Batch [550]	Speed: 292.47 samples/sec	Train-top_k_accuracy_5=0.695000
INFO:root:Epoch[8] Batch [600]	Speed: 294.80 samples/sec	Train-accuracy=0.440820
INFO:root:Epoch[8] Batch [600]	Speed: 294.80 samples/sec	Train-top_k_accuracy_5=0.690820
INFO:root:Epoch[8] Batch [650]	Speed: 294.70 samples/sec	Train-accuracy=0.443516
INFO:root:Epoch[8] Batch [650]	Speed: 294.70 samples/sec	Train-top_k_accuracy_5=0.689336
INFO:root:Epoch[8] Batch [700]	Speed: 296.59 samples/sec	Train-accuracy=0.440898
INFO:root:Epoch[8] Batch [700]	Speed: 296.59 samples/sec	Train-top_k_accuracy_5=0.690977
INFO:root:Epoch[8] Batch [750]	Speed: 294.17 samples/sec	Train-accuracy=0.441523
INFO:root:Epoch[8] Batch [750]	Speed: 294.17 samples/sec	Train-top_k_accuracy_5=0.688398
INFO:root:Epoch[8] Batch [800]	Speed: 290.25 samples/sec	Train-accuracy=0.440859
INFO:root:Epoch[8] Batch [800]	Speed: 290.25 samples/sec	Train-top_k_accuracy_5=0.688164
INFO:root:Epoch[8] Batch [850]	Speed: 290.30 samples/sec	Train-accuracy=0.441133
INFO:root:Epoch[8] Batch [850]	Speed: 290.30 samples/sec	Train-top_k_accuracy_5=0.692617
INFO:root:Epoch[8] Batch [900]	Speed: 292.19 samples/sec	Train-accuracy=0.441523
INFO:root:Epoch[8] Batch [900]	Speed: 292.19 samples/sec	Train-top_k_accuracy_5=0.696133
INFO:root:Epoch[8] Batch [950]	Speed: 294.84 samples/sec	Train-accuracy=0.441445
INFO:root:Epoch[8] Batch [950]	Speed: 294.84 samples/sec	Train-top_k_accuracy_5=0.691211
INFO:root:Epoch[8] Batch [1000]	Speed: 288.29 samples/sec	Train-accuracy=0.439258
INFO:root:Epoch[8] Batch [1000]	Speed: 288.29 samples/sec	Train-top_k_accuracy_5=0.694727
INFO:root:Epoch[8] Batch [1050]	Speed: 301.09 samples/sec	Train-accuracy=0.438203
INFO:root:Epoch[8] Batch [1050]	Speed: 301.09 samples/sec	Train-top_k_accuracy_5=0.689805
INFO:root:Epoch[8] Batch [1100]	Speed: 294.38 samples/sec	Train-accuracy=0.441914
INFO:root:Epoch[8] Batch [1100]	Speed: 294.38 samples/sec	Train-top_k_accuracy_5=0.692227
INFO:root:Epoch[8] Batch [1150]	Speed: 290.32 samples/sec	Train-accuracy=0.435195
INFO:root:Epoch[8] Batch [1150]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.690312
INFO:root:Epoch[8] Batch [1200]	Speed: 300.80 samples/sec	Train-accuracy=0.445273
INFO:root:Epoch[8] Batch [1200]	Speed: 300.80 samples/sec	Train-top_k_accuracy_5=0.690977
INFO:root:Epoch[8] Batch [1250]	Speed: 296.81 samples/sec	Train-accuracy=0.443047
INFO:root:Epoch[8] Batch [1250]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.691602
INFO:root:Epoch[8] Batch [1300]	Speed: 292.35 samples/sec	Train-accuracy=0.443359
INFO:root:Epoch[8] Batch [1300]	Speed: 292.35 samples/sec	Train-top_k_accuracy_5=0.696250
INFO:root:Epoch[8] Batch [1350]	Speed: 288.15 samples/sec	Train-accuracy=0.443242
INFO:root:Epoch[8] Batch [1350]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.688086
INFO:root:Epoch[8] Batch [1400]	Speed: 287.79 samples/sec	Train-accuracy=0.445664
INFO:root:Epoch[8] Batch [1400]	Speed: 287.79 samples/sec	Train-top_k_accuracy_5=0.696797
INFO:root:Epoch[8] Batch [1450]	Speed: 292.67 samples/sec	Train-accuracy=0.442500
INFO:root:Epoch[8] Batch [1450]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.689102
INFO:root:Epoch[8] Batch [1500]	Speed: 286.21 samples/sec	Train-accuracy=0.438086
INFO:root:Epoch[8] Batch [1500]	Speed: 286.21 samples/sec	Train-top_k_accuracy_5=0.692969
INFO:root:Epoch[8] Batch [1550]	Speed: 296.58 samples/sec	Train-accuracy=0.445547
INFO:root:Epoch[8] Batch [1550]	Speed: 296.58 samples/sec	Train-top_k_accuracy_5=0.693516
INFO:root:Epoch[8] Batch [1600]	Speed: 291.97 samples/sec	Train-accuracy=0.451719
INFO:root:Epoch[8] Batch [1600]	Speed: 291.97 samples/sec	Train-top_k_accuracy_5=0.702422
INFO:root:Epoch[8] Batch [1650]	Speed: 305.52 samples/sec	Train-accuracy=0.443672
INFO:root:Epoch[8] Batch [1650]	Speed: 305.52 samples/sec	Train-top_k_accuracy_5=0.690898
INFO:root:Epoch[8] Batch [1700]	Speed: 296.24 samples/sec	Train-accuracy=0.445430
INFO:root:Epoch[8] Batch [1700]	Speed: 296.24 samples/sec	Train-top_k_accuracy_5=0.692734
INFO:root:Epoch[8] Batch [1750]	Speed: 292.11 samples/sec	Train-accuracy=0.450820
INFO:root:Epoch[8] Batch [1750]	Speed: 292.11 samples/sec	Train-top_k_accuracy_5=0.695508
INFO:root:Epoch[8] Batch [1800]	Speed: 300.66 samples/sec	Train-accuracy=0.443828
INFO:root:Epoch[8] Batch [1800]	Speed: 300.66 samples/sec	Train-top_k_accuracy_5=0.693828
INFO:root:Epoch[8] Batch [1850]	Speed: 286.14 samples/sec	Train-accuracy=0.439453
INFO:root:Epoch[8] Batch [1850]	Speed: 286.14 samples/sec	Train-top_k_accuracy_5=0.696328
INFO:root:Epoch[8] Batch [1900]	Speed: 296.54 samples/sec	Train-accuracy=0.443516
INFO:root:Epoch[8] Batch [1900]	Speed: 296.54 samples/sec	Train-top_k_accuracy_5=0.693164
INFO:root:Epoch[8] Batch [1950]	Speed: 292.28 samples/sec	Train-accuracy=0.445742
INFO:root:Epoch[8] Batch [1950]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.692813
INFO:root:Epoch[8] Batch [2000]	Speed: 296.97 samples/sec	Train-accuracy=0.452773
INFO:root:Epoch[8] Batch [2000]	Speed: 296.97 samples/sec	Train-top_k_accuracy_5=0.696680
INFO:root:Epoch[8] Batch [2050]	Speed: 298.78 samples/sec	Train-accuracy=0.441172
INFO:root:Epoch[8] Batch [2050]	Speed: 298.78 samples/sec	Train-top_k_accuracy_5=0.695469
INFO:root:Epoch[8] Batch [2100]	Speed: 292.33 samples/sec	Train-accuracy=0.446836
INFO:root:Epoch[8] Batch [2100]	Speed: 292.33 samples/sec	Train-top_k_accuracy_5=0.696562
INFO:root:Epoch[8] Batch [2150]	Speed: 294.32 samples/sec	Train-accuracy=0.446523
INFO:root:Epoch[8] Batch [2150]	Speed: 294.32 samples/sec	Train-top_k_accuracy_5=0.694922
INFO:root:Epoch[8] Batch [2200]	Speed: 291.89 samples/sec	Train-accuracy=0.448125
INFO:root:Epoch[8] Batch [2200]	Speed: 291.89 samples/sec	Train-top_k_accuracy_5=0.697852
INFO:root:Epoch[8] Batch [2250]	Speed: 294.13 samples/sec	Train-accuracy=0.444102
INFO:root:Epoch[8] Batch [2250]	Speed: 294.13 samples/sec	Train-top_k_accuracy_5=0.693477
INFO:root:Epoch[8] Batch [2300]	Speed: 290.29 samples/sec	Train-accuracy=0.448320
INFO:root:Epoch[8] Batch [2300]	Speed: 290.29 samples/sec	Train-top_k_accuracy_5=0.691523
INFO:root:Epoch[8] Batch [2350]	Speed: 296.23 samples/sec	Train-accuracy=0.446328
INFO:root:Epoch[8] Batch [2350]	Speed: 296.23 samples/sec	Train-top_k_accuracy_5=0.695430
INFO:root:Epoch[8] Batch [2400]	Speed: 298.71 samples/sec	Train-accuracy=0.442031
INFO:root:Epoch[8] Batch [2400]	Speed: 298.71 samples/sec	Train-top_k_accuracy_5=0.692773
INFO:root:Epoch[8] Batch [2450]	Speed: 296.33 samples/sec	Train-accuracy=0.455430
INFO:root:Epoch[8] Batch [2450]	Speed: 296.33 samples/sec	Train-top_k_accuracy_5=0.703125
INFO:root:Epoch[8] Batch [2500]	Speed: 287.83 samples/sec	Train-accuracy=0.447734
INFO:root:Epoch[8] Batch [2500]	Speed: 287.83 samples/sec	Train-top_k_accuracy_5=0.695547
INFO:root:Epoch[8] Resetting Data Iterator
INFO:root:Epoch[8] Time cost=4359.889
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0009.params"
INFO:root:Epoch[8] Validation-accuracy=0.499522
INFO:root:Epoch[8] Validation-top_k_accuracy_5=0.759228
INFO:root:Epoch[9] Batch [50]	Speed: 307.13 samples/sec	Train-accuracy=0.446641
INFO:root:Epoch[9] Batch [50]	Speed: 307.13 samples/sec	Train-top_k_accuracy_5=0.699492
INFO:root:Epoch[9] Batch [100]	Speed: 310.05 samples/sec	Train-accuracy=0.446367
INFO:root:Epoch[9] Batch [100]	Speed: 310.05 samples/sec	Train-top_k_accuracy_5=0.696797
INFO:root:Epoch[9] Batch [150]	Speed: 290.07 samples/sec	Train-accuracy=0.446250
INFO:root:Epoch[9] Batch [150]	Speed: 290.07 samples/sec	Train-top_k_accuracy_5=0.698047
INFO:root:Epoch[9] Batch [200]	Speed: 305.03 samples/sec	Train-accuracy=0.444883
INFO:root:Epoch[9] Batch [200]	Speed: 305.03 samples/sec	Train-top_k_accuracy_5=0.694727
INFO:root:Epoch[9] Batch [250]	Speed: 288.40 samples/sec	Train-accuracy=0.453398
INFO:root:Epoch[9] Batch [250]	Speed: 288.40 samples/sec	Train-top_k_accuracy_5=0.699180
INFO:root:Epoch[9] Batch [300]	Speed: 283.84 samples/sec	Train-accuracy=0.450039
INFO:root:Epoch[9] Batch [300]	Speed: 283.84 samples/sec	Train-top_k_accuracy_5=0.700000
INFO:root:Epoch[9] Batch [350]	Speed: 289.89 samples/sec	Train-accuracy=0.446445
INFO:root:Epoch[9] Batch [350]	Speed: 289.89 samples/sec	Train-top_k_accuracy_5=0.694727
INFO:root:Epoch[9] Batch [400]	Speed: 292.68 samples/sec	Train-accuracy=0.447305
INFO:root:Epoch[9] Batch [400]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.693711
INFO:root:Epoch[9] Batch [450]	Speed: 287.94 samples/sec	Train-accuracy=0.446641
INFO:root:Epoch[9] Batch [450]	Speed: 287.94 samples/sec	Train-top_k_accuracy_5=0.697187
INFO:root:Epoch[9] Batch [500]	Speed: 296.62 samples/sec	Train-accuracy=0.447539
INFO:root:Epoch[9] Batch [500]	Speed: 296.62 samples/sec	Train-top_k_accuracy_5=0.696562
INFO:root:Epoch[9] Batch [550]	Speed: 296.81 samples/sec	Train-accuracy=0.454023
INFO:root:Epoch[9] Batch [550]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.702461
INFO:root:Epoch[9] Batch [600]	Speed: 296.12 samples/sec	Train-accuracy=0.445898
INFO:root:Epoch[9] Batch [600]	Speed: 296.12 samples/sec	Train-top_k_accuracy_5=0.696445
INFO:root:Epoch[9] Batch [650]	Speed: 294.78 samples/sec	Train-accuracy=0.453125
INFO:root:Epoch[9] Batch [650]	Speed: 294.78 samples/sec	Train-top_k_accuracy_5=0.696445
INFO:root:Epoch[9] Batch [700]	Speed: 294.36 samples/sec	Train-accuracy=0.450898
INFO:root:Epoch[9] Batch [700]	Speed: 294.36 samples/sec	Train-top_k_accuracy_5=0.697969
INFO:root:Epoch[9] Batch [750]	Speed: 292.54 samples/sec	Train-accuracy=0.447344
INFO:root:Epoch[9] Batch [750]	Speed: 292.54 samples/sec	Train-top_k_accuracy_5=0.694102
INFO:root:Epoch[9] Batch [800]	Speed: 288.06 samples/sec	Train-accuracy=0.448281
INFO:root:Epoch[9] Batch [800]	Speed: 288.06 samples/sec	Train-top_k_accuracy_5=0.694922
INFO:root:Epoch[9] Batch [850]	Speed: 301.03 samples/sec	Train-accuracy=0.444336
INFO:root:Epoch[9] Batch [850]	Speed: 301.03 samples/sec	Train-top_k_accuracy_5=0.694297
INFO:root:Epoch[9] Batch [900]	Speed: 294.19 samples/sec	Train-accuracy=0.442891
INFO:root:Epoch[9] Batch [900]	Speed: 294.19 samples/sec	Train-top_k_accuracy_5=0.696680
INFO:root:Epoch[9] Batch [950]	Speed: 288.42 samples/sec	Train-accuracy=0.450898
INFO:root:Epoch[9] Batch [950]	Speed: 288.42 samples/sec	Train-top_k_accuracy_5=0.697070
INFO:root:Epoch[9] Batch [1000]	Speed: 285.99 samples/sec	Train-accuracy=0.451211
INFO:root:Epoch[9] Batch [1000]	Speed: 285.99 samples/sec	Train-top_k_accuracy_5=0.698203
INFO:root:Epoch[9] Batch [1050]	Speed: 299.02 samples/sec	Train-accuracy=0.452031
INFO:root:Epoch[9] Batch [1050]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.699609
INFO:root:Epoch[9] Batch [1100]	Speed: 294.25 samples/sec	Train-accuracy=0.450586
INFO:root:Epoch[9] Batch [1100]	Speed: 294.25 samples/sec	Train-top_k_accuracy_5=0.699570
INFO:root:Epoch[9] Batch [1150]	Speed: 296.50 samples/sec	Train-accuracy=0.445937
INFO:root:Epoch[9] Batch [1150]	Speed: 296.50 samples/sec	Train-top_k_accuracy_5=0.696758
INFO:root:Epoch[9] Batch [1200]	Speed: 298.62 samples/sec	Train-accuracy=0.450586
INFO:root:Epoch[9] Batch [1200]	Speed: 298.62 samples/sec	Train-top_k_accuracy_5=0.699531
INFO:root:Epoch[9] Batch [1250]	Speed: 291.94 samples/sec	Train-accuracy=0.449766
INFO:root:Epoch[9] Batch [1250]	Speed: 291.94 samples/sec	Train-top_k_accuracy_5=0.699688
INFO:root:Epoch[9] Batch [1300]	Speed: 296.31 samples/sec	Train-accuracy=0.449883
INFO:root:Epoch[9] Batch [1300]	Speed: 296.31 samples/sec	Train-top_k_accuracy_5=0.699453
INFO:root:Epoch[9] Batch [1350]	Speed: 292.57 samples/sec	Train-accuracy=0.448203
INFO:root:Epoch[9] Batch [1350]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.699688
INFO:root:Epoch[9] Batch [1400]	Speed: 294.56 samples/sec	Train-accuracy=0.450703
INFO:root:Epoch[9] Batch [1400]	Speed: 294.56 samples/sec	Train-top_k_accuracy_5=0.697695
INFO:root:Epoch[9] Batch [1450]	Speed: 301.26 samples/sec	Train-accuracy=0.449102
INFO:root:Epoch[9] Batch [1450]	Speed: 301.26 samples/sec	Train-top_k_accuracy_5=0.697969
INFO:root:Epoch[9] Batch [1500]	Speed: 296.59 samples/sec	Train-accuracy=0.445273
INFO:root:Epoch[9] Batch [1500]	Speed: 296.59 samples/sec	Train-top_k_accuracy_5=0.699375
INFO:root:Epoch[9] Batch [1550]	Speed: 301.00 samples/sec	Train-accuracy=0.446602
INFO:root:Epoch[9] Batch [1550]	Speed: 301.00 samples/sec	Train-top_k_accuracy_5=0.696914
INFO:root:Epoch[9] Batch [1600]	Speed: 296.42 samples/sec	Train-accuracy=0.454258
INFO:root:Epoch[9] Batch [1600]	Speed: 296.42 samples/sec	Train-top_k_accuracy_5=0.704414
INFO:root:Epoch[9] Batch [1650]	Speed: 305.70 samples/sec	Train-accuracy=0.454375
INFO:root:Epoch[9] Batch [1650]	Speed: 305.70 samples/sec	Train-top_k_accuracy_5=0.699023
INFO:root:Epoch[9] Batch [1700]	Speed: 292.22 samples/sec	Train-accuracy=0.455586
INFO:root:Epoch[9] Batch [1700]	Speed: 292.22 samples/sec	Train-top_k_accuracy_5=0.703945
INFO:root:Epoch[9] Batch [1750]	Speed: 289.83 samples/sec	Train-accuracy=0.461680
INFO:root:Epoch[9] Batch [1750]	Speed: 289.83 samples/sec	Train-top_k_accuracy_5=0.702500
INFO:root:Epoch[9] Batch [1800]	Speed: 288.20 samples/sec	Train-accuracy=0.450547
INFO:root:Epoch[9] Batch [1800]	Speed: 288.20 samples/sec	Train-top_k_accuracy_5=0.703555
INFO:root:Epoch[9] Batch [1850]	Speed: 298.42 samples/sec	Train-accuracy=0.451367
INFO:root:Epoch[9] Batch [1850]	Speed: 298.42 samples/sec	Train-top_k_accuracy_5=0.700273
INFO:root:Epoch[9] Batch [1900]	Speed: 289.85 samples/sec	Train-accuracy=0.451992
INFO:root:Epoch[9] Batch [1900]	Speed: 289.85 samples/sec	Train-top_k_accuracy_5=0.703320
INFO:root:Epoch[9] Batch [1950]	Speed: 292.36 samples/sec	Train-accuracy=0.449766
INFO:root:Epoch[9] Batch [1950]	Speed: 292.36 samples/sec	Train-top_k_accuracy_5=0.699570
INFO:root:Epoch[9] Batch [2000]	Speed: 296.74 samples/sec	Train-accuracy=0.457344
INFO:root:Epoch[9] Batch [2000]	Speed: 296.74 samples/sec	Train-top_k_accuracy_5=0.707773
INFO:root:Epoch[9] Batch [2050]	Speed: 303.16 samples/sec	Train-accuracy=0.450547
INFO:root:Epoch[9] Batch [2050]	Speed: 303.16 samples/sec	Train-top_k_accuracy_5=0.698164
INFO:root:Epoch[9] Batch [2100]	Speed: 289.88 samples/sec	Train-accuracy=0.455625
INFO:root:Epoch[9] Batch [2100]	Speed: 289.88 samples/sec	Train-top_k_accuracy_5=0.703516
INFO:root:Epoch[9] Batch [2150]	Speed: 294.87 samples/sec	Train-accuracy=0.449961
INFO:root:Epoch[9] Batch [2150]	Speed: 294.87 samples/sec	Train-top_k_accuracy_5=0.699336
INFO:root:Epoch[9] Batch [2200]	Speed: 300.90 samples/sec	Train-accuracy=0.455039
INFO:root:Epoch[9] Batch [2200]	Speed: 300.90 samples/sec	Train-top_k_accuracy_5=0.703047
INFO:root:Epoch[9] Batch [2250]	Speed: 298.21 samples/sec	Train-accuracy=0.455859
INFO:root:Epoch[9] Batch [2250]	Speed: 298.21 samples/sec	Train-top_k_accuracy_5=0.704492
INFO:root:Epoch[9] Batch [2300]	Speed: 294.60 samples/sec	Train-accuracy=0.454609
INFO:root:Epoch[9] Batch [2300]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.701836
INFO:root:Epoch[9] Batch [2350]	Speed: 294.04 samples/sec	Train-accuracy=0.449844
INFO:root:Epoch[9] Batch [2350]	Speed: 294.04 samples/sec	Train-top_k_accuracy_5=0.702227
INFO:root:Epoch[9] Batch [2400]	Speed: 291.86 samples/sec	Train-accuracy=0.453008
INFO:root:Epoch[9] Batch [2400]	Speed: 291.86 samples/sec	Train-top_k_accuracy_5=0.704336
INFO:root:Epoch[9] Batch [2450]	Speed: 296.54 samples/sec	Train-accuracy=0.457031
INFO:root:Epoch[9] Batch [2450]	Speed: 296.54 samples/sec	Train-top_k_accuracy_5=0.708633
INFO:root:Epoch[9] Batch [2500]	Speed: 296.59 samples/sec	Train-accuracy=0.452344
INFO:root:Epoch[9] Batch [2500]	Speed: 296.59 samples/sec	Train-top_k_accuracy_5=0.698516
INFO:root:Epoch[9] Resetting Data Iterator
INFO:root:Epoch[9] Time cost=4342.776
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0010.params"
INFO:root:Epoch[9] Validation-accuracy=0.501555
INFO:root:Epoch[9] Validation-top_k_accuracy_5=0.759247
INFO:root:Epoch[10] Batch [50]	Speed: 315.85 samples/sec	Train-accuracy=0.458828
INFO:root:Epoch[10] Batch [50]	Speed: 315.85 samples/sec	Train-top_k_accuracy_5=0.707578
INFO:root:Epoch[10] Batch [100]	Speed: 288.27 samples/sec	Train-accuracy=0.450625
INFO:root:Epoch[10] Batch [100]	Speed: 288.27 samples/sec	Train-top_k_accuracy_5=0.701289
INFO:root:Epoch[10] Batch [150]	Speed: 305.36 samples/sec	Train-accuracy=0.458555
INFO:root:Epoch[10] Batch [150]	Speed: 305.36 samples/sec	Train-top_k_accuracy_5=0.706211
INFO:root:Epoch[10] Batch [200]	Speed: 290.24 samples/sec	Train-accuracy=0.452109
INFO:root:Epoch[10] Batch [200]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.699336
INFO:root:Epoch[10] Batch [250]	Speed: 288.23 samples/sec	Train-accuracy=0.460156
INFO:root:Epoch[10] Batch [250]	Speed: 288.23 samples/sec	Train-top_k_accuracy_5=0.706836
INFO:root:Epoch[10] Batch [300]	Speed: 290.44 samples/sec	Train-accuracy=0.453633
INFO:root:Epoch[10] Batch [300]	Speed: 290.44 samples/sec	Train-top_k_accuracy_5=0.704180
INFO:root:Epoch[10] Batch [350]	Speed: 298.80 samples/sec	Train-accuracy=0.454336
INFO:root:Epoch[10] Batch [350]	Speed: 298.80 samples/sec	Train-top_k_accuracy_5=0.699961
INFO:root:Epoch[10] Batch [400]	Speed: 292.56 samples/sec	Train-accuracy=0.448867
INFO:root:Epoch[10] Batch [400]	Speed: 292.56 samples/sec	Train-top_k_accuracy_5=0.700469
INFO:root:Epoch[10] Batch [450]	Speed: 294.31 samples/sec	Train-accuracy=0.447344
INFO:root:Epoch[10] Batch [450]	Speed: 294.31 samples/sec	Train-top_k_accuracy_5=0.703438
INFO:root:Epoch[10] Batch [500]	Speed: 296.63 samples/sec	Train-accuracy=0.456797
INFO:root:Epoch[10] Batch [500]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.703477
INFO:root:Epoch[10] Batch [550]	Speed: 285.72 samples/sec	Train-accuracy=0.461836
INFO:root:Epoch[10] Batch [550]	Speed: 285.72 samples/sec	Train-top_k_accuracy_5=0.704609
INFO:root:Epoch[10] Batch [600]	Speed: 290.02 samples/sec	Train-accuracy=0.463008
INFO:root:Epoch[10] Batch [600]	Speed: 290.02 samples/sec	Train-top_k_accuracy_5=0.708320
INFO:root:Epoch[10] Batch [650]	Speed: 296.05 samples/sec	Train-accuracy=0.452227
INFO:root:Epoch[10] Batch [650]	Speed: 296.05 samples/sec	Train-top_k_accuracy_5=0.702461
INFO:root:Epoch[10] Batch [700]	Speed: 290.81 samples/sec	Train-accuracy=0.456680
INFO:root:Epoch[10] Batch [700]	Speed: 290.81 samples/sec	Train-top_k_accuracy_5=0.702617
INFO:root:Epoch[10] Batch [750]	Speed: 294.31 samples/sec	Train-accuracy=0.456172
INFO:root:Epoch[10] Batch [750]	Speed: 294.31 samples/sec	Train-top_k_accuracy_5=0.699570
INFO:root:Epoch[10] Batch [800]	Speed: 296.66 samples/sec	Train-accuracy=0.451641
INFO:root:Epoch[10] Batch [800]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.702344
INFO:root:Epoch[10] Batch [850]	Speed: 302.88 samples/sec	Train-accuracy=0.453320
INFO:root:Epoch[10] Batch [850]	Speed: 302.88 samples/sec	Train-top_k_accuracy_5=0.704063
INFO:root:Epoch[10] Batch [900]	Speed: 300.89 samples/sec	Train-accuracy=0.453594
INFO:root:Epoch[10] Batch [900]	Speed: 300.89 samples/sec	Train-top_k_accuracy_5=0.705586
INFO:root:Epoch[10] Batch [950]	Speed: 296.22 samples/sec	Train-accuracy=0.457969
INFO:root:Epoch[10] Batch [950]	Speed: 296.22 samples/sec	Train-top_k_accuracy_5=0.706172
INFO:root:Epoch[10] Batch [1000]	Speed: 296.69 samples/sec	Train-accuracy=0.451055
INFO:root:Epoch[10] Batch [1000]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.703906
INFO:root:Epoch[10] Batch [1050]	Speed: 296.09 samples/sec	Train-accuracy=0.450703
INFO:root:Epoch[10] Batch [1050]	Speed: 296.09 samples/sec	Train-top_k_accuracy_5=0.704414
INFO:root:Epoch[10] Batch [1100]	Speed: 288.17 samples/sec	Train-accuracy=0.456445
INFO:root:Epoch[10] Batch [1100]	Speed: 288.17 samples/sec	Train-top_k_accuracy_5=0.705234
INFO:root:Epoch[10] Batch [1150]	Speed: 288.81 samples/sec	Train-accuracy=0.450742
INFO:root:Epoch[10] Batch [1150]	Speed: 288.81 samples/sec	Train-top_k_accuracy_5=0.702070
INFO:root:Epoch[10] Batch [1200]	Speed: 296.78 samples/sec	Train-accuracy=0.454219
INFO:root:Epoch[10] Batch [1200]	Speed: 296.78 samples/sec	Train-top_k_accuracy_5=0.701641
INFO:root:Epoch[10] Batch [1250]	Speed: 292.20 samples/sec	Train-accuracy=0.452461
INFO:root:Epoch[10] Batch [1250]	Speed: 292.20 samples/sec	Train-top_k_accuracy_5=0.704023
INFO:root:Epoch[10] Batch [1300]	Speed: 296.22 samples/sec	Train-accuracy=0.453477
INFO:root:Epoch[10] Batch [1300]	Speed: 296.22 samples/sec	Train-top_k_accuracy_5=0.704023
INFO:root:Epoch[10] Batch [1350]	Speed: 284.34 samples/sec	Train-accuracy=0.455234
INFO:root:Epoch[10] Batch [1350]	Speed: 284.34 samples/sec	Train-top_k_accuracy_5=0.702109
INFO:root:Epoch[10] Batch [1400]	Speed: 292.28 samples/sec	Train-accuracy=0.458672
INFO:root:Epoch[10] Batch [1400]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.704805
INFO:root:Epoch[10] Batch [1450]	Speed: 302.97 samples/sec	Train-accuracy=0.458984
INFO:root:Epoch[10] Batch [1450]	Speed: 302.97 samples/sec	Train-top_k_accuracy_5=0.705352
INFO:root:Epoch[10] Batch [1500]	Speed: 298.22 samples/sec	Train-accuracy=0.452422
INFO:root:Epoch[10] Batch [1500]	Speed: 298.22 samples/sec	Train-top_k_accuracy_5=0.701133
INFO:root:Epoch[10] Batch [1550]	Speed: 294.44 samples/sec	Train-accuracy=0.456289
INFO:root:Epoch[10] Batch [1550]	Speed: 294.44 samples/sec	Train-top_k_accuracy_5=0.706055
INFO:root:Epoch[10] Batch [1600]	Speed: 292.57 samples/sec	Train-accuracy=0.466055
INFO:root:Epoch[10] Batch [1600]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.715078
INFO:root:Epoch[10] Batch [1650]	Speed: 296.66 samples/sec	Train-accuracy=0.459766
INFO:root:Epoch[10] Batch [1650]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.708125
INFO:root:Epoch[10] Batch [1700]	Speed: 301.17 samples/sec	Train-accuracy=0.454531
INFO:root:Epoch[10] Batch [1700]	Speed: 301.17 samples/sec	Train-top_k_accuracy_5=0.700195
INFO:root:Epoch[10] Batch [1750]	Speed: 292.02 samples/sec	Train-accuracy=0.463867
INFO:root:Epoch[10] Batch [1750]	Speed: 292.02 samples/sec	Train-top_k_accuracy_5=0.707891
INFO:root:Epoch[10] Batch [1800]	Speed: 296.15 samples/sec	Train-accuracy=0.455859
INFO:root:Epoch[10] Batch [1800]	Speed: 296.15 samples/sec	Train-top_k_accuracy_5=0.707344
INFO:root:Epoch[10] Batch [1850]	Speed: 296.55 samples/sec	Train-accuracy=0.460430
INFO:root:Epoch[10] Batch [1850]	Speed: 296.55 samples/sec	Train-top_k_accuracy_5=0.708164
INFO:root:Epoch[10] Batch [1900]	Speed: 292.20 samples/sec	Train-accuracy=0.460586
INFO:root:Epoch[10] Batch [1900]	Speed: 292.20 samples/sec	Train-top_k_accuracy_5=0.708125
INFO:root:Epoch[10] Batch [1950]	Speed: 289.95 samples/sec	Train-accuracy=0.457227
INFO:root:Epoch[10] Batch [1950]	Speed: 289.95 samples/sec	Train-top_k_accuracy_5=0.705781
INFO:root:Epoch[10] Batch [2000]	Speed: 300.60 samples/sec	Train-accuracy=0.460078
INFO:root:Epoch[10] Batch [2000]	Speed: 300.60 samples/sec	Train-top_k_accuracy_5=0.708320
INFO:root:Epoch[10] Batch [2050]	Speed: 292.58 samples/sec	Train-accuracy=0.453242
INFO:root:Epoch[10] Batch [2050]	Speed: 292.58 samples/sec	Train-top_k_accuracy_5=0.705234
INFO:root:Epoch[10] Batch [2100]	Speed: 288.24 samples/sec	Train-accuracy=0.455820
INFO:root:Epoch[10] Batch [2100]	Speed: 288.24 samples/sec	Train-top_k_accuracy_5=0.704492
INFO:root:Epoch[10] Batch [2150]	Speed: 296.79 samples/sec	Train-accuracy=0.454766
INFO:root:Epoch[10] Batch [2150]	Speed: 296.79 samples/sec	Train-top_k_accuracy_5=0.703867
INFO:root:Epoch[10] Batch [2200]	Speed: 298.89 samples/sec	Train-accuracy=0.460078
INFO:root:Epoch[10] Batch [2200]	Speed: 298.89 samples/sec	Train-top_k_accuracy_5=0.709961
INFO:root:Epoch[10] Batch [2250]	Speed: 296.52 samples/sec	Train-accuracy=0.458242
INFO:root:Epoch[10] Batch [2250]	Speed: 296.52 samples/sec	Train-top_k_accuracy_5=0.706641
INFO:root:Epoch[10] Batch [2300]	Speed: 292.62 samples/sec	Train-accuracy=0.457344
INFO:root:Epoch[10] Batch [2300]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.704180
INFO:root:Epoch[10] Batch [2350]	Speed: 296.66 samples/sec	Train-accuracy=0.458750
INFO:root:Epoch[10] Batch [2350]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.711641
INFO:root:Epoch[10] Batch [2400]	Speed: 303.24 samples/sec	Train-accuracy=0.454609
INFO:root:Epoch[10] Batch [2400]	Speed: 303.24 samples/sec	Train-top_k_accuracy_5=0.702656
INFO:root:Epoch[10] Batch [2450]	Speed: 290.11 samples/sec	Train-accuracy=0.464062
INFO:root:Epoch[10] Batch [2450]	Speed: 290.11 samples/sec	Train-top_k_accuracy_5=0.709883
INFO:root:Epoch[10] Batch [2500]	Speed: 296.16 samples/sec	Train-accuracy=0.461641
INFO:root:Epoch[10] Batch [2500]	Speed: 296.16 samples/sec	Train-top_k_accuracy_5=0.704570
INFO:root:Epoch[10] Resetting Data Iterator
INFO:root:Epoch[10] Time cost=4347.261
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0011.params"
INFO:root:Epoch[10] Validation-accuracy=0.514549
INFO:root:Epoch[10] Validation-top_k_accuracy_5=0.770289
INFO:root:Epoch[11] Batch [50]	Speed: 256.18 samples/sec	Train-accuracy=0.467734
INFO:root:Epoch[11] Batch [50]	Speed: 256.18 samples/sec	Train-top_k_accuracy_5=0.717070
INFO:root:Epoch[11] Batch [100]	Speed: 244.03 samples/sec	Train-accuracy=0.462227
INFO:root:Epoch[11] Batch [100]	Speed: 244.03 samples/sec	Train-top_k_accuracy_5=0.708555
INFO:root:Epoch[11] Batch [150]	Speed: 246.76 samples/sec	Train-accuracy=0.458828
INFO:root:Epoch[11] Batch [150]	Speed: 246.76 samples/sec	Train-top_k_accuracy_5=0.710938
INFO:root:Epoch[11] Batch [200]	Speed: 248.50 samples/sec	Train-accuracy=0.460664
INFO:root:Epoch[11] Batch [200]	Speed: 248.50 samples/sec	Train-top_k_accuracy_5=0.711875
INFO:root:Epoch[11] Batch [250]	Speed: 251.63 samples/sec	Train-accuracy=0.462500
INFO:root:Epoch[11] Batch [250]	Speed: 251.63 samples/sec	Train-top_k_accuracy_5=0.709414
INFO:root:Epoch[11] Batch [300]	Speed: 244.20 samples/sec	Train-accuracy=0.464336
INFO:root:Epoch[11] Batch [300]	Speed: 244.20 samples/sec	Train-top_k_accuracy_5=0.710742
INFO:root:Epoch[11] Batch [350]	Speed: 246.68 samples/sec	Train-accuracy=0.459414
INFO:root:Epoch[11] Batch [350]	Speed: 246.68 samples/sec	Train-top_k_accuracy_5=0.706875
INFO:root:Epoch[11] Batch [400]	Speed: 249.38 samples/sec	Train-accuracy=0.458984
INFO:root:Epoch[11] Batch [400]	Speed: 249.38 samples/sec	Train-top_k_accuracy_5=0.702969
INFO:root:Epoch[11] Batch [450]	Speed: 244.36 samples/sec	Train-accuracy=0.457031
INFO:root:Epoch[11] Batch [450]	Speed: 244.36 samples/sec	Train-top_k_accuracy_5=0.707578
INFO:root:Epoch[11] Batch [500]	Speed: 253.89 samples/sec	Train-accuracy=0.460859
INFO:root:Epoch[11] Batch [500]	Speed: 253.89 samples/sec	Train-top_k_accuracy_5=0.710703
INFO:root:Epoch[11] Batch [550]	Speed: 249.91 samples/sec	Train-accuracy=0.464258
INFO:root:Epoch[11] Batch [550]	Speed: 249.91 samples/sec	Train-top_k_accuracy_5=0.712617
INFO:root:Epoch[11] Batch [600]	Speed: 243.61 samples/sec	Train-accuracy=0.462500
INFO:root:Epoch[11] Batch [600]	Speed: 243.61 samples/sec	Train-top_k_accuracy_5=0.707461
INFO:root:Epoch[11] Batch [650]	Speed: 263.54 samples/sec	Train-accuracy=0.461406
INFO:root:Epoch[11] Batch [650]	Speed: 263.54 samples/sec	Train-top_k_accuracy_5=0.710000
INFO:root:Epoch[11] Batch [700]	Speed: 253.75 samples/sec	Train-accuracy=0.461055
INFO:root:Epoch[11] Batch [700]	Speed: 253.75 samples/sec	Train-top_k_accuracy_5=0.708164
INFO:root:Epoch[11] Batch [750]	Speed: 246.90 samples/sec	Train-accuracy=0.456719
INFO:root:Epoch[11] Batch [750]	Speed: 246.90 samples/sec	Train-top_k_accuracy_5=0.706875
INFO:root:Epoch[11] Batch [800]	Speed: 253.28 samples/sec	Train-accuracy=0.455391
INFO:root:Epoch[11] Batch [800]	Speed: 253.28 samples/sec	Train-top_k_accuracy_5=0.702539
INFO:root:Epoch[11] Batch [850]	Speed: 254.91 samples/sec	Train-accuracy=0.460859
INFO:root:Epoch[11] Batch [850]	Speed: 254.91 samples/sec	Train-top_k_accuracy_5=0.709844
INFO:root:Epoch[11] Batch [900]	Speed: 250.74 samples/sec	Train-accuracy=0.460977
INFO:root:Epoch[11] Batch [900]	Speed: 250.74 samples/sec	Train-top_k_accuracy_5=0.712187
INFO:root:Epoch[11] Batch [950]	Speed: 245.36 samples/sec	Train-accuracy=0.461445
INFO:root:Epoch[11] Batch [950]	Speed: 245.36 samples/sec	Train-top_k_accuracy_5=0.707578
INFO:root:Epoch[11] Batch [1000]	Speed: 233.99 samples/sec	Train-accuracy=0.462852
INFO:root:Epoch[11] Batch [1000]	Speed: 233.99 samples/sec	Train-top_k_accuracy_5=0.707305
INFO:root:Epoch[11] Batch [1050]	Speed: 231.16 samples/sec	Train-accuracy=0.459961
INFO:root:Epoch[11] Batch [1050]	Speed: 231.16 samples/sec	Train-top_k_accuracy_5=0.708789
INFO:root:Epoch[11] Batch [1100]	Speed: 236.24 samples/sec	Train-accuracy=0.460469
INFO:root:Epoch[11] Batch [1100]	Speed: 236.24 samples/sec	Train-top_k_accuracy_5=0.710430
INFO:root:Epoch[11] Batch [1150]	Speed: 231.98 samples/sec	Train-accuracy=0.456328
INFO:root:Epoch[11] Batch [1150]	Speed: 231.98 samples/sec	Train-top_k_accuracy_5=0.706016
INFO:root:Epoch[11] Batch [1200]	Speed: 235.25 samples/sec	Train-accuracy=0.459336
INFO:root:Epoch[11] Batch [1200]	Speed: 235.25 samples/sec	Train-top_k_accuracy_5=0.705664
INFO:root:Epoch[11] Batch [1250]	Speed: 232.59 samples/sec	Train-accuracy=0.462461
INFO:root:Epoch[11] Batch [1250]	Speed: 232.59 samples/sec	Train-top_k_accuracy_5=0.710039
INFO:root:Epoch[11] Batch [1300]	Speed: 240.36 samples/sec	Train-accuracy=0.462891
INFO:root:Epoch[11] Batch [1300]	Speed: 240.36 samples/sec	Train-top_k_accuracy_5=0.710352
INFO:root:Epoch[11] Batch [1350]	Speed: 235.87 samples/sec	Train-accuracy=0.458320
INFO:root:Epoch[11] Batch [1350]	Speed: 235.87 samples/sec	Train-top_k_accuracy_5=0.707383
INFO:root:Epoch[11] Batch [1400]	Speed: 237.27 samples/sec	Train-accuracy=0.467695
INFO:root:Epoch[11] Batch [1400]	Speed: 237.27 samples/sec	Train-top_k_accuracy_5=0.709727
INFO:root:Epoch[11] Batch [1450]	Speed: 233.20 samples/sec	Train-accuracy=0.463828
INFO:root:Epoch[11] Batch [1450]	Speed: 233.20 samples/sec	Train-top_k_accuracy_5=0.710000
INFO:root:Epoch[11] Batch [1500]	Speed: 236.87 samples/sec	Train-accuracy=0.456562
INFO:root:Epoch[11] Batch [1500]	Speed: 236.87 samples/sec	Train-top_k_accuracy_5=0.705391
INFO:root:Epoch[11] Batch [1550]	Speed: 230.69 samples/sec	Train-accuracy=0.464336
INFO:root:Epoch[11] Batch [1550]	Speed: 230.69 samples/sec	Train-top_k_accuracy_5=0.711680
INFO:root:Epoch[11] Batch [1600]	Speed: 235.85 samples/sec	Train-accuracy=0.470859
INFO:root:Epoch[11] Batch [1600]	Speed: 235.85 samples/sec	Train-top_k_accuracy_5=0.712734
INFO:root:Epoch[11] Batch [1650]	Speed: 239.95 samples/sec	Train-accuracy=0.465313
INFO:root:Epoch[11] Batch [1650]	Speed: 239.95 samples/sec	Train-top_k_accuracy_5=0.709219
INFO:root:Epoch[11] Batch [1700]	Speed: 234.57 samples/sec	Train-accuracy=0.462773
INFO:root:Epoch[11] Batch [1700]	Speed: 234.57 samples/sec	Train-top_k_accuracy_5=0.709375
INFO:root:Epoch[11] Batch [1750]	Speed: 236.92 samples/sec	Train-accuracy=0.464258
INFO:root:Epoch[11] Batch [1750]	Speed: 236.92 samples/sec	Train-top_k_accuracy_5=0.708047
INFO:root:Epoch[11] Batch [1800]	Speed: 236.79 samples/sec	Train-accuracy=0.463164
INFO:root:Epoch[11] Batch [1800]	Speed: 236.79 samples/sec	Train-top_k_accuracy_5=0.712656
INFO:root:Epoch[11] Batch [1850]	Speed: 231.92 samples/sec	Train-accuracy=0.460820
INFO:root:Epoch[11] Batch [1850]	Speed: 231.92 samples/sec	Train-top_k_accuracy_5=0.713828
INFO:root:Epoch[11] Batch [1900]	Speed: 241.86 samples/sec	Train-accuracy=0.463633
INFO:root:Epoch[11] Batch [1900]	Speed: 241.86 samples/sec	Train-top_k_accuracy_5=0.712969
INFO:root:Epoch[11] Batch [1950]	Speed: 234.57 samples/sec	Train-accuracy=0.465117
INFO:root:Epoch[11] Batch [1950]	Speed: 234.57 samples/sec	Train-top_k_accuracy_5=0.710156
INFO:root:Epoch[11] Batch [2000]	Speed: 230.72 samples/sec	Train-accuracy=0.468906
INFO:root:Epoch[11] Batch [2000]	Speed: 230.72 samples/sec	Train-top_k_accuracy_5=0.712578
INFO:root:Epoch[11] Batch [2050]	Speed: 238.26 samples/sec	Train-accuracy=0.460742
INFO:root:Epoch[11] Batch [2050]	Speed: 238.26 samples/sec	Train-top_k_accuracy_5=0.708594
INFO:root:Epoch[11] Batch [2100]	Speed: 238.97 samples/sec	Train-accuracy=0.467539
INFO:root:Epoch[11] Batch [2100]	Speed: 238.97 samples/sec	Train-top_k_accuracy_5=0.713906
INFO:root:Epoch[11] Batch [2150]	Speed: 236.17 samples/sec	Train-accuracy=0.461406
INFO:root:Epoch[11] Batch [2150]	Speed: 236.17 samples/sec	Train-top_k_accuracy_5=0.708008
INFO:root:Epoch[11] Batch [2200]	Speed: 234.11 samples/sec	Train-accuracy=0.468047
INFO:root:Epoch[11] Batch [2200]	Speed: 234.11 samples/sec	Train-top_k_accuracy_5=0.711055
INFO:root:Epoch[11] Batch [2250]	Speed: 236.64 samples/sec	Train-accuracy=0.466172
INFO:root:Epoch[11] Batch [2250]	Speed: 236.64 samples/sec	Train-top_k_accuracy_5=0.712070
INFO:root:Epoch[11] Batch [2300]	Speed: 236.75 samples/sec	Train-accuracy=0.464805
INFO:root:Epoch[11] Batch [2300]	Speed: 236.75 samples/sec	Train-top_k_accuracy_5=0.710820
INFO:root:Epoch[11] Batch [2350]	Speed: 236.44 samples/sec	Train-accuracy=0.464023
INFO:root:Epoch[11] Batch [2350]	Speed: 236.44 samples/sec	Train-top_k_accuracy_5=0.713242
INFO:root:Epoch[11] Batch [2400]	Speed: 231.65 samples/sec	Train-accuracy=0.461914
INFO:root:Epoch[11] Batch [2400]	Speed: 231.65 samples/sec	Train-top_k_accuracy_5=0.713633
INFO:root:Epoch[11] Batch [2450]	Speed: 238.60 samples/sec	Train-accuracy=0.473828
INFO:root:Epoch[11] Batch [2450]	Speed: 238.60 samples/sec	Train-top_k_accuracy_5=0.718437
INFO:root:Epoch[11] Batch [2500]	Speed: 240.09 samples/sec	Train-accuracy=0.460625
INFO:root:Epoch[11] Batch [2500]	Speed: 240.09 samples/sec	Train-top_k_accuracy_5=0.708906
INFO:root:Epoch[11] Resetting Data Iterator
INFO:root:Epoch[11] Time cost=5324.819
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0012.params"
INFO:root:Epoch[11] Validation-accuracy=0.525789
INFO:root:Epoch[11] Validation-top_k_accuracy_5=0.776387
INFO:root:Epoch[12] Batch [50]	Speed: 241.75 samples/sec	Train-accuracy=0.470820
INFO:root:Epoch[12] Batch [50]	Speed: 241.75 samples/sec	Train-top_k_accuracy_5=0.718672
INFO:root:Epoch[12] Batch [100]	Speed: 236.17 samples/sec	Train-accuracy=0.462500
INFO:root:Epoch[12] Batch [100]	Speed: 236.17 samples/sec	Train-top_k_accuracy_5=0.706875
INFO:root:Epoch[12] Batch [150]	Speed: 242.42 samples/sec	Train-accuracy=0.460000
INFO:root:Epoch[12] Batch [150]	Speed: 242.42 samples/sec	Train-top_k_accuracy_5=0.713477
INFO:root:Epoch[12] Batch [200]	Speed: 251.26 samples/sec	Train-accuracy=0.464023
INFO:root:Epoch[12] Batch [200]	Speed: 251.26 samples/sec	Train-top_k_accuracy_5=0.709688
INFO:root:Epoch[12] Batch [250]	Speed: 273.75 samples/sec	Train-accuracy=0.469297
INFO:root:Epoch[12] Batch [250]	Speed: 273.75 samples/sec	Train-top_k_accuracy_5=0.715234
INFO:root:Epoch[12] Batch [300]	Speed: 270.40 samples/sec	Train-accuracy=0.463438
INFO:root:Epoch[12] Batch [300]	Speed: 270.40 samples/sec	Train-top_k_accuracy_5=0.713359
INFO:root:Epoch[12] Batch [350]	Speed: 268.69 samples/sec	Train-accuracy=0.460078
INFO:root:Epoch[12] Batch [350]	Speed: 268.69 samples/sec	Train-top_k_accuracy_5=0.709180
INFO:root:Epoch[12] Batch [400]	Speed: 256.81 samples/sec	Train-accuracy=0.464414
INFO:root:Epoch[12] Batch [400]	Speed: 256.81 samples/sec	Train-top_k_accuracy_5=0.709805
INFO:root:Epoch[12] Batch [450]	Speed: 266.37 samples/sec	Train-accuracy=0.464766
INFO:root:Epoch[12] Batch [450]	Speed: 266.37 samples/sec	Train-top_k_accuracy_5=0.713437
INFO:root:Epoch[12] Batch [500]	Speed: 267.16 samples/sec	Train-accuracy=0.467852
INFO:root:Epoch[12] Batch [500]	Speed: 267.16 samples/sec	Train-top_k_accuracy_5=0.717344
INFO:root:Epoch[12] Batch [550]	Speed: 263.08 samples/sec	Train-accuracy=0.468203
INFO:root:Epoch[12] Batch [550]	Speed: 263.08 samples/sec	Train-top_k_accuracy_5=0.717422
INFO:root:Epoch[12] Batch [600]	Speed: 272.64 samples/sec	Train-accuracy=0.467773
INFO:root:Epoch[12] Batch [600]	Speed: 272.64 samples/sec	Train-top_k_accuracy_5=0.714023
INFO:root:Epoch[12] Batch [650]	Speed: 266.17 samples/sec	Train-accuracy=0.465781
INFO:root:Epoch[12] Batch [650]	Speed: 266.17 samples/sec	Train-top_k_accuracy_5=0.714492
INFO:root:Epoch[12] Batch [700]	Speed: 269.58 samples/sec	Train-accuracy=0.470352
INFO:root:Epoch[12] Batch [700]	Speed: 269.58 samples/sec	Train-top_k_accuracy_5=0.715742
INFO:root:Epoch[12] Batch [750]	Speed: 275.75 samples/sec	Train-accuracy=0.465430
INFO:root:Epoch[12] Batch [750]	Speed: 275.75 samples/sec	Train-top_k_accuracy_5=0.710898
INFO:root:Epoch[12] Batch [800]	Speed: 279.24 samples/sec	Train-accuracy=0.461797
INFO:root:Epoch[12] Batch [800]	Speed: 279.24 samples/sec	Train-top_k_accuracy_5=0.713789
INFO:root:Epoch[12] Batch [850]	Speed: 266.91 samples/sec	Train-accuracy=0.465938
INFO:root:Epoch[12] Batch [850]	Speed: 266.91 samples/sec	Train-top_k_accuracy_5=0.715195
INFO:root:Epoch[12] Batch [900]	Speed: 268.13 samples/sec	Train-accuracy=0.463672
INFO:root:Epoch[12] Batch [900]	Speed: 268.13 samples/sec	Train-top_k_accuracy_5=0.710234
INFO:root:Epoch[12] Batch [950]	Speed: 265.52 samples/sec	Train-accuracy=0.459414
INFO:root:Epoch[12] Batch [950]	Speed: 265.52 samples/sec	Train-top_k_accuracy_5=0.709805
INFO:root:Epoch[12] Batch [1000]	Speed: 268.02 samples/sec	Train-accuracy=0.462305
INFO:root:Epoch[12] Batch [1000]	Speed: 268.02 samples/sec	Train-top_k_accuracy_5=0.709766
INFO:root:Epoch[12] Batch [1050]	Speed: 246.67 samples/sec	Train-accuracy=0.463555
INFO:root:Epoch[12] Batch [1050]	Speed: 246.67 samples/sec	Train-top_k_accuracy_5=0.713516
INFO:root:Epoch[12] Batch [1100]	Speed: 251.15 samples/sec	Train-accuracy=0.467695
INFO:root:Epoch[12] Batch [1100]	Speed: 251.15 samples/sec	Train-top_k_accuracy_5=0.713047
INFO:root:Epoch[12] Batch [1150]	Speed: 241.50 samples/sec	Train-accuracy=0.463672
INFO:root:Epoch[12] Batch [1150]	Speed: 241.50 samples/sec	Train-top_k_accuracy_5=0.707891
INFO:root:Epoch[12] Batch [1200]	Speed: 246.32 samples/sec	Train-accuracy=0.461133
INFO:root:Epoch[12] Batch [1200]	Speed: 246.32 samples/sec	Train-top_k_accuracy_5=0.707969
INFO:root:Epoch[12] Batch [1250]	Speed: 248.90 samples/sec	Train-accuracy=0.465430
INFO:root:Epoch[12] Batch [1250]	Speed: 248.90 samples/sec	Train-top_k_accuracy_5=0.714883
INFO:root:Epoch[12] Batch [1300]	Speed: 242.93 samples/sec	Train-accuracy=0.470781
INFO:root:Epoch[12] Batch [1300]	Speed: 242.93 samples/sec	Train-top_k_accuracy_5=0.718242
INFO:root:Epoch[12] Batch [1350]	Speed: 249.72 samples/sec	Train-accuracy=0.466289
INFO:root:Epoch[12] Batch [1350]	Speed: 249.72 samples/sec	Train-top_k_accuracy_5=0.711992
INFO:root:Epoch[12] Batch [1400]	Speed: 246.20 samples/sec	Train-accuracy=0.469922
INFO:root:Epoch[12] Batch [1400]	Speed: 246.20 samples/sec	Train-top_k_accuracy_5=0.710977
INFO:root:Epoch[12] Batch [1450]	Speed: 242.22 samples/sec	Train-accuracy=0.470820
INFO:root:Epoch[12] Batch [1450]	Speed: 242.22 samples/sec	Train-top_k_accuracy_5=0.711367
INFO:root:Epoch[12] Batch [1500]	Speed: 241.16 samples/sec	Train-accuracy=0.465156
INFO:root:Epoch[12] Batch [1500]	Speed: 241.16 samples/sec	Train-top_k_accuracy_5=0.715156
INFO:root:Epoch[12] Batch [1550]	Speed: 251.36 samples/sec	Train-accuracy=0.464648
INFO:root:Epoch[12] Batch [1550]	Speed: 251.36 samples/sec	Train-top_k_accuracy_5=0.714727
INFO:root:Epoch[12] Batch [1600]	Speed: 253.96 samples/sec	Train-accuracy=0.471367
INFO:root:Epoch[12] Batch [1600]	Speed: 253.96 samples/sec	Train-top_k_accuracy_5=0.717344
INFO:root:Epoch[12] Batch [1650]	Speed: 251.49 samples/sec	Train-accuracy=0.466016
INFO:root:Epoch[12] Batch [1650]	Speed: 251.49 samples/sec	Train-top_k_accuracy_5=0.709766
INFO:root:Epoch[12] Batch [1700]	Speed: 245.63 samples/sec	Train-accuracy=0.463242
INFO:root:Epoch[12] Batch [1700]	Speed: 245.63 samples/sec	Train-top_k_accuracy_5=0.711406
INFO:root:Epoch[12] Batch [1750]	Speed: 249.92 samples/sec	Train-accuracy=0.470273
INFO:root:Epoch[12] Batch [1750]	Speed: 249.92 samples/sec	Train-top_k_accuracy_5=0.712461
INFO:root:Epoch[12] Batch [1800]	Speed: 244.50 samples/sec	Train-accuracy=0.460938
INFO:root:Epoch[12] Batch [1800]	Speed: 244.50 samples/sec	Train-top_k_accuracy_5=0.710859
INFO:root:Epoch[12] Batch [1850]	Speed: 250.07 samples/sec	Train-accuracy=0.461328
INFO:root:Epoch[12] Batch [1850]	Speed: 250.07 samples/sec	Train-top_k_accuracy_5=0.711445
INFO:root:Epoch[12] Batch [1900]	Speed: 254.90 samples/sec	Train-accuracy=0.468438
INFO:root:Epoch[12] Batch [1900]	Speed: 254.90 samples/sec	Train-top_k_accuracy_5=0.714570
INFO:root:Epoch[12] Batch [1950]	Speed: 248.54 samples/sec	Train-accuracy=0.465938
INFO:root:Epoch[12] Batch [1950]	Speed: 248.54 samples/sec	Train-top_k_accuracy_5=0.712344
INFO:root:Epoch[12] Batch [2000]	Speed: 250.28 samples/sec	Train-accuracy=0.473867
INFO:root:Epoch[12] Batch [2000]	Speed: 250.28 samples/sec	Train-top_k_accuracy_5=0.718047
INFO:root:Epoch[12] Batch [2050]	Speed: 247.04 samples/sec	Train-accuracy=0.463633
INFO:root:Epoch[12] Batch [2050]	Speed: 247.04 samples/sec	Train-top_k_accuracy_5=0.712383
INFO:root:Epoch[12] Batch [2100]	Speed: 253.10 samples/sec	Train-accuracy=0.463203
INFO:root:Epoch[12] Batch [2100]	Speed: 253.10 samples/sec	Train-top_k_accuracy_5=0.714414
INFO:root:Epoch[12] Batch [2150]	Speed: 247.55 samples/sec	Train-accuracy=0.462852
INFO:root:Epoch[12] Batch [2150]	Speed: 247.55 samples/sec	Train-top_k_accuracy_5=0.711836
INFO:root:Epoch[12] Batch [2200]	Speed: 243.79 samples/sec	Train-accuracy=0.471055
INFO:root:Epoch[12] Batch [2200]	Speed: 243.79 samples/sec	Train-top_k_accuracy_5=0.717891
INFO:root:Epoch[12] Batch [2250]	Speed: 248.69 samples/sec	Train-accuracy=0.467695
INFO:root:Epoch[12] Batch [2250]	Speed: 248.69 samples/sec	Train-top_k_accuracy_5=0.713516
INFO:root:Epoch[12] Batch [2300]	Speed: 245.04 samples/sec	Train-accuracy=0.469922
INFO:root:Epoch[12] Batch [2300]	Speed: 245.04 samples/sec	Train-top_k_accuracy_5=0.714258
INFO:root:Epoch[12] Batch [2350]	Speed: 243.40 samples/sec	Train-accuracy=0.469570
INFO:root:Epoch[12] Batch [2350]	Speed: 243.40 samples/sec	Train-top_k_accuracy_5=0.716836
INFO:root:Epoch[12] Batch [2400]	Speed: 246.39 samples/sec	Train-accuracy=0.469687
INFO:root:Epoch[12] Batch [2400]	Speed: 246.39 samples/sec	Train-top_k_accuracy_5=0.712187
INFO:root:Epoch[12] Batch [2450]	Speed: 258.72 samples/sec	Train-accuracy=0.470000
INFO:root:Epoch[12] Batch [2450]	Speed: 258.72 samples/sec	Train-top_k_accuracy_5=0.715156
INFO:root:Epoch[12] Batch [2500]	Speed: 244.68 samples/sec	Train-accuracy=0.465117
INFO:root:Epoch[12] Batch [2500]	Speed: 244.68 samples/sec	Train-top_k_accuracy_5=0.715586
INFO:root:Epoch[12] Resetting Data Iterator
INFO:root:Epoch[12] Time cost=5051.633
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0013.params"
INFO:root:Epoch[12] Validation-accuracy=0.520647
INFO:root:Epoch[12] Validation-top_k_accuracy_5=0.778280
INFO:root:Epoch[13] Batch [50]	Speed: 259.15 samples/sec	Train-accuracy=0.476797
INFO:root:Epoch[13] Batch [50]	Speed: 259.15 samples/sec	Train-top_k_accuracy_5=0.720703
INFO:root:Epoch[13] Batch [100]	Speed: 245.98 samples/sec	Train-accuracy=0.468281
INFO:root:Epoch[13] Batch [100]	Speed: 245.98 samples/sec	Train-top_k_accuracy_5=0.714258
INFO:root:Epoch[13] Batch [150]	Speed: 242.21 samples/sec	Train-accuracy=0.469922
INFO:root:Epoch[13] Batch [150]	Speed: 242.21 samples/sec	Train-top_k_accuracy_5=0.719492
INFO:root:Epoch[13] Batch [200]	Speed: 255.89 samples/sec	Train-accuracy=0.468086
INFO:root:Epoch[13] Batch [200]	Speed: 255.89 samples/sec	Train-top_k_accuracy_5=0.718320
INFO:root:Epoch[13] Batch [250]	Speed: 246.39 samples/sec	Train-accuracy=0.469687
INFO:root:Epoch[13] Batch [250]	Speed: 246.39 samples/sec	Train-top_k_accuracy_5=0.721094
INFO:root:Epoch[13] Batch [300]	Speed: 250.20 samples/sec	Train-accuracy=0.471406
INFO:root:Epoch[13] Batch [300]	Speed: 250.20 samples/sec	Train-top_k_accuracy_5=0.718125
INFO:root:Epoch[13] Batch [350]	Speed: 253.00 samples/sec	Train-accuracy=0.471641
INFO:root:Epoch[13] Batch [350]	Speed: 253.00 samples/sec	Train-top_k_accuracy_5=0.714648
INFO:root:Epoch[13] Batch [400]	Speed: 247.63 samples/sec	Train-accuracy=0.464414
INFO:root:Epoch[13] Batch [400]	Speed: 247.63 samples/sec	Train-top_k_accuracy_5=0.712812
INFO:root:Epoch[13] Batch [450]	Speed: 251.76 samples/sec	Train-accuracy=0.461172
INFO:root:Epoch[13] Batch [450]	Speed: 251.76 samples/sec	Train-top_k_accuracy_5=0.713320
INFO:root:Epoch[13] Batch [500]	Speed: 251.96 samples/sec	Train-accuracy=0.465703
INFO:root:Epoch[13] Batch [500]	Speed: 251.96 samples/sec	Train-top_k_accuracy_5=0.714023
INFO:root:Epoch[13] Batch [550]	Speed: 243.52 samples/sec	Train-accuracy=0.471758
INFO:root:Epoch[13] Batch [550]	Speed: 243.52 samples/sec	Train-top_k_accuracy_5=0.717266
INFO:root:Epoch[13] Batch [600]	Speed: 247.52 samples/sec	Train-accuracy=0.474180
INFO:root:Epoch[13] Batch [600]	Speed: 247.52 samples/sec	Train-top_k_accuracy_5=0.719570
INFO:root:Epoch[13] Batch [650]	Speed: 256.35 samples/sec	Train-accuracy=0.465195
INFO:root:Epoch[13] Batch [650]	Speed: 256.35 samples/sec	Train-top_k_accuracy_5=0.716836
INFO:root:Epoch[13] Batch [700]	Speed: 247.25 samples/sec	Train-accuracy=0.468828
INFO:root:Epoch[13] Batch [700]	Speed: 247.25 samples/sec	Train-top_k_accuracy_5=0.716914
INFO:root:Epoch[13] Batch [750]	Speed: 247.56 samples/sec	Train-accuracy=0.472539
INFO:root:Epoch[13] Batch [750]	Speed: 247.56 samples/sec	Train-top_k_accuracy_5=0.717578
INFO:root:Epoch[13] Batch [800]	Speed: 239.73 samples/sec	Train-accuracy=0.465391
INFO:root:Epoch[13] Batch [800]	Speed: 239.73 samples/sec	Train-top_k_accuracy_5=0.713789
INFO:root:Epoch[13] Batch [850]	Speed: 250.05 samples/sec	Train-accuracy=0.467422
INFO:root:Epoch[13] Batch [850]	Speed: 250.05 samples/sec	Train-top_k_accuracy_5=0.720039
INFO:root:Epoch[13] Batch [900]	Speed: 245.02 samples/sec	Train-accuracy=0.464922
INFO:root:Epoch[13] Batch [900]	Speed: 245.02 samples/sec	Train-top_k_accuracy_5=0.712461
INFO:root:Epoch[13] Batch [950]	Speed: 254.67 samples/sec	Train-accuracy=0.469336
INFO:root:Epoch[13] Batch [950]	Speed: 254.67 samples/sec	Train-top_k_accuracy_5=0.713398
INFO:root:Epoch[13] Batch [1000]	Speed: 246.19 samples/sec	Train-accuracy=0.468789
INFO:root:Epoch[13] Batch [1000]	Speed: 246.19 samples/sec	Train-top_k_accuracy_5=0.718281
INFO:root:Epoch[13] Batch [1050]	Speed: 245.96 samples/sec	Train-accuracy=0.469258
INFO:root:Epoch[13] Batch [1050]	Speed: 245.96 samples/sec	Train-top_k_accuracy_5=0.717656
INFO:root:Epoch[13] Batch [1100]	Speed: 254.98 samples/sec	Train-accuracy=0.466914
INFO:root:Epoch[13] Batch [1100]	Speed: 254.98 samples/sec	Train-top_k_accuracy_5=0.718008
INFO:root:Epoch[13] Batch [1150]	Speed: 250.16 samples/sec	Train-accuracy=0.463477
INFO:root:Epoch[13] Batch [1150]	Speed: 250.16 samples/sec	Train-top_k_accuracy_5=0.712812
INFO:root:Epoch[13] Batch [1200]	Speed: 249.11 samples/sec	Train-accuracy=0.469922
INFO:root:Epoch[13] Batch [1200]	Speed: 249.11 samples/sec	Train-top_k_accuracy_5=0.715430
INFO:root:Epoch[13] Batch [1250]	Speed: 251.64 samples/sec	Train-accuracy=0.471992
INFO:root:Epoch[13] Batch [1250]	Speed: 251.64 samples/sec	Train-top_k_accuracy_5=0.716445
INFO:root:Epoch[13] Batch [1300]	Speed: 243.56 samples/sec	Train-accuracy=0.473242
INFO:root:Epoch[13] Batch [1300]	Speed: 243.56 samples/sec	Train-top_k_accuracy_5=0.717891
INFO:root:Epoch[13] Batch [1350]	Speed: 246.26 samples/sec	Train-accuracy=0.469687
INFO:root:Epoch[13] Batch [1350]	Speed: 246.26 samples/sec	Train-top_k_accuracy_5=0.714453
INFO:root:Epoch[13] Batch [1400]	Speed: 250.16 samples/sec	Train-accuracy=0.472813
INFO:root:Epoch[13] Batch [1400]	Speed: 250.16 samples/sec	Train-top_k_accuracy_5=0.718437
INFO:root:Epoch[13] Batch [1450]	Speed: 249.10 samples/sec	Train-accuracy=0.473281
INFO:root:Epoch[13] Batch [1450]	Speed: 249.10 samples/sec	Train-top_k_accuracy_5=0.713984
INFO:root:Epoch[13] Batch [1500]	Speed: 245.14 samples/sec	Train-accuracy=0.467031
INFO:root:Epoch[13] Batch [1500]	Speed: 245.14 samples/sec	Train-top_k_accuracy_5=0.715625
INFO:root:Epoch[13] Batch [1550]	Speed: 246.59 samples/sec	Train-accuracy=0.472305
INFO:root:Epoch[13] Batch [1550]	Speed: 246.59 samples/sec	Train-top_k_accuracy_5=0.717734
INFO:root:Epoch[13] Batch [1600]	Speed: 244.34 samples/sec	Train-accuracy=0.472187
INFO:root:Epoch[13] Batch [1600]	Speed: 244.34 samples/sec	Train-top_k_accuracy_5=0.720977
INFO:root:Epoch[13] Batch [1650]	Speed: 251.78 samples/sec	Train-accuracy=0.469922
INFO:root:Epoch[13] Batch [1650]	Speed: 251.78 samples/sec	Train-top_k_accuracy_5=0.717695
INFO:root:Epoch[13] Batch [1700]	Speed: 250.09 samples/sec	Train-accuracy=0.471953
INFO:root:Epoch[13] Batch [1700]	Speed: 250.09 samples/sec	Train-top_k_accuracy_5=0.718711
INFO:root:Epoch[13] Batch [1750]	Speed: 255.61 samples/sec	Train-accuracy=0.469766
INFO:root:Epoch[13] Batch [1750]	Speed: 255.61 samples/sec	Train-top_k_accuracy_5=0.717109
INFO:root:Epoch[13] Batch [1800]	Speed: 251.41 samples/sec	Train-accuracy=0.466992
INFO:root:Epoch[13] Batch [1800]	Speed: 251.41 samples/sec	Train-top_k_accuracy_5=0.719453
INFO:root:Epoch[13] Batch [1850]	Speed: 252.48 samples/sec	Train-accuracy=0.467266
INFO:root:Epoch[13] Batch [1850]	Speed: 252.48 samples/sec	Train-top_k_accuracy_5=0.712578
INFO:root:Epoch[13] Batch [1900]	Speed: 247.49 samples/sec	Train-accuracy=0.472461
INFO:root:Epoch[13] Batch [1900]	Speed: 247.49 samples/sec	Train-top_k_accuracy_5=0.718516
INFO:root:Epoch[13] Batch [1950]	Speed: 249.85 samples/sec	Train-accuracy=0.469219
INFO:root:Epoch[13] Batch [1950]	Speed: 249.85 samples/sec	Train-top_k_accuracy_5=0.712930
INFO:root:Epoch[13] Batch [2000]	Speed: 248.30 samples/sec	Train-accuracy=0.473477
INFO:root:Epoch[13] Batch [2000]	Speed: 248.30 samples/sec	Train-top_k_accuracy_5=0.722656
INFO:root:Epoch[13] Batch [2050]	Speed: 254.95 samples/sec	Train-accuracy=0.466289
INFO:root:Epoch[13] Batch [2050]	Speed: 254.95 samples/sec	Train-top_k_accuracy_5=0.717070
INFO:root:Epoch[13] Batch [2100]	Speed: 249.99 samples/sec	Train-accuracy=0.465742
INFO:root:Epoch[13] Batch [2100]	Speed: 249.99 samples/sec	Train-top_k_accuracy_5=0.711172
INFO:root:Epoch[13] Batch [2150]	Speed: 252.94 samples/sec	Train-accuracy=0.473672
INFO:root:Epoch[13] Batch [2150]	Speed: 252.94 samples/sec	Train-top_k_accuracy_5=0.718477
INFO:root:Epoch[13] Batch [2200]	Speed: 252.21 samples/sec	Train-accuracy=0.472539
INFO:root:Epoch[13] Batch [2200]	Speed: 252.21 samples/sec	Train-top_k_accuracy_5=0.718281
INFO:root:Epoch[13] Batch [2250]	Speed: 254.23 samples/sec	Train-accuracy=0.474062
INFO:root:Epoch[13] Batch [2250]	Speed: 254.23 samples/sec	Train-top_k_accuracy_5=0.720000
INFO:root:Epoch[13] Batch [2300]	Speed: 245.78 samples/sec	Train-accuracy=0.471445
INFO:root:Epoch[13] Batch [2300]	Speed: 245.78 samples/sec	Train-top_k_accuracy_5=0.719336
INFO:root:Epoch[13] Batch [2350]	Speed: 247.85 samples/sec	Train-accuracy=0.475391
INFO:root:Epoch[13] Batch [2350]	Speed: 247.85 samples/sec	Train-top_k_accuracy_5=0.720508
INFO:root:Epoch[13] Batch [2400]	Speed: 246.04 samples/sec	Train-accuracy=0.469102
INFO:root:Epoch[13] Batch [2400]	Speed: 246.04 samples/sec	Train-top_k_accuracy_5=0.717305
INFO:root:Epoch[13] Batch [2450]	Speed: 252.02 samples/sec	Train-accuracy=0.479180
INFO:root:Epoch[13] Batch [2450]	Speed: 252.02 samples/sec	Train-top_k_accuracy_5=0.723203
INFO:root:Epoch[13] Batch [2500]	Speed: 255.65 samples/sec	Train-accuracy=0.472539
INFO:root:Epoch[13] Batch [2500]	Speed: 255.65 samples/sec	Train-top_k_accuracy_5=0.718086
INFO:root:Epoch[13] Resetting Data Iterator
INFO:root:Epoch[13] Time cost=5135.662
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0014.params"
INFO:root:Epoch[13] Validation-accuracy=0.526088
INFO:root:Epoch[13] Validation-top_k_accuracy_5=0.778998
INFO:root:Epoch[14] Batch [50]	Speed: 260.70 samples/sec	Train-accuracy=0.477109
INFO:root:Epoch[14] Batch [50]	Speed: 260.70 samples/sec	Train-top_k_accuracy_5=0.723867
INFO:root:Epoch[14] Batch [100]	Speed: 248.59 samples/sec	Train-accuracy=0.475938
INFO:root:Epoch[14] Batch [100]	Speed: 248.59 samples/sec	Train-top_k_accuracy_5=0.717656
INFO:root:Epoch[14] Batch [150]	Speed: 249.41 samples/sec	Train-accuracy=0.471406
INFO:root:Epoch[14] Batch [150]	Speed: 249.41 samples/sec	Train-top_k_accuracy_5=0.720000
INFO:root:Epoch[14] Batch [200]	Speed: 239.45 samples/sec	Train-accuracy=0.468086
INFO:root:Epoch[14] Batch [200]	Speed: 239.45 samples/sec	Train-top_k_accuracy_5=0.715664
INFO:root:Epoch[14] Batch [250]	Speed: 253.31 samples/sec	Train-accuracy=0.477969
INFO:root:Epoch[14] Batch [250]	Speed: 253.31 samples/sec	Train-top_k_accuracy_5=0.721133
INFO:root:Epoch[14] Batch [300]	Speed: 240.61 samples/sec	Train-accuracy=0.474414
INFO:root:Epoch[14] Batch [300]	Speed: 240.61 samples/sec	Train-top_k_accuracy_5=0.718477
INFO:root:Epoch[14] Batch [350]	Speed: 243.96 samples/sec	Train-accuracy=0.471914
INFO:root:Epoch[14] Batch [350]	Speed: 243.96 samples/sec	Train-top_k_accuracy_5=0.718789
INFO:root:Epoch[14] Batch [400]	Speed: 249.20 samples/sec	Train-accuracy=0.466133
INFO:root:Epoch[14] Batch [400]	Speed: 249.20 samples/sec	Train-top_k_accuracy_5=0.716211
INFO:root:Epoch[14] Batch [450]	Speed: 258.98 samples/sec	Train-accuracy=0.464844
INFO:root:Epoch[14] Batch [450]	Speed: 258.98 samples/sec	Train-top_k_accuracy_5=0.717266
INFO:root:Epoch[14] Batch [500]	Speed: 250.13 samples/sec	Train-accuracy=0.468008
INFO:root:Epoch[14] Batch [500]	Speed: 250.13 samples/sec	Train-top_k_accuracy_5=0.719648
INFO:root:Epoch[14] Batch [550]	Speed: 249.06 samples/sec	Train-accuracy=0.479922
INFO:root:Epoch[14] Batch [550]	Speed: 249.06 samples/sec	Train-top_k_accuracy_5=0.723555
INFO:root:Epoch[14] Batch [600]	Speed: 254.80 samples/sec	Train-accuracy=0.474727
INFO:root:Epoch[14] Batch [600]	Speed: 254.80 samples/sec	Train-top_k_accuracy_5=0.716797
INFO:root:Epoch[14] Batch [650]	Speed: 243.71 samples/sec	Train-accuracy=0.470430
INFO:root:Epoch[14] Batch [650]	Speed: 243.71 samples/sec	Train-top_k_accuracy_5=0.718672
INFO:root:Epoch[14] Batch [700]	Speed: 260.77 samples/sec	Train-accuracy=0.475703
INFO:root:Epoch[14] Batch [700]	Speed: 260.77 samples/sec	Train-top_k_accuracy_5=0.721719
INFO:root:Epoch[14] Batch [750]	Speed: 250.24 samples/sec	Train-accuracy=0.470508
INFO:root:Epoch[14] Batch [750]	Speed: 250.24 samples/sec	Train-top_k_accuracy_5=0.715469
INFO:root:Epoch[14] Batch [800]	Speed: 246.45 samples/sec	Train-accuracy=0.469375
INFO:root:Epoch[14] Batch [800]	Speed: 246.45 samples/sec	Train-top_k_accuracy_5=0.716367
INFO:root:Epoch[14] Batch [850]	Speed: 251.46 samples/sec	Train-accuracy=0.467227
INFO:root:Epoch[14] Batch [850]	Speed: 251.46 samples/sec	Train-top_k_accuracy_5=0.715469
INFO:root:Epoch[14] Batch [900]	Speed: 247.53 samples/sec	Train-accuracy=0.471602
INFO:root:Epoch[14] Batch [900]	Speed: 247.53 samples/sec	Train-top_k_accuracy_5=0.719102
INFO:root:Epoch[14] Batch [950]	Speed: 251.69 samples/sec	Train-accuracy=0.470195
INFO:root:Epoch[14] Batch [950]	Speed: 251.69 samples/sec	Train-top_k_accuracy_5=0.716250
INFO:root:Epoch[14] Batch [1000]	Speed: 249.51 samples/sec	Train-accuracy=0.474687
INFO:root:Epoch[14] Batch [1000]	Speed: 249.51 samples/sec	Train-top_k_accuracy_5=0.720859
INFO:root:Epoch[14] Batch [1050]	Speed: 253.29 samples/sec	Train-accuracy=0.470781
INFO:root:Epoch[14] Batch [1050]	Speed: 253.29 samples/sec	Train-top_k_accuracy_5=0.717187
INFO:root:Epoch[14] Batch [1100]	Speed: 246.65 samples/sec	Train-accuracy=0.473281
INFO:root:Epoch[14] Batch [1100]	Speed: 246.65 samples/sec	Train-top_k_accuracy_5=0.720547
INFO:root:Epoch[14] Batch [1150]	Speed: 244.94 samples/sec	Train-accuracy=0.466758
INFO:root:Epoch[14] Batch [1150]	Speed: 244.94 samples/sec	Train-top_k_accuracy_5=0.712148
INFO:root:Epoch[14] Batch [1200]	Speed: 250.88 samples/sec	Train-accuracy=0.476641
INFO:root:Epoch[14] Batch [1200]	Speed: 250.88 samples/sec	Train-top_k_accuracy_5=0.720781
INFO:root:Epoch[14] Batch [1250]	Speed: 247.12 samples/sec	Train-accuracy=0.478164
INFO:root:Epoch[14] Batch [1250]	Speed: 247.12 samples/sec	Train-top_k_accuracy_5=0.725195
INFO:root:Epoch[14] Batch [1300]	Speed: 245.11 samples/sec	Train-accuracy=0.475703
INFO:root:Epoch[14] Batch [1300]	Speed: 245.11 samples/sec	Train-top_k_accuracy_5=0.721055
INFO:root:Epoch[14] Batch [1350]	Speed: 251.87 samples/sec	Train-accuracy=0.475703
INFO:root:Epoch[14] Batch [1350]	Speed: 251.87 samples/sec	Train-top_k_accuracy_5=0.718086
INFO:root:Epoch[14] Batch [1400]	Speed: 243.41 samples/sec	Train-accuracy=0.480820
INFO:root:Epoch[14] Batch [1400]	Speed: 243.41 samples/sec	Train-top_k_accuracy_5=0.720352
INFO:root:Epoch[14] Batch [1450]	Speed: 248.03 samples/sec	Train-accuracy=0.480195
INFO:root:Epoch[14] Batch [1450]	Speed: 248.03 samples/sec	Train-top_k_accuracy_5=0.724258
INFO:root:Epoch[14] Batch [1500]	Speed: 249.22 samples/sec	Train-accuracy=0.472500
INFO:root:Epoch[14] Batch [1500]	Speed: 249.22 samples/sec	Train-top_k_accuracy_5=0.718789
INFO:root:Epoch[14] Batch [1550]	Speed: 253.37 samples/sec	Train-accuracy=0.476172
INFO:root:Epoch[14] Batch [1550]	Speed: 253.37 samples/sec	Train-top_k_accuracy_5=0.718711
INFO:root:Epoch[14] Batch [1600]	Speed: 248.47 samples/sec	Train-accuracy=0.477695
INFO:root:Epoch[14] Batch [1600]	Speed: 248.47 samples/sec	Train-top_k_accuracy_5=0.725820
INFO:root:Epoch[14] Batch [1650]	Speed: 238.74 samples/sec	Train-accuracy=0.472539
INFO:root:Epoch[14] Batch [1650]	Speed: 238.74 samples/sec	Train-top_k_accuracy_5=0.721562
INFO:root:Epoch[14] Batch [1700]	Speed: 251.97 samples/sec	Train-accuracy=0.474336
INFO:root:Epoch[14] Batch [1700]	Speed: 251.97 samples/sec	Train-top_k_accuracy_5=0.721992
INFO:root:Epoch[14] Batch [1750]	Speed: 246.16 samples/sec	Train-accuracy=0.481367
INFO:root:Epoch[14] Batch [1750]	Speed: 246.16 samples/sec	Train-top_k_accuracy_5=0.720977
INFO:root:Epoch[14] Batch [1800]	Speed: 243.34 samples/sec	Train-accuracy=0.472422
INFO:root:Epoch[14] Batch [1800]	Speed: 243.34 samples/sec	Train-top_k_accuracy_5=0.718906
INFO:root:Epoch[14] Batch [1850]	Speed: 249.97 samples/sec	Train-accuracy=0.466094
INFO:root:Epoch[14] Batch [1850]	Speed: 249.97 samples/sec	Train-top_k_accuracy_5=0.715234
INFO:root:Epoch[14] Batch [1900]	Speed: 252.83 samples/sec	Train-accuracy=0.476914
INFO:root:Epoch[14] Batch [1900]	Speed: 252.83 samples/sec	Train-top_k_accuracy_5=0.721406
INFO:root:Epoch[14] Batch [1950]	Speed: 251.07 samples/sec	Train-accuracy=0.479844
INFO:root:Epoch[14] Batch [1950]	Speed: 251.07 samples/sec	Train-top_k_accuracy_5=0.718945
INFO:root:Epoch[14] Batch [2000]	Speed: 247.60 samples/sec	Train-accuracy=0.481445
INFO:root:Epoch[14] Batch [2000]	Speed: 247.60 samples/sec	Train-top_k_accuracy_5=0.726094
INFO:root:Epoch[14] Batch [2050]	Speed: 253.24 samples/sec	Train-accuracy=0.470742
INFO:root:Epoch[14] Batch [2050]	Speed: 253.24 samples/sec	Train-top_k_accuracy_5=0.718203
INFO:root:Epoch[14] Batch [2100]	Speed: 249.32 samples/sec	Train-accuracy=0.472031
INFO:root:Epoch[14] Batch [2100]	Speed: 249.32 samples/sec	Train-top_k_accuracy_5=0.721094
INFO:root:Epoch[14] Batch [2150]	Speed: 246.62 samples/sec	Train-accuracy=0.477578
INFO:root:Epoch[14] Batch [2150]	Speed: 246.62 samples/sec	Train-top_k_accuracy_5=0.721523
INFO:root:Epoch[14] Batch [2200]	Speed: 253.18 samples/sec	Train-accuracy=0.476797
INFO:root:Epoch[14] Batch [2200]	Speed: 253.18 samples/sec	Train-top_k_accuracy_5=0.719961
INFO:root:Epoch[14] Batch [2250]	Speed: 253.32 samples/sec	Train-accuracy=0.475508
INFO:root:Epoch[14] Batch [2250]	Speed: 253.32 samples/sec	Train-top_k_accuracy_5=0.723711
INFO:root:Epoch[14] Batch [2300]	Speed: 254.00 samples/sec	Train-accuracy=0.471953
INFO:root:Epoch[14] Batch [2300]	Speed: 254.00 samples/sec	Train-top_k_accuracy_5=0.716719
INFO:root:Epoch[14] Batch [2350]	Speed: 256.09 samples/sec	Train-accuracy=0.475195
INFO:root:Epoch[14] Batch [2350]	Speed: 256.09 samples/sec	Train-top_k_accuracy_5=0.722109
INFO:root:Epoch[14] Batch [2400]	Speed: 247.77 samples/sec	Train-accuracy=0.473203
INFO:root:Epoch[14] Batch [2400]	Speed: 247.77 samples/sec	Train-top_k_accuracy_5=0.722891
INFO:root:Epoch[14] Batch [2450]	Speed: 247.42 samples/sec	Train-accuracy=0.480820
INFO:root:Epoch[14] Batch [2450]	Speed: 247.42 samples/sec	Train-top_k_accuracy_5=0.726055
INFO:root:Epoch[14] Batch [2500]	Speed: 249.13 samples/sec	Train-accuracy=0.474570
INFO:root:Epoch[14] Batch [2500]	Speed: 249.13 samples/sec	Train-top_k_accuracy_5=0.719648
INFO:root:Epoch[14] Resetting Data Iterator
INFO:root:Epoch[14] Time cost=5139.417
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0015.params"
INFO:root:Epoch[14] Validation-accuracy=0.527364
INFO:root:Epoch[14] Validation-top_k_accuracy_5=0.776846
INFO:root:Epoch[15] Batch [50]	Speed: 258.04 samples/sec	Train-accuracy=0.479961
INFO:root:Epoch[15] Batch [50]	Speed: 258.04 samples/sec	Train-top_k_accuracy_5=0.722148
INFO:root:Epoch[15] Batch [100]	Speed: 253.35 samples/sec	Train-accuracy=0.474375
INFO:root:Epoch[15] Batch [100]	Speed: 253.35 samples/sec	Train-top_k_accuracy_5=0.721445
INFO:root:Epoch[15] Batch [150]	Speed: 249.21 samples/sec	Train-accuracy=0.481875
INFO:root:Epoch[15] Batch [150]	Speed: 249.21 samples/sec	Train-top_k_accuracy_5=0.726836
INFO:root:Epoch[15] Batch [200]	Speed: 251.84 samples/sec	Train-accuracy=0.469531
INFO:root:Epoch[15] Batch [200]	Speed: 251.84 samples/sec	Train-top_k_accuracy_5=0.720039
INFO:root:Epoch[15] Batch [250]	Speed: 246.32 samples/sec	Train-accuracy=0.479648
INFO:root:Epoch[15] Batch [250]	Speed: 246.32 samples/sec	Train-top_k_accuracy_5=0.724219
INFO:root:Epoch[15] Batch [300]	Speed: 254.76 samples/sec	Train-accuracy=0.476719
INFO:root:Epoch[15] Batch [300]	Speed: 254.76 samples/sec	Train-top_k_accuracy_5=0.722461
INFO:root:Epoch[15] Batch [350]	Speed: 255.97 samples/sec	Train-accuracy=0.476445
INFO:root:Epoch[15] Batch [350]	Speed: 255.97 samples/sec	Train-top_k_accuracy_5=0.719727
INFO:root:Epoch[15] Batch [400]	Speed: 244.82 samples/sec	Train-accuracy=0.468633
INFO:root:Epoch[15] Batch [400]	Speed: 244.82 samples/sec	Train-top_k_accuracy_5=0.721758
INFO:root:Epoch[15] Batch [450]	Speed: 247.76 samples/sec	Train-accuracy=0.470273
INFO:root:Epoch[15] Batch [450]	Speed: 247.76 samples/sec	Train-top_k_accuracy_5=0.719141
INFO:root:Epoch[15] Batch [500]	Speed: 252.01 samples/sec	Train-accuracy=0.473320
INFO:root:Epoch[15] Batch [500]	Speed: 252.01 samples/sec	Train-top_k_accuracy_5=0.719922
INFO:root:Epoch[15] Batch [550]	Speed: 246.56 samples/sec	Train-accuracy=0.485000
INFO:root:Epoch[15] Batch [550]	Speed: 246.56 samples/sec	Train-top_k_accuracy_5=0.728945
INFO:root:Epoch[15] Batch [600]	Speed: 252.22 samples/sec	Train-accuracy=0.473711
INFO:root:Epoch[15] Batch [600]	Speed: 252.22 samples/sec	Train-top_k_accuracy_5=0.722422
INFO:root:Epoch[15] Batch [650]	Speed: 248.70 samples/sec	Train-accuracy=0.473828
INFO:root:Epoch[15] Batch [650]	Speed: 248.70 samples/sec	Train-top_k_accuracy_5=0.721055
INFO:root:Epoch[15] Batch [700]	Speed: 257.94 samples/sec	Train-accuracy=0.475547
INFO:root:Epoch[15] Batch [700]	Speed: 257.94 samples/sec	Train-top_k_accuracy_5=0.727422
INFO:root:Epoch[15] Batch [750]	Speed: 250.80 samples/sec	Train-accuracy=0.472461
INFO:root:Epoch[15] Batch [750]	Speed: 250.80 samples/sec	Train-top_k_accuracy_5=0.717461
INFO:root:Epoch[15] Batch [800]	Speed: 246.74 samples/sec	Train-accuracy=0.475352
INFO:root:Epoch[15] Batch [800]	Speed: 246.74 samples/sec	Train-top_k_accuracy_5=0.721758
INFO:root:Epoch[15] Batch [850]	Speed: 249.32 samples/sec	Train-accuracy=0.477617
INFO:root:Epoch[15] Batch [850]	Speed: 249.32 samples/sec	Train-top_k_accuracy_5=0.726562
INFO:root:Epoch[15] Batch [900]	Speed: 250.41 samples/sec	Train-accuracy=0.476055
INFO:root:Epoch[15] Batch [900]	Speed: 250.41 samples/sec	Train-top_k_accuracy_5=0.723789
INFO:root:Epoch[15] Batch [950]	Speed: 242.20 samples/sec	Train-accuracy=0.480234
INFO:root:Epoch[15] Batch [950]	Speed: 242.20 samples/sec	Train-top_k_accuracy_5=0.724609
INFO:root:Epoch[15] Batch [1000]	Speed: 244.87 samples/sec	Train-accuracy=0.474727
INFO:root:Epoch[15] Batch [1000]	Speed: 244.87 samples/sec	Train-top_k_accuracy_5=0.719102
INFO:root:Epoch[15] Batch [1050]	Speed: 242.37 samples/sec	Train-accuracy=0.479180
INFO:root:Epoch[15] Batch [1050]	Speed: 242.37 samples/sec	Train-top_k_accuracy_5=0.720742
INFO:root:Epoch[15] Batch [1100]	Speed: 249.14 samples/sec	Train-accuracy=0.477266
INFO:root:Epoch[15] Batch [1100]	Speed: 249.14 samples/sec	Train-top_k_accuracy_5=0.721719
INFO:root:Epoch[15] Batch [1150]	Speed: 249.43 samples/sec	Train-accuracy=0.474180
INFO:root:Epoch[15] Batch [1150]	Speed: 249.43 samples/sec	Train-top_k_accuracy_5=0.716484
INFO:root:Epoch[15] Batch [1200]	Speed: 250.20 samples/sec	Train-accuracy=0.476953
INFO:root:Epoch[15] Batch [1200]	Speed: 250.20 samples/sec	Train-top_k_accuracy_5=0.722344
INFO:root:Epoch[15] Batch [1250]	Speed: 251.00 samples/sec	Train-accuracy=0.476250
INFO:root:Epoch[15] Batch [1250]	Speed: 251.00 samples/sec	Train-top_k_accuracy_5=0.721875
INFO:root:Epoch[15] Batch [1300]	Speed: 245.65 samples/sec	Train-accuracy=0.474766
INFO:root:Epoch[15] Batch [1300]	Speed: 245.65 samples/sec	Train-top_k_accuracy_5=0.724414
INFO:root:Epoch[15] Batch [1350]	Speed: 251.70 samples/sec	Train-accuracy=0.477148
INFO:root:Epoch[15] Batch [1350]	Speed: 251.70 samples/sec	Train-top_k_accuracy_5=0.718359
INFO:root:Epoch[15] Batch [1400]	Speed: 250.29 samples/sec	Train-accuracy=0.476680
INFO:root:Epoch[15] Batch [1400]	Speed: 250.29 samples/sec	Train-top_k_accuracy_5=0.724414
INFO:root:Epoch[15] Batch [1450]	Speed: 247.87 samples/sec	Train-accuracy=0.479297
INFO:root:Epoch[15] Batch [1450]	Speed: 247.87 samples/sec	Train-top_k_accuracy_5=0.723672
INFO:root:Epoch[15] Batch [1500]	Speed: 250.46 samples/sec	Train-accuracy=0.474297
INFO:root:Epoch[15] Batch [1500]	Speed: 250.46 samples/sec	Train-top_k_accuracy_5=0.720664
INFO:root:Epoch[15] Batch [1550]	Speed: 244.90 samples/sec	Train-accuracy=0.476680
INFO:root:Epoch[15] Batch [1550]	Speed: 244.90 samples/sec	Train-top_k_accuracy_5=0.724453
INFO:root:Epoch[15] Batch [1600]	Speed: 249.10 samples/sec	Train-accuracy=0.479805
INFO:root:Epoch[15] Batch [1600]	Speed: 249.10 samples/sec	Train-top_k_accuracy_5=0.728711
INFO:root:Epoch[15] Batch [1650]	Speed: 249.38 samples/sec	Train-accuracy=0.475547
INFO:root:Epoch[15] Batch [1650]	Speed: 249.38 samples/sec	Train-top_k_accuracy_5=0.723789
INFO:root:Epoch[15] Batch [1700]	Speed: 253.03 samples/sec	Train-accuracy=0.483281
INFO:root:Epoch[15] Batch [1700]	Speed: 253.03 samples/sec	Train-top_k_accuracy_5=0.726289
INFO:root:Epoch[15] Batch [1750]	Speed: 246.44 samples/sec	Train-accuracy=0.482383
INFO:root:Epoch[15] Batch [1750]	Speed: 246.44 samples/sec	Train-top_k_accuracy_5=0.721523
INFO:root:Epoch[15] Batch [1800]	Speed: 242.19 samples/sec	Train-accuracy=0.473945
INFO:root:Epoch[15] Batch [1800]	Speed: 242.19 samples/sec	Train-top_k_accuracy_5=0.722734
INFO:root:Epoch[15] Batch [1850]	Speed: 249.27 samples/sec	Train-accuracy=0.472187
INFO:root:Epoch[15] Batch [1850]	Speed: 249.27 samples/sec	Train-top_k_accuracy_5=0.722656
INFO:root:Epoch[15] Batch [1900]	Speed: 246.69 samples/sec	Train-accuracy=0.476211
INFO:root:Epoch[15] Batch [1900]	Speed: 246.69 samples/sec	Train-top_k_accuracy_5=0.723516
INFO:root:Epoch[15] Batch [1950]	Speed: 254.52 samples/sec	Train-accuracy=0.473086
INFO:root:Epoch[15] Batch [1950]	Speed: 254.52 samples/sec	Train-top_k_accuracy_5=0.719648
INFO:root:Epoch[15] Batch [2000]	Speed: 253.34 samples/sec	Train-accuracy=0.485234
INFO:root:Epoch[15] Batch [2000]	Speed: 253.34 samples/sec	Train-top_k_accuracy_5=0.729258
INFO:root:Epoch[15] Batch [2050]	Speed: 257.35 samples/sec	Train-accuracy=0.476289
INFO:root:Epoch[15] Batch [2050]	Speed: 257.35 samples/sec	Train-top_k_accuracy_5=0.723516
INFO:root:Epoch[15] Batch [2100]	Speed: 250.28 samples/sec	Train-accuracy=0.478047
INFO:root:Epoch[15] Batch [2100]	Speed: 250.28 samples/sec	Train-top_k_accuracy_5=0.724336
INFO:root:Epoch[15] Batch [2150]	Speed: 256.24 samples/sec	Train-accuracy=0.474375
INFO:root:Epoch[15] Batch [2150]	Speed: 256.24 samples/sec	Train-top_k_accuracy_5=0.720508
INFO:root:Epoch[15] Batch [2200]	Speed: 246.33 samples/sec	Train-accuracy=0.477773
INFO:root:Epoch[15] Batch [2200]	Speed: 246.33 samples/sec	Train-top_k_accuracy_5=0.723750
INFO:root:Epoch[15] Batch [2250]	Speed: 245.01 samples/sec	Train-accuracy=0.478477
INFO:root:Epoch[15] Batch [2250]	Speed: 245.01 samples/sec	Train-top_k_accuracy_5=0.724336
INFO:root:Epoch[15] Batch [2300]	Speed: 256.24 samples/sec	Train-accuracy=0.476094
INFO:root:Epoch[15] Batch [2300]	Speed: 256.24 samples/sec	Train-top_k_accuracy_5=0.722422
INFO:root:Epoch[15] Batch [2350]	Speed: 256.33 samples/sec	Train-accuracy=0.475625
INFO:root:Epoch[15] Batch [2350]	Speed: 256.33 samples/sec	Train-top_k_accuracy_5=0.722383
INFO:root:Epoch[15] Batch [2400]	Speed: 251.96 samples/sec	Train-accuracy=0.474570
INFO:root:Epoch[15] Batch [2400]	Speed: 251.96 samples/sec	Train-top_k_accuracy_5=0.719023
INFO:root:Epoch[15] Batch [2450]	Speed: 250.12 samples/sec	Train-accuracy=0.481836
INFO:root:Epoch[15] Batch [2450]	Speed: 250.12 samples/sec	Train-top_k_accuracy_5=0.727070
INFO:root:Epoch[15] Batch [2500]	Speed: 247.76 samples/sec	Train-accuracy=0.480078
INFO:root:Epoch[15] Batch [2500]	Speed: 247.76 samples/sec	Train-top_k_accuracy_5=0.718906
INFO:root:Epoch[15] Resetting Data Iterator
INFO:root:Epoch[15] Time cost=5127.050
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0016.params"
INFO:root:Epoch[15] Validation-accuracy=0.536531
INFO:root:Epoch[15] Validation-top_k_accuracy_5=0.787827
INFO:root:Epoch[16] Batch [50]	Speed: 263.85 samples/sec	Train-accuracy=0.483516
INFO:root:Epoch[16] Batch [50]	Speed: 263.85 samples/sec	Train-top_k_accuracy_5=0.729141
INFO:root:Epoch[16] Batch [100]	Speed: 254.08 samples/sec	Train-accuracy=0.484414
INFO:root:Epoch[16] Batch [100]	Speed: 254.08 samples/sec	Train-top_k_accuracy_5=0.726758
INFO:root:Epoch[16] Batch [150]	Speed: 248.85 samples/sec	Train-accuracy=0.480703
INFO:root:Epoch[16] Batch [150]	Speed: 248.85 samples/sec	Train-top_k_accuracy_5=0.730156
INFO:root:Epoch[16] Batch [200]	Speed: 246.32 samples/sec	Train-accuracy=0.474727
INFO:root:Epoch[16] Batch [200]	Speed: 246.32 samples/sec	Train-top_k_accuracy_5=0.721328
INFO:root:Epoch[16] Batch [250]	Speed: 246.31 samples/sec	Train-accuracy=0.482383
INFO:root:Epoch[16] Batch [250]	Speed: 246.31 samples/sec	Train-top_k_accuracy_5=0.728516
INFO:root:Epoch[16] Batch [300]	Speed: 250.03 samples/sec	Train-accuracy=0.479023
INFO:root:Epoch[16] Batch [300]	Speed: 250.03 samples/sec	Train-top_k_accuracy_5=0.727109
INFO:root:Epoch[16] Batch [350]	Speed: 253.20 samples/sec	Train-accuracy=0.477305
INFO:root:Epoch[16] Batch [350]	Speed: 253.20 samples/sec	Train-top_k_accuracy_5=0.721953
INFO:root:Epoch[16] Batch [400]	Speed: 254.54 samples/sec	Train-accuracy=0.473906
INFO:root:Epoch[16] Batch [400]	Speed: 254.54 samples/sec	Train-top_k_accuracy_5=0.719023
INFO:root:Epoch[16] Batch [450]	Speed: 251.84 samples/sec	Train-accuracy=0.475430
INFO:root:Epoch[16] Batch [450]	Speed: 251.84 samples/sec	Train-top_k_accuracy_5=0.720859
INFO:root:Epoch[16] Batch [500]	Speed: 242.27 samples/sec	Train-accuracy=0.476641
INFO:root:Epoch[16] Batch [500]	Speed: 242.27 samples/sec	Train-top_k_accuracy_5=0.725430
INFO:root:Epoch[16] Batch [550]	Speed: 242.19 samples/sec	Train-accuracy=0.482578
INFO:root:Epoch[16] Batch [550]	Speed: 242.19 samples/sec	Train-top_k_accuracy_5=0.728672
INFO:root:Epoch[16] Batch [600]	Speed: 247.58 samples/sec	Train-accuracy=0.477852
INFO:root:Epoch[16] Batch [600]	Speed: 247.58 samples/sec	Train-top_k_accuracy_5=0.723359
INFO:root:Epoch[16] Batch [650]	Speed: 247.88 samples/sec	Train-accuracy=0.477109
INFO:root:Epoch[16] Batch [650]	Speed: 247.88 samples/sec	Train-top_k_accuracy_5=0.722266
INFO:root:Epoch[16] Batch [700]	Speed: 247.59 samples/sec	Train-accuracy=0.482266
INFO:root:Epoch[16] Batch [700]	Speed: 247.59 samples/sec	Train-top_k_accuracy_5=0.729727
INFO:root:Epoch[16] Batch [750]	Speed: 246.38 samples/sec	Train-accuracy=0.477930
INFO:root:Epoch[16] Batch [750]	Speed: 246.38 samples/sec	Train-top_k_accuracy_5=0.722070
INFO:root:Epoch[16] Batch [800]	Speed: 247.73 samples/sec	Train-accuracy=0.476445
INFO:root:Epoch[16] Batch [800]	Speed: 247.73 samples/sec	Train-top_k_accuracy_5=0.720977
INFO:root:Epoch[16] Batch [850]	Speed: 249.32 samples/sec	Train-accuracy=0.477461
INFO:root:Epoch[16] Batch [850]	Speed: 249.32 samples/sec	Train-top_k_accuracy_5=0.725469
INFO:root:Epoch[16] Batch [900]	Speed: 254.57 samples/sec	Train-accuracy=0.476289
INFO:root:Epoch[16] Batch [900]	Speed: 254.57 samples/sec	Train-top_k_accuracy_5=0.720898
INFO:root:Epoch[16] Batch [950]	Speed: 248.98 samples/sec	Train-accuracy=0.485312
INFO:root:Epoch[16] Batch [950]	Speed: 248.98 samples/sec	Train-top_k_accuracy_5=0.726016
INFO:root:Epoch[16] Batch [1000]	Speed: 254.09 samples/sec	Train-accuracy=0.478789
INFO:root:Epoch[16] Batch [1000]	Speed: 254.09 samples/sec	Train-top_k_accuracy_5=0.723633
INFO:root:Epoch[16] Batch [1050]	Speed: 255.28 samples/sec	Train-accuracy=0.479883
INFO:root:Epoch[16] Batch [1050]	Speed: 255.28 samples/sec	Train-top_k_accuracy_5=0.723516
INFO:root:Epoch[16] Batch [1100]	Speed: 249.54 samples/sec	Train-accuracy=0.481328
INFO:root:Epoch[16] Batch [1100]	Speed: 249.54 samples/sec	Train-top_k_accuracy_5=0.723945
INFO:root:Epoch[16] Batch [1150]	Speed: 250.43 samples/sec	Train-accuracy=0.473516
INFO:root:Epoch[16] Batch [1150]	Speed: 250.43 samples/sec	Train-top_k_accuracy_5=0.719648
INFO:root:Epoch[16] Batch [1200]	Speed: 248.73 samples/sec	Train-accuracy=0.474531
INFO:root:Epoch[16] Batch [1200]	Speed: 248.73 samples/sec	Train-top_k_accuracy_5=0.720859
INFO:root:Epoch[16] Batch [1250]	Speed: 249.79 samples/sec	Train-accuracy=0.484023
INFO:root:Epoch[16] Batch [1250]	Speed: 249.79 samples/sec	Train-top_k_accuracy_5=0.726758
INFO:root:Epoch[16] Batch [1300]	Speed: 248.06 samples/sec	Train-accuracy=0.476328
INFO:root:Epoch[16] Batch [1300]	Speed: 248.06 samples/sec	Train-top_k_accuracy_5=0.728477
INFO:root:Epoch[16] Batch [1350]	Speed: 254.22 samples/sec	Train-accuracy=0.482539
INFO:root:Epoch[16] Batch [1350]	Speed: 254.22 samples/sec	Train-top_k_accuracy_5=0.722539
INFO:root:Epoch[16] Batch [1400]	Speed: 245.24 samples/sec	Train-accuracy=0.481211
INFO:root:Epoch[16] Batch [1400]	Speed: 245.24 samples/sec	Train-top_k_accuracy_5=0.729023
INFO:root:Epoch[16] Batch [1450]	Speed: 249.73 samples/sec	Train-accuracy=0.481445
INFO:root:Epoch[16] Batch [1450]	Speed: 249.73 samples/sec	Train-top_k_accuracy_5=0.724961
INFO:root:Epoch[16] Batch [1500]	Speed: 248.01 samples/sec	Train-accuracy=0.473828
INFO:root:Epoch[16] Batch [1500]	Speed: 248.01 samples/sec	Train-top_k_accuracy_5=0.723320
INFO:root:Epoch[16] Batch [1550]	Speed: 241.65 samples/sec	Train-accuracy=0.480625
INFO:root:Epoch[16] Batch [1550]	Speed: 241.65 samples/sec	Train-top_k_accuracy_5=0.722930
INFO:root:Epoch[16] Batch [1600]	Speed: 243.26 samples/sec	Train-accuracy=0.486836
INFO:root:Epoch[16] Batch [1600]	Speed: 243.26 samples/sec	Train-top_k_accuracy_5=0.727227
INFO:root:Epoch[16] Batch [1650]	Speed: 244.15 samples/sec	Train-accuracy=0.477969
INFO:root:Epoch[16] Batch [1650]	Speed: 244.15 samples/sec	Train-top_k_accuracy_5=0.724102
INFO:root:Epoch[16] Batch [1700]	Speed: 243.31 samples/sec	Train-accuracy=0.478906
INFO:root:Epoch[16] Batch [1700]	Speed: 243.31 samples/sec	Train-top_k_accuracy_5=0.728906
INFO:root:Epoch[16] Batch [1750]	Speed: 247.11 samples/sec	Train-accuracy=0.481055
INFO:root:Epoch[16] Batch [1750]	Speed: 247.11 samples/sec	Train-top_k_accuracy_5=0.724609
INFO:root:Epoch[16] Batch [1800]	Speed: 248.47 samples/sec	Train-accuracy=0.479844
INFO:root:Epoch[16] Batch [1800]	Speed: 248.47 samples/sec	Train-top_k_accuracy_5=0.725195
INFO:root:Epoch[16] Batch [1850]	Speed: 252.00 samples/sec	Train-accuracy=0.479844
INFO:root:Epoch[16] Batch [1850]	Speed: 252.00 samples/sec	Train-top_k_accuracy_5=0.724961
INFO:root:Epoch[16] Batch [1900]	Speed: 244.82 samples/sec	Train-accuracy=0.480234
INFO:root:Epoch[16] Batch [1900]	Speed: 244.82 samples/sec	Train-top_k_accuracy_5=0.722812
INFO:root:Epoch[16] Batch [1950]	Speed: 242.69 samples/sec	Train-accuracy=0.479258
INFO:root:Epoch[16] Batch [1950]	Speed: 242.69 samples/sec	Train-top_k_accuracy_5=0.721758
INFO:root:Epoch[16] Batch [2000]	Speed: 243.22 samples/sec	Train-accuracy=0.486563
INFO:root:Epoch[16] Batch [2000]	Speed: 243.22 samples/sec	Train-top_k_accuracy_5=0.731211
INFO:root:Epoch[16] Batch [2050]	Speed: 249.99 samples/sec	Train-accuracy=0.475664
INFO:root:Epoch[16] Batch [2050]	Speed: 249.99 samples/sec	Train-top_k_accuracy_5=0.723477
INFO:root:Epoch[16] Batch [2100]	Speed: 248.78 samples/sec	Train-accuracy=0.478555
INFO:root:Epoch[16] Batch [2100]	Speed: 248.78 samples/sec	Train-top_k_accuracy_5=0.726992
INFO:root:Epoch[16] Batch [2150]	Speed: 250.67 samples/sec	Train-accuracy=0.483398
INFO:root:Epoch[16] Batch [2150]	Speed: 250.67 samples/sec	Train-top_k_accuracy_5=0.719766
INFO:root:Epoch[16] Batch [2200]	Speed: 251.92 samples/sec	Train-accuracy=0.482422
INFO:root:Epoch[16] Batch [2200]	Speed: 251.92 samples/sec	Train-top_k_accuracy_5=0.725977
INFO:root:Epoch[16] Batch [2250]	Speed: 245.00 samples/sec	Train-accuracy=0.477891
INFO:root:Epoch[16] Batch [2250]	Speed: 245.00 samples/sec	Train-top_k_accuracy_5=0.722812
INFO:root:Epoch[16] Batch [2300]	Speed: 246.84 samples/sec	Train-accuracy=0.479297
INFO:root:Epoch[16] Batch [2300]	Speed: 246.84 samples/sec	Train-top_k_accuracy_5=0.723984
INFO:root:Epoch[16] Batch [2350]	Speed: 243.17 samples/sec	Train-accuracy=0.481016
INFO:root:Epoch[16] Batch [2350]	Speed: 243.17 samples/sec	Train-top_k_accuracy_5=0.728789
INFO:root:Epoch[16] Batch [2400]	Speed: 244.17 samples/sec	Train-accuracy=0.478672
INFO:root:Epoch[16] Batch [2400]	Speed: 244.17 samples/sec	Train-top_k_accuracy_5=0.724063
INFO:root:Epoch[16] Batch [2450]	Speed: 245.01 samples/sec	Train-accuracy=0.486133
INFO:root:Epoch[16] Batch [2450]	Speed: 245.01 samples/sec	Train-top_k_accuracy_5=0.728086
INFO:root:Epoch[16] Batch [2500]	Speed: 243.42 samples/sec	Train-accuracy=0.481563
INFO:root:Epoch[16] Batch [2500]	Speed: 243.42 samples/sec	Train-top_k_accuracy_5=0.723711
INFO:root:Epoch[16] Resetting Data Iterator
INFO:root:Epoch[16] Time cost=5160.573
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0017.params"
INFO:root:Epoch[16] Validation-accuracy=0.527184
INFO:root:Epoch[16] Validation-top_k_accuracy_5=0.778420
INFO:root:Epoch[17] Batch [50]	Speed: 258.58 samples/sec	Train-accuracy=0.484961
INFO:root:Epoch[17] Batch [50]	Speed: 258.58 samples/sec	Train-top_k_accuracy_5=0.730977
INFO:root:Epoch[17] Batch [100]	Speed: 275.41 samples/sec	Train-accuracy=0.478125
INFO:root:Epoch[17] Batch [100]	Speed: 275.41 samples/sec	Train-top_k_accuracy_5=0.723555
INFO:root:Epoch[17] Batch [150]	Speed: 267.20 samples/sec	Train-accuracy=0.482266
INFO:root:Epoch[17] Batch [150]	Speed: 267.20 samples/sec	Train-top_k_accuracy_5=0.729141
INFO:root:Epoch[17] Batch [200]	Speed: 265.19 samples/sec	Train-accuracy=0.481406
INFO:root:Epoch[17] Batch [200]	Speed: 265.19 samples/sec	Train-top_k_accuracy_5=0.722617
INFO:root:Epoch[17] Batch [250]	Speed: 267.30 samples/sec	Train-accuracy=0.486094
INFO:root:Epoch[17] Batch [250]	Speed: 267.30 samples/sec	Train-top_k_accuracy_5=0.730313
INFO:root:Epoch[17] Batch [300]	Speed: 268.62 samples/sec	Train-accuracy=0.482461
INFO:root:Epoch[17] Batch [300]	Speed: 268.62 samples/sec	Train-top_k_accuracy_5=0.723828
INFO:root:Epoch[17] Batch [350]	Speed: 265.82 samples/sec	Train-accuracy=0.478672
INFO:root:Epoch[17] Batch [350]	Speed: 265.82 samples/sec	Train-top_k_accuracy_5=0.723828
INFO:root:Epoch[17] Batch [400]	Speed: 268.43 samples/sec	Train-accuracy=0.482227
INFO:root:Epoch[17] Batch [400]	Speed: 268.43 samples/sec	Train-top_k_accuracy_5=0.729688
INFO:root:Epoch[17] Batch [450]	Speed: 267.08 samples/sec	Train-accuracy=0.475938
INFO:root:Epoch[17] Batch [450]	Speed: 267.08 samples/sec	Train-top_k_accuracy_5=0.724336
INFO:root:Epoch[17] Batch [500]	Speed: 260.99 samples/sec	Train-accuracy=0.480312
INFO:root:Epoch[17] Batch [500]	Speed: 260.99 samples/sec	Train-top_k_accuracy_5=0.723750
INFO:root:Epoch[17] Batch [550]	Speed: 273.38 samples/sec	Train-accuracy=0.486328
INFO:root:Epoch[17] Batch [550]	Speed: 273.38 samples/sec	Train-top_k_accuracy_5=0.729688
INFO:root:Epoch[17] Batch [600]	Speed: 264.42 samples/sec	Train-accuracy=0.481523
INFO:root:Epoch[17] Batch [600]	Speed: 264.42 samples/sec	Train-top_k_accuracy_5=0.722930
INFO:root:Epoch[17] Batch [650]	Speed: 272.31 samples/sec	Train-accuracy=0.482891
INFO:root:Epoch[17] Batch [650]	Speed: 272.31 samples/sec	Train-top_k_accuracy_5=0.722578
INFO:root:Epoch[17] Batch [700]	Speed: 272.14 samples/sec	Train-accuracy=0.482891
INFO:root:Epoch[17] Batch [700]	Speed: 272.14 samples/sec	Train-top_k_accuracy_5=0.725469
INFO:root:Epoch[17] Batch [750]	Speed: 265.83 samples/sec	Train-accuracy=0.483906
INFO:root:Epoch[17] Batch [750]	Speed: 265.83 samples/sec	Train-top_k_accuracy_5=0.725000
INFO:root:Epoch[17] Batch [800]	Speed: 267.23 samples/sec	Train-accuracy=0.477422
INFO:root:Epoch[17] Batch [800]	Speed: 267.23 samples/sec	Train-top_k_accuracy_5=0.724375
INFO:root:Epoch[17] Batch [850]	Speed: 267.63 samples/sec	Train-accuracy=0.482031
INFO:root:Epoch[17] Batch [850]	Speed: 267.63 samples/sec	Train-top_k_accuracy_5=0.727383
INFO:root:Epoch[17] Batch [900]	Speed: 270.42 samples/sec	Train-accuracy=0.480508
INFO:root:Epoch[17] Batch [900]	Speed: 270.42 samples/sec	Train-top_k_accuracy_5=0.727734
INFO:root:Epoch[17] Batch [950]	Speed: 275.10 samples/sec	Train-accuracy=0.480352
INFO:root:Epoch[17] Batch [950]	Speed: 275.10 samples/sec	Train-top_k_accuracy_5=0.726250
INFO:root:Epoch[17] Batch [1000]	Speed: 271.71 samples/sec	Train-accuracy=0.483789
INFO:root:Epoch[17] Batch [1000]	Speed: 271.71 samples/sec	Train-top_k_accuracy_5=0.730820
INFO:root:Epoch[17] Batch [1050]	Speed: 262.86 samples/sec	Train-accuracy=0.479414
INFO:root:Epoch[17] Batch [1050]	Speed: 262.86 samples/sec	Train-top_k_accuracy_5=0.723516
INFO:root:Epoch[17] Batch [1100]	Speed: 265.77 samples/sec	Train-accuracy=0.482344
INFO:root:Epoch[17] Batch [1100]	Speed: 265.77 samples/sec	Train-top_k_accuracy_5=0.727187
INFO:root:Epoch[17] Batch [1150]	Speed: 262.42 samples/sec	Train-accuracy=0.480430
INFO:root:Epoch[17] Batch [1150]	Speed: 262.42 samples/sec	Train-top_k_accuracy_5=0.725781
INFO:root:Epoch[17] Batch [1200]	Speed: 264.50 samples/sec	Train-accuracy=0.481875
INFO:root:Epoch[17] Batch [1200]	Speed: 264.50 samples/sec	Train-top_k_accuracy_5=0.723711
INFO:root:Epoch[17] Batch [1250]	Speed: 268.86 samples/sec	Train-accuracy=0.478945
INFO:root:Epoch[17] Batch [1250]	Speed: 268.86 samples/sec	Train-top_k_accuracy_5=0.724805
INFO:root:Epoch[17] Batch [1300]	Speed: 259.57 samples/sec	Train-accuracy=0.483320
INFO:root:Epoch[17] Batch [1300]	Speed: 259.57 samples/sec	Train-top_k_accuracy_5=0.727461
INFO:root:Epoch[17] Batch [1350]	Speed: 244.82 samples/sec	Train-accuracy=0.478867
INFO:root:Epoch[17] Batch [1350]	Speed: 244.82 samples/sec	Train-top_k_accuracy_5=0.721172
INFO:root:Epoch[17] Batch [1400]	Speed: 249.41 samples/sec	Train-accuracy=0.483750
INFO:root:Epoch[17] Batch [1400]	Speed: 249.41 samples/sec	Train-top_k_accuracy_5=0.728984
INFO:root:Epoch[17] Batch [1450]	Speed: 249.59 samples/sec	Train-accuracy=0.484531
INFO:root:Epoch[17] Batch [1450]	Speed: 249.59 samples/sec	Train-top_k_accuracy_5=0.729375
INFO:root:Epoch[17] Batch [1500]	Speed: 250.90 samples/sec	Train-accuracy=0.479453
INFO:root:Epoch[17] Batch [1500]	Speed: 250.90 samples/sec	Train-top_k_accuracy_5=0.728672
INFO:root:Epoch[17] Batch [1550]	Speed: 246.45 samples/sec	Train-accuracy=0.480977
INFO:root:Epoch[17] Batch [1550]	Speed: 246.45 samples/sec	Train-top_k_accuracy_5=0.726016
INFO:root:Epoch[17] Batch [1600]	Speed: 248.78 samples/sec	Train-accuracy=0.491289
INFO:root:Epoch[17] Batch [1600]	Speed: 248.78 samples/sec	Train-top_k_accuracy_5=0.733320
INFO:root:Epoch[17] Batch [1650]	Speed: 250.83 samples/sec	Train-accuracy=0.479805
INFO:root:Epoch[17] Batch [1650]	Speed: 250.83 samples/sec	Train-top_k_accuracy_5=0.723359
INFO:root:Epoch[17] Batch [1700]	Speed: 249.62 samples/sec	Train-accuracy=0.486445
INFO:root:Epoch[17] Batch [1700]	Speed: 249.62 samples/sec	Train-top_k_accuracy_5=0.732305
INFO:root:Epoch[17] Batch [1750]	Speed: 249.25 samples/sec	Train-accuracy=0.488789
INFO:root:Epoch[17] Batch [1750]	Speed: 249.25 samples/sec	Train-top_k_accuracy_5=0.730664
INFO:root:Epoch[17] Batch [1800]	Speed: 249.77 samples/sec	Train-accuracy=0.482617
INFO:root:Epoch[17] Batch [1800]	Speed: 249.77 samples/sec	Train-top_k_accuracy_5=0.727266
INFO:root:Epoch[17] Batch [1850]	Speed: 245.58 samples/sec	Train-accuracy=0.485000
INFO:root:Epoch[17] Batch [1850]	Speed: 245.58 samples/sec	Train-top_k_accuracy_5=0.725508
INFO:root:Epoch[17] Batch [1900]	Speed: 252.78 samples/sec	Train-accuracy=0.482695
INFO:root:Epoch[17] Batch [1900]	Speed: 252.78 samples/sec	Train-top_k_accuracy_5=0.727891
INFO:root:Epoch[17] Batch [1950]	Speed: 245.51 samples/sec	Train-accuracy=0.479180
INFO:root:Epoch[17] Batch [1950]	Speed: 245.51 samples/sec	Train-top_k_accuracy_5=0.723242
INFO:root:Epoch[17] Batch [2000]	Speed: 245.99 samples/sec	Train-accuracy=0.488789
INFO:root:Epoch[17] Batch [2000]	Speed: 245.99 samples/sec	Train-top_k_accuracy_5=0.729219
INFO:root:Epoch[17] Batch [2050]	Speed: 244.13 samples/sec	Train-accuracy=0.480781
INFO:root:Epoch[17] Batch [2050]	Speed: 244.13 samples/sec	Train-top_k_accuracy_5=0.725078
INFO:root:Epoch[17] Batch [2100]	Speed: 248.20 samples/sec	Train-accuracy=0.479844
INFO:root:Epoch[17] Batch [2100]	Speed: 248.20 samples/sec	Train-top_k_accuracy_5=0.724766
INFO:root:Epoch[17] Batch [2150]	Speed: 253.22 samples/sec	Train-accuracy=0.482617
INFO:root:Epoch[17] Batch [2150]	Speed: 253.22 samples/sec	Train-top_k_accuracy_5=0.726094
INFO:root:Epoch[17] Batch [2200]	Speed: 248.76 samples/sec	Train-accuracy=0.482070
INFO:root:Epoch[17] Batch [2200]	Speed: 248.76 samples/sec	Train-top_k_accuracy_5=0.727852
INFO:root:Epoch[17] Batch [2250]	Speed: 254.22 samples/sec	Train-accuracy=0.484648
INFO:root:Epoch[17] Batch [2250]	Speed: 254.22 samples/sec	Train-top_k_accuracy_5=0.728555
INFO:root:Epoch[17] Batch [2300]	Speed: 248.67 samples/sec	Train-accuracy=0.483086
INFO:root:Epoch[17] Batch [2300]	Speed: 248.67 samples/sec	Train-top_k_accuracy_5=0.725859
INFO:root:Epoch[17] Batch [2350]	Speed: 247.10 samples/sec	Train-accuracy=0.480352
INFO:root:Epoch[17] Batch [2350]	Speed: 247.10 samples/sec	Train-top_k_accuracy_5=0.725977
INFO:root:Epoch[17] Batch [2400]	Speed: 251.17 samples/sec	Train-accuracy=0.480664
INFO:root:Epoch[17] Batch [2400]	Speed: 251.17 samples/sec	Train-top_k_accuracy_5=0.724609
INFO:root:Epoch[17] Batch [2450]	Speed: 245.25 samples/sec	Train-accuracy=0.487656
INFO:root:Epoch[17] Batch [2450]	Speed: 245.25 samples/sec	Train-top_k_accuracy_5=0.731055
INFO:root:Epoch[17] Batch [2500]	Speed: 255.38 samples/sec	Train-accuracy=0.481289
INFO:root:Epoch[17] Batch [2500]	Speed: 255.38 samples/sec	Train-top_k_accuracy_5=0.724844
INFO:root:Epoch[17] Resetting Data Iterator
INFO:root:Epoch[17] Time cost=4963.785
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0018.params"
INFO:root:Epoch[17] Validation-accuracy=0.533044
INFO:root:Epoch[17] Validation-top_k_accuracy_5=0.784120
INFO:root:Epoch[18] Batch [50]	Speed: 294.27 samples/sec	Train-accuracy=0.494063
INFO:root:Epoch[18] Batch [50]	Speed: 294.27 samples/sec	Train-top_k_accuracy_5=0.737187
INFO:root:Epoch[18] Batch [100]	Speed: 274.53 samples/sec	Train-accuracy=0.484883
INFO:root:Epoch[18] Batch [100]	Speed: 274.53 samples/sec	Train-top_k_accuracy_5=0.728867
INFO:root:Epoch[18] Batch [150]	Speed: 274.92 samples/sec	Train-accuracy=0.482773
INFO:root:Epoch[18] Batch [150]	Speed: 274.92 samples/sec	Train-top_k_accuracy_5=0.730859
INFO:root:Epoch[18] Batch [200]	Speed: 281.37 samples/sec	Train-accuracy=0.479805
INFO:root:Epoch[18] Batch [200]	Speed: 281.37 samples/sec	Train-top_k_accuracy_5=0.724648
INFO:root:Epoch[18] Batch [250]	Speed: 276.50 samples/sec	Train-accuracy=0.488672
INFO:root:Epoch[18] Batch [250]	Speed: 276.50 samples/sec	Train-top_k_accuracy_5=0.731719
INFO:root:Epoch[18] Batch [300]	Speed: 293.10 samples/sec	Train-accuracy=0.485312
INFO:root:Epoch[18] Batch [300]	Speed: 293.10 samples/sec	Train-top_k_accuracy_5=0.725156
INFO:root:Epoch[18] Batch [350]	Speed: 290.86 samples/sec	Train-accuracy=0.480391
INFO:root:Epoch[18] Batch [350]	Speed: 290.86 samples/sec	Train-top_k_accuracy_5=0.725977
INFO:root:Epoch[18] Batch [400]	Speed: 292.72 samples/sec	Train-accuracy=0.478828
INFO:root:Epoch[18] Batch [400]	Speed: 292.72 samples/sec	Train-top_k_accuracy_5=0.724844
INFO:root:Epoch[18] Batch [450]	Speed: 297.31 samples/sec	Train-accuracy=0.480508
INFO:root:Epoch[18] Batch [450]	Speed: 297.31 samples/sec	Train-top_k_accuracy_5=0.728242
INFO:root:Epoch[18] Batch [500]	Speed: 266.40 samples/sec	Train-accuracy=0.484883
INFO:root:Epoch[18] Batch [500]	Speed: 266.40 samples/sec	Train-top_k_accuracy_5=0.731484
INFO:root:Epoch[18] Batch [550]	Speed: 268.45 samples/sec	Train-accuracy=0.481992
INFO:root:Epoch[18] Batch [550]	Speed: 268.45 samples/sec	Train-top_k_accuracy_5=0.727031
INFO:root:Epoch[18] Batch [600]	Speed: 297.51 samples/sec	Train-accuracy=0.482344
INFO:root:Epoch[18] Batch [600]	Speed: 297.51 samples/sec	Train-top_k_accuracy_5=0.723984
INFO:root:Epoch[18] Batch [650]	Speed: 294.69 samples/sec	Train-accuracy=0.479414
INFO:root:Epoch[18] Batch [650]	Speed: 294.69 samples/sec	Train-top_k_accuracy_5=0.724023
INFO:root:Epoch[18] Batch [700]	Speed: 292.92 samples/sec	Train-accuracy=0.486875
INFO:root:Epoch[18] Batch [700]	Speed: 292.92 samples/sec	Train-top_k_accuracy_5=0.731914
INFO:root:Epoch[18] Batch [750]	Speed: 306.26 samples/sec	Train-accuracy=0.479336
INFO:root:Epoch[18] Batch [750]	Speed: 306.26 samples/sec	Train-top_k_accuracy_5=0.726602
INFO:root:Epoch[18] Batch [800]	Speed: 301.53 samples/sec	Train-accuracy=0.481406
INFO:root:Epoch[18] Batch [800]	Speed: 301.53 samples/sec	Train-top_k_accuracy_5=0.725156
INFO:root:Epoch[18] Batch [850]	Speed: 292.84 samples/sec	Train-accuracy=0.481758
INFO:root:Epoch[18] Batch [850]	Speed: 292.84 samples/sec	Train-top_k_accuracy_5=0.730234
INFO:root:Epoch[18] Batch [900]	Speed: 306.36 samples/sec	Train-accuracy=0.481914
INFO:root:Epoch[18] Batch [900]	Speed: 306.36 samples/sec	Train-top_k_accuracy_5=0.727852
INFO:root:Epoch[18] Batch [950]	Speed: 297.03 samples/sec	Train-accuracy=0.481758
INFO:root:Epoch[18] Batch [950]	Speed: 297.03 samples/sec	Train-top_k_accuracy_5=0.725469
INFO:root:Epoch[18] Batch [1000]	Speed: 276.95 samples/sec	Train-accuracy=0.484805
INFO:root:Epoch[18] Batch [1000]	Speed: 276.95 samples/sec	Train-top_k_accuracy_5=0.728633
INFO:root:Epoch[18] Batch [1050]	Speed: 289.09 samples/sec	Train-accuracy=0.483320
INFO:root:Epoch[18] Batch [1050]	Speed: 289.09 samples/sec	Train-top_k_accuracy_5=0.725898
INFO:root:Epoch[18] Batch [1100]	Speed: 301.97 samples/sec	Train-accuracy=0.482344
INFO:root:Epoch[18] Batch [1100]	Speed: 301.97 samples/sec	Train-top_k_accuracy_5=0.725039
INFO:root:Epoch[18] Batch [1150]	Speed: 296.82 samples/sec	Train-accuracy=0.481016
INFO:root:Epoch[18] Batch [1150]	Speed: 296.82 samples/sec	Train-top_k_accuracy_5=0.726055
INFO:root:Epoch[18] Batch [1200]	Speed: 302.13 samples/sec	Train-accuracy=0.483203
INFO:root:Epoch[18] Batch [1200]	Speed: 302.13 samples/sec	Train-top_k_accuracy_5=0.727969
INFO:root:Epoch[18] Batch [1250]	Speed: 301.40 samples/sec	Train-accuracy=0.478828
INFO:root:Epoch[18] Batch [1250]	Speed: 301.40 samples/sec	Train-top_k_accuracy_5=0.725586
INFO:root:Epoch[18] Batch [1300]	Speed: 289.12 samples/sec	Train-accuracy=0.482578
INFO:root:Epoch[18] Batch [1300]	Speed: 289.12 samples/sec	Train-top_k_accuracy_5=0.730469
INFO:root:Epoch[18] Batch [1350]	Speed: 301.59 samples/sec	Train-accuracy=0.486797
INFO:root:Epoch[18] Batch [1350]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.726836
INFO:root:Epoch[18] Batch [1400]	Speed: 292.93 samples/sec	Train-accuracy=0.486719
INFO:root:Epoch[18] Batch [1400]	Speed: 292.93 samples/sec	Train-top_k_accuracy_5=0.730352
INFO:root:Epoch[18] Batch [1450]	Speed: 295.31 samples/sec	Train-accuracy=0.487773
INFO:root:Epoch[18] Batch [1450]	Speed: 295.31 samples/sec	Train-top_k_accuracy_5=0.727734
INFO:root:Epoch[18] Batch [1500]	Speed: 293.23 samples/sec	Train-accuracy=0.478008
INFO:root:Epoch[18] Batch [1500]	Speed: 293.23 samples/sec	Train-top_k_accuracy_5=0.729180
INFO:root:Epoch[18] Batch [1550]	Speed: 306.23 samples/sec	Train-accuracy=0.486094
INFO:root:Epoch[18] Batch [1550]	Speed: 306.23 samples/sec	Train-top_k_accuracy_5=0.729492
INFO:root:Epoch[18] Batch [1600]	Speed: 294.95 samples/sec	Train-accuracy=0.489414
INFO:root:Epoch[18] Batch [1600]	Speed: 294.95 samples/sec	Train-top_k_accuracy_5=0.732070
INFO:root:Epoch[18] Batch [1650]	Speed: 295.08 samples/sec	Train-accuracy=0.486758
INFO:root:Epoch[18] Batch [1650]	Speed: 295.08 samples/sec	Train-top_k_accuracy_5=0.729609
INFO:root:Epoch[18] Batch [1700]	Speed: 299.70 samples/sec	Train-accuracy=0.485859
INFO:root:Epoch[18] Batch [1700]	Speed: 299.70 samples/sec	Train-top_k_accuracy_5=0.730820
INFO:root:Epoch[18] Batch [1750]	Speed: 299.78 samples/sec	Train-accuracy=0.493047
INFO:root:Epoch[18] Batch [1750]	Speed: 299.78 samples/sec	Train-top_k_accuracy_5=0.732773
INFO:root:Epoch[18] Batch [1800]	Speed: 292.90 samples/sec	Train-accuracy=0.481133
INFO:root:Epoch[18] Batch [1800]	Speed: 292.90 samples/sec	Train-top_k_accuracy_5=0.726289
INFO:root:Epoch[18] Batch [1850]	Speed: 279.16 samples/sec	Train-accuracy=0.484492
INFO:root:Epoch[18] Batch [1850]	Speed: 279.16 samples/sec	Train-top_k_accuracy_5=0.729570
INFO:root:Epoch[18] Batch [1900]	Speed: 295.89 samples/sec	Train-accuracy=0.487773
INFO:root:Epoch[18] Batch [1900]	Speed: 295.89 samples/sec	Train-top_k_accuracy_5=0.731875
INFO:root:Epoch[18] Batch [1950]	Speed: 293.06 samples/sec	Train-accuracy=0.482461
INFO:root:Epoch[18] Batch [1950]	Speed: 293.06 samples/sec	Train-top_k_accuracy_5=0.725156
INFO:root:Epoch[18] Batch [2000]	Speed: 299.52 samples/sec	Train-accuracy=0.486875
INFO:root:Epoch[18] Batch [2000]	Speed: 299.52 samples/sec	Train-top_k_accuracy_5=0.731875
INFO:root:Epoch[18] Batch [2050]	Speed: 299.43 samples/sec	Train-accuracy=0.478242
INFO:root:Epoch[18] Batch [2050]	Speed: 299.43 samples/sec	Train-top_k_accuracy_5=0.723945
INFO:root:Epoch[18] Batch [2100]	Speed: 303.98 samples/sec	Train-accuracy=0.481016
INFO:root:Epoch[18] Batch [2100]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.726992
INFO:root:Epoch[18] Batch [2150]	Speed: 299.63 samples/sec	Train-accuracy=0.484570
INFO:root:Epoch[18] Batch [2150]	Speed: 299.63 samples/sec	Train-top_k_accuracy_5=0.730234
INFO:root:Epoch[18] Batch [2200]	Speed: 301.95 samples/sec	Train-accuracy=0.484687
INFO:root:Epoch[18] Batch [2200]	Speed: 301.95 samples/sec	Train-top_k_accuracy_5=0.729609
INFO:root:Epoch[18] Batch [2250]	Speed: 301.84 samples/sec	Train-accuracy=0.477109
INFO:root:Epoch[18] Batch [2250]	Speed: 301.84 samples/sec	Train-top_k_accuracy_5=0.727578
INFO:root:Epoch[18] Batch [2300]	Speed: 297.37 samples/sec	Train-accuracy=0.488984
INFO:root:Epoch[18] Batch [2300]	Speed: 297.37 samples/sec	Train-top_k_accuracy_5=0.732109
INFO:root:Epoch[18] Batch [2350]	Speed: 283.07 samples/sec	Train-accuracy=0.482148
INFO:root:Epoch[18] Batch [2350]	Speed: 283.07 samples/sec	Train-top_k_accuracy_5=0.729727
INFO:root:Epoch[18] Batch [2400]	Speed: 279.49 samples/sec	Train-accuracy=0.484922
INFO:root:Epoch[18] Batch [2400]	Speed: 279.49 samples/sec	Train-top_k_accuracy_5=0.729570
INFO:root:Epoch[18] Batch [2450]	Speed: 284.83 samples/sec	Train-accuracy=0.490820
INFO:root:Epoch[18] Batch [2450]	Speed: 284.83 samples/sec	Train-top_k_accuracy_5=0.732422
INFO:root:Epoch[18] Batch [2500]	Speed: 306.62 samples/sec	Train-accuracy=0.485469
INFO:root:Epoch[18] Batch [2500]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.728398
INFO:root:Epoch[18] Resetting Data Iterator
INFO:root:Epoch[18] Time cost=4379.130
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0019.params"
INFO:root:Epoch[18] Validation-accuracy=0.542411
INFO:root:Epoch[18] Validation-top_k_accuracy_5=0.789322
INFO:root:Epoch[19] Batch [50]	Speed: 273.47 samples/sec	Train-accuracy=0.490391
INFO:root:Epoch[19] Batch [50]	Speed: 273.47 samples/sec	Train-top_k_accuracy_5=0.731641
INFO:root:Epoch[19] Batch [100]	Speed: 300.46 samples/sec	Train-accuracy=0.488906
INFO:root:Epoch[19] Batch [100]	Speed: 300.46 samples/sec	Train-top_k_accuracy_5=0.731797
INFO:root:Epoch[19] Batch [150]	Speed: 295.39 samples/sec	Train-accuracy=0.485195
INFO:root:Epoch[19] Batch [150]	Speed: 295.39 samples/sec	Train-top_k_accuracy_5=0.729297
INFO:root:Epoch[19] Batch [200]	Speed: 297.59 samples/sec	Train-accuracy=0.482070
INFO:root:Epoch[19] Batch [200]	Speed: 297.59 samples/sec	Train-top_k_accuracy_5=0.726328
INFO:root:Epoch[19] Batch [250]	Speed: 301.50 samples/sec	Train-accuracy=0.489141
INFO:root:Epoch[19] Batch [250]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.727617
INFO:root:Epoch[19] Batch [300]	Speed: 301.99 samples/sec	Train-accuracy=0.491328
INFO:root:Epoch[19] Batch [300]	Speed: 301.99 samples/sec	Train-top_k_accuracy_5=0.733594
INFO:root:Epoch[19] Batch [350]	Speed: 297.47 samples/sec	Train-accuracy=0.479766
INFO:root:Epoch[19] Batch [350]	Speed: 297.47 samples/sec	Train-top_k_accuracy_5=0.723789
INFO:root:Epoch[19] Batch [400]	Speed: 306.11 samples/sec	Train-accuracy=0.477852
INFO:root:Epoch[19] Batch [400]	Speed: 306.11 samples/sec	Train-top_k_accuracy_5=0.726445
INFO:root:Epoch[19] Batch [450]	Speed: 301.88 samples/sec	Train-accuracy=0.487695
INFO:root:Epoch[19] Batch [450]	Speed: 301.88 samples/sec	Train-top_k_accuracy_5=0.728594
INFO:root:Epoch[19] Batch [500]	Speed: 280.85 samples/sec	Train-accuracy=0.487148
INFO:root:Epoch[19] Batch [500]	Speed: 280.85 samples/sec	Train-top_k_accuracy_5=0.732891
INFO:root:Epoch[19] Batch [550]	Speed: 268.87 samples/sec	Train-accuracy=0.484102
INFO:root:Epoch[19] Batch [550]	Speed: 268.87 samples/sec	Train-top_k_accuracy_5=0.736680
INFO:root:Epoch[19] Batch [600]	Speed: 259.88 samples/sec	Train-accuracy=0.489961
INFO:root:Epoch[19] Batch [600]	Speed: 259.88 samples/sec	Train-top_k_accuracy_5=0.729570
INFO:root:Epoch[19] Batch [650]	Speed: 302.76 samples/sec	Train-accuracy=0.484336
INFO:root:Epoch[19] Batch [650]	Speed: 302.76 samples/sec	Train-top_k_accuracy_5=0.728789
INFO:root:Epoch[19] Batch [700]	Speed: 266.44 samples/sec	Train-accuracy=0.488906
INFO:root:Epoch[19] Batch [700]	Speed: 266.44 samples/sec	Train-top_k_accuracy_5=0.734961
INFO:root:Epoch[19] Batch [750]	Speed: 283.87 samples/sec	Train-accuracy=0.478711
INFO:root:Epoch[19] Batch [750]	Speed: 283.87 samples/sec	Train-top_k_accuracy_5=0.724688
INFO:root:Epoch[19] Batch [800]	Speed: 306.80 samples/sec	Train-accuracy=0.480391
INFO:root:Epoch[19] Batch [800]	Speed: 306.80 samples/sec	Train-top_k_accuracy_5=0.724297
INFO:root:Epoch[19] Batch [850]	Speed: 293.01 samples/sec	Train-accuracy=0.480078
INFO:root:Epoch[19] Batch [850]	Speed: 293.01 samples/sec	Train-top_k_accuracy_5=0.729219
INFO:root:Epoch[19] Batch [900]	Speed: 306.90 samples/sec	Train-accuracy=0.484258
INFO:root:Epoch[19] Batch [900]	Speed: 306.90 samples/sec	Train-top_k_accuracy_5=0.729883
INFO:root:Epoch[19] Batch [950]	Speed: 308.82 samples/sec	Train-accuracy=0.482461
INFO:root:Epoch[19] Batch [950]	Speed: 308.82 samples/sec	Train-top_k_accuracy_5=0.732305
INFO:root:Epoch[19] Batch [1000]	Speed: 302.03 samples/sec	Train-accuracy=0.484414
INFO:root:Epoch[19] Batch [1000]	Speed: 302.03 samples/sec	Train-top_k_accuracy_5=0.729844
INFO:root:Epoch[19] Batch [1050]	Speed: 291.15 samples/sec	Train-accuracy=0.479453
INFO:root:Epoch[19] Batch [1050]	Speed: 291.15 samples/sec	Train-top_k_accuracy_5=0.727812
INFO:root:Epoch[19] Batch [1100]	Speed: 289.30 samples/sec	Train-accuracy=0.485820
INFO:root:Epoch[19] Batch [1100]	Speed: 289.30 samples/sec	Train-top_k_accuracy_5=0.731172
INFO:root:Epoch[19] Batch [1150]	Speed: 268.17 samples/sec	Train-accuracy=0.479297
INFO:root:Epoch[19] Batch [1150]	Speed: 268.17 samples/sec	Train-top_k_accuracy_5=0.726836
INFO:root:Epoch[19] Batch [1200]	Speed: 301.59 samples/sec	Train-accuracy=0.484453
INFO:root:Epoch[19] Batch [1200]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.728594
INFO:root:Epoch[19] Batch [1250]	Speed: 301.76 samples/sec	Train-accuracy=0.486133
INFO:root:Epoch[19] Batch [1250]	Speed: 301.76 samples/sec	Train-top_k_accuracy_5=0.731328
INFO:root:Epoch[19] Batch [1300]	Speed: 301.59 samples/sec	Train-accuracy=0.483281
INFO:root:Epoch[19] Batch [1300]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.725703
INFO:root:Epoch[19] Batch [1350]	Speed: 294.79 samples/sec	Train-accuracy=0.482617
INFO:root:Epoch[19] Batch [1350]	Speed: 294.79 samples/sec	Train-top_k_accuracy_5=0.726758
INFO:root:Epoch[19] Batch [1400]	Speed: 300.34 samples/sec	Train-accuracy=0.487656
INFO:root:Epoch[19] Batch [1400]	Speed: 300.34 samples/sec	Train-top_k_accuracy_5=0.730898
INFO:root:Epoch[19] Batch [1450]	Speed: 293.18 samples/sec	Train-accuracy=0.487305
INFO:root:Epoch[19] Batch [1450]	Speed: 293.18 samples/sec	Train-top_k_accuracy_5=0.727383
INFO:root:Epoch[19] Batch [1500]	Speed: 266.81 samples/sec	Train-accuracy=0.485156
INFO:root:Epoch[19] Batch [1500]	Speed: 266.81 samples/sec	Train-top_k_accuracy_5=0.727461
INFO:root:Epoch[19] Batch [1550]	Speed: 266.73 samples/sec	Train-accuracy=0.484648
INFO:root:Epoch[19] Batch [1550]	Speed: 266.73 samples/sec	Train-top_k_accuracy_5=0.726094
INFO:root:Epoch[19] Batch [1600]	Speed: 291.77 samples/sec	Train-accuracy=0.493867
INFO:root:Epoch[19] Batch [1600]	Speed: 291.77 samples/sec	Train-top_k_accuracy_5=0.735469
INFO:root:Epoch[19] Batch [1650]	Speed: 306.86 samples/sec	Train-accuracy=0.486953
INFO:root:Epoch[19] Batch [1650]	Speed: 306.86 samples/sec	Train-top_k_accuracy_5=0.729414
INFO:root:Epoch[19] Batch [1700]	Speed: 295.05 samples/sec	Train-accuracy=0.483398
INFO:root:Epoch[19] Batch [1700]	Speed: 295.05 samples/sec	Train-top_k_accuracy_5=0.731016
INFO:root:Epoch[19] Batch [1750]	Speed: 306.03 samples/sec	Train-accuracy=0.492070
INFO:root:Epoch[19] Batch [1750]	Speed: 306.03 samples/sec	Train-top_k_accuracy_5=0.733945
INFO:root:Epoch[19] Batch [1800]	Speed: 293.41 samples/sec	Train-accuracy=0.485039
INFO:root:Epoch[19] Batch [1800]	Speed: 293.41 samples/sec	Train-top_k_accuracy_5=0.730820
INFO:root:Epoch[19] Batch [1850]	Speed: 310.83 samples/sec	Train-accuracy=0.487187
INFO:root:Epoch[19] Batch [1850]	Speed: 310.83 samples/sec	Train-top_k_accuracy_5=0.732031
INFO:root:Epoch[19] Batch [1900]	Speed: 292.91 samples/sec	Train-accuracy=0.488203
INFO:root:Epoch[19] Batch [1900]	Speed: 292.91 samples/sec	Train-top_k_accuracy_5=0.729336
INFO:root:Epoch[19] Batch [1950]	Speed: 295.17 samples/sec	Train-accuracy=0.481875
INFO:root:Epoch[19] Batch [1950]	Speed: 295.17 samples/sec	Train-top_k_accuracy_5=0.724922
INFO:root:Epoch[19] Batch [2000]	Speed: 297.61 samples/sec	Train-accuracy=0.491289
INFO:root:Epoch[19] Batch [2000]	Speed: 297.61 samples/sec	Train-top_k_accuracy_5=0.735742
INFO:root:Epoch[19] Batch [2050]	Speed: 295.15 samples/sec	Train-accuracy=0.481211
INFO:root:Epoch[19] Batch [2050]	Speed: 295.15 samples/sec	Train-top_k_accuracy_5=0.731641
INFO:root:Epoch[19] Batch [2100]	Speed: 279.34 samples/sec	Train-accuracy=0.484648
INFO:root:Epoch[19] Batch [2100]	Speed: 279.34 samples/sec	Train-top_k_accuracy_5=0.730352
INFO:root:Epoch[19] Batch [2150]	Speed: 291.42 samples/sec	Train-accuracy=0.484766
INFO:root:Epoch[19] Batch [2150]	Speed: 291.42 samples/sec	Train-top_k_accuracy_5=0.730039
INFO:root:Epoch[19] Batch [2200]	Speed: 302.21 samples/sec	Train-accuracy=0.483516
INFO:root:Epoch[19] Batch [2200]	Speed: 302.21 samples/sec	Train-top_k_accuracy_5=0.731875
INFO:root:Epoch[19] Batch [2250]	Speed: 295.33 samples/sec	Train-accuracy=0.488125
INFO:root:Epoch[19] Batch [2250]	Speed: 295.33 samples/sec	Train-top_k_accuracy_5=0.733242
INFO:root:Epoch[19] Batch [2300]	Speed: 271.80 samples/sec	Train-accuracy=0.490117
INFO:root:Epoch[19] Batch [2300]	Speed: 271.80 samples/sec	Train-top_k_accuracy_5=0.733945
INFO:root:Epoch[19] Batch [2350]	Speed: 272.13 samples/sec	Train-accuracy=0.489414
INFO:root:Epoch[19] Batch [2350]	Speed: 272.13 samples/sec	Train-top_k_accuracy_5=0.728516
INFO:root:Epoch[19] Batch [2400]	Speed: 297.84 samples/sec	Train-accuracy=0.486797
INFO:root:Epoch[19] Batch [2400]	Speed: 297.84 samples/sec	Train-top_k_accuracy_5=0.733555
INFO:root:Epoch[19] Batch [2450]	Speed: 289.37 samples/sec	Train-accuracy=0.493906
INFO:root:Epoch[19] Batch [2450]	Speed: 289.37 samples/sec	Train-top_k_accuracy_5=0.741172
INFO:root:Epoch[19] Batch [2500]	Speed: 302.00 samples/sec	Train-accuracy=0.484453
INFO:root:Epoch[19] Batch [2500]	Speed: 302.00 samples/sec	Train-top_k_accuracy_5=0.726914
INFO:root:Epoch[19] Resetting Data Iterator
INFO:root:Epoch[19] Time cost=4391.063
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0020.params"
INFO:root:Epoch[19] Validation-accuracy=0.535037
INFO:root:Epoch[19] Validation-top_k_accuracy_5=0.783960
INFO:root:Epoch[20] Batch [50]	Speed: 318.01 samples/sec	Train-accuracy=0.490625
INFO:root:Epoch[20] Batch [50]	Speed: 318.01 samples/sec	Train-top_k_accuracy_5=0.730742
INFO:root:Epoch[20] Batch [100]	Speed: 306.31 samples/sec	Train-accuracy=0.486367
INFO:root:Epoch[20] Batch [100]	Speed: 306.31 samples/sec	Train-top_k_accuracy_5=0.730781
INFO:root:Epoch[20] Batch [150]	Speed: 288.83 samples/sec	Train-accuracy=0.490312
INFO:root:Epoch[20] Batch [150]	Speed: 288.83 samples/sec	Train-top_k_accuracy_5=0.732969
INFO:root:Epoch[20] Batch [200]	Speed: 287.20 samples/sec	Train-accuracy=0.484961
INFO:root:Epoch[20] Batch [200]	Speed: 287.20 samples/sec	Train-top_k_accuracy_5=0.732266
INFO:root:Epoch[20] Batch [250]	Speed: 291.19 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[20] Batch [250]	Speed: 291.19 samples/sec	Train-top_k_accuracy_5=0.738164
INFO:root:Epoch[20] Batch [300]	Speed: 292.76 samples/sec	Train-accuracy=0.490195
INFO:root:Epoch[20] Batch [300]	Speed: 292.76 samples/sec	Train-top_k_accuracy_5=0.732461
INFO:root:Epoch[20] Batch [350]	Speed: 283.39 samples/sec	Train-accuracy=0.482852
INFO:root:Epoch[20] Batch [350]	Speed: 283.39 samples/sec	Train-top_k_accuracy_5=0.726016
INFO:root:Epoch[20] Batch [400]	Speed: 304.39 samples/sec	Train-accuracy=0.480938
INFO:root:Epoch[20] Batch [400]	Speed: 304.39 samples/sec	Train-top_k_accuracy_5=0.727852
INFO:root:Epoch[20] Batch [450]	Speed: 288.99 samples/sec	Train-accuracy=0.484023
INFO:root:Epoch[20] Batch [450]	Speed: 288.99 samples/sec	Train-top_k_accuracy_5=0.729023
INFO:root:Epoch[20] Batch [500]	Speed: 266.95 samples/sec	Train-accuracy=0.486836
INFO:root:Epoch[20] Batch [500]	Speed: 266.95 samples/sec	Train-top_k_accuracy_5=0.731055
INFO:root:Epoch[20] Batch [550]	Speed: 261.77 samples/sec	Train-accuracy=0.485898
INFO:root:Epoch[20] Batch [550]	Speed: 261.77 samples/sec	Train-top_k_accuracy_5=0.736445
INFO:root:Epoch[20] Batch [600]	Speed: 255.03 samples/sec	Train-accuracy=0.490664
INFO:root:Epoch[20] Batch [600]	Speed: 255.03 samples/sec	Train-top_k_accuracy_5=0.729609
INFO:root:Epoch[20] Batch [650]	Speed: 306.55 samples/sec	Train-accuracy=0.487734
INFO:root:Epoch[20] Batch [650]	Speed: 306.55 samples/sec	Train-top_k_accuracy_5=0.727891
INFO:root:Epoch[20] Batch [700]	Speed: 294.84 samples/sec	Train-accuracy=0.485391
INFO:root:Epoch[20] Batch [700]	Speed: 294.84 samples/sec	Train-top_k_accuracy_5=0.733945
INFO:root:Epoch[20] Batch [750]	Speed: 288.43 samples/sec	Train-accuracy=0.483281
INFO:root:Epoch[20] Batch [750]	Speed: 288.43 samples/sec	Train-top_k_accuracy_5=0.729453
INFO:root:Epoch[20] Batch [800]	Speed: 288.75 samples/sec	Train-accuracy=0.478789
INFO:root:Epoch[20] Batch [800]	Speed: 288.75 samples/sec	Train-top_k_accuracy_5=0.728789
INFO:root:Epoch[20] Batch [850]	Speed: 299.24 samples/sec	Train-accuracy=0.486758
INFO:root:Epoch[20] Batch [850]	Speed: 299.24 samples/sec	Train-top_k_accuracy_5=0.728359
INFO:root:Epoch[20] Batch [900]	Speed: 298.96 samples/sec	Train-accuracy=0.488008
INFO:root:Epoch[20] Batch [900]	Speed: 298.96 samples/sec	Train-top_k_accuracy_5=0.734648
INFO:root:Epoch[20] Batch [950]	Speed: 290.94 samples/sec	Train-accuracy=0.486797
INFO:root:Epoch[20] Batch [950]	Speed: 290.94 samples/sec	Train-top_k_accuracy_5=0.731445
INFO:root:Epoch[20] Batch [1000]	Speed: 275.17 samples/sec	Train-accuracy=0.482227
INFO:root:Epoch[20] Batch [1000]	Speed: 275.17 samples/sec	Train-top_k_accuracy_5=0.725625
INFO:root:Epoch[20] Batch [1050]	Speed: 275.50 samples/sec	Train-accuracy=0.486914
INFO:root:Epoch[20] Batch [1050]	Speed: 275.50 samples/sec	Train-top_k_accuracy_5=0.729570
INFO:root:Epoch[20] Batch [1100]	Speed: 301.95 samples/sec	Train-accuracy=0.488906
INFO:root:Epoch[20] Batch [1100]	Speed: 301.95 samples/sec	Train-top_k_accuracy_5=0.732109
INFO:root:Epoch[20] Batch [1150]	Speed: 284.44 samples/sec	Train-accuracy=0.482227
INFO:root:Epoch[20] Batch [1150]	Speed: 284.44 samples/sec	Train-top_k_accuracy_5=0.729883
INFO:root:Epoch[20] Batch [1200]	Speed: 299.52 samples/sec	Train-accuracy=0.489531
INFO:root:Epoch[20] Batch [1200]	Speed: 299.52 samples/sec	Train-top_k_accuracy_5=0.729609
INFO:root:Epoch[20] Batch [1250]	Speed: 294.85 samples/sec	Train-accuracy=0.488945
INFO:root:Epoch[20] Batch [1250]	Speed: 294.85 samples/sec	Train-top_k_accuracy_5=0.732656
INFO:root:Epoch[20] Batch [1300]	Speed: 302.09 samples/sec	Train-accuracy=0.486875
INFO:root:Epoch[20] Batch [1300]	Speed: 302.09 samples/sec	Train-top_k_accuracy_5=0.732109
INFO:root:Epoch[20] Batch [1350]	Speed: 292.77 samples/sec	Train-accuracy=0.487109
INFO:root:Epoch[20] Batch [1350]	Speed: 292.77 samples/sec	Train-top_k_accuracy_5=0.729766
INFO:root:Epoch[20] Batch [1400]	Speed: 304.18 samples/sec	Train-accuracy=0.491328
INFO:root:Epoch[20] Batch [1400]	Speed: 304.18 samples/sec	Train-top_k_accuracy_5=0.733281
INFO:root:Epoch[20] Batch [1450]	Speed: 294.98 samples/sec	Train-accuracy=0.490234
INFO:root:Epoch[20] Batch [1450]	Speed: 294.98 samples/sec	Train-top_k_accuracy_5=0.734102
INFO:root:Epoch[20] Batch [1500]	Speed: 292.62 samples/sec	Train-accuracy=0.485430
INFO:root:Epoch[20] Batch [1500]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.729531
INFO:root:Epoch[20] Batch [1550]	Speed: 303.95 samples/sec	Train-accuracy=0.490938
INFO:root:Epoch[20] Batch [1550]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.733164
INFO:root:Epoch[20] Batch [1600]	Speed: 282.76 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[20] Batch [1600]	Speed: 282.76 samples/sec	Train-top_k_accuracy_5=0.736797
INFO:root:Epoch[20] Batch [1650]	Speed: 303.84 samples/sec	Train-accuracy=0.483086
INFO:root:Epoch[20] Batch [1650]	Speed: 303.84 samples/sec	Train-top_k_accuracy_5=0.730156
INFO:root:Epoch[20] Batch [1700]	Speed: 288.74 samples/sec	Train-accuracy=0.490898
INFO:root:Epoch[20] Batch [1700]	Speed: 288.74 samples/sec	Train-top_k_accuracy_5=0.733594
INFO:root:Epoch[20] Batch [1750]	Speed: 311.08 samples/sec	Train-accuracy=0.488594
INFO:root:Epoch[20] Batch [1750]	Speed: 311.08 samples/sec	Train-top_k_accuracy_5=0.729336
INFO:root:Epoch[20] Batch [1800]	Speed: 294.72 samples/sec	Train-accuracy=0.484570
INFO:root:Epoch[20] Batch [1800]	Speed: 294.72 samples/sec	Train-top_k_accuracy_5=0.731016
INFO:root:Epoch[20] Batch [1850]	Speed: 297.17 samples/sec	Train-accuracy=0.485586
INFO:root:Epoch[20] Batch [1850]	Speed: 297.17 samples/sec	Train-top_k_accuracy_5=0.728437
INFO:root:Epoch[20] Batch [1900]	Speed: 301.68 samples/sec	Train-accuracy=0.492070
INFO:root:Epoch[20] Batch [1900]	Speed: 301.68 samples/sec	Train-top_k_accuracy_5=0.734414
INFO:root:Epoch[20] Batch [1950]	Speed: 297.07 samples/sec	Train-accuracy=0.484492
INFO:root:Epoch[20] Batch [1950]	Speed: 297.07 samples/sec	Train-top_k_accuracy_5=0.729141
INFO:root:Epoch[20] Batch [2000]	Speed: 290.61 samples/sec	Train-accuracy=0.496992
INFO:root:Epoch[20] Batch [2000]	Speed: 290.61 samples/sec	Train-top_k_accuracy_5=0.735742
INFO:root:Epoch[20] Batch [2050]	Speed: 275.25 samples/sec	Train-accuracy=0.482578
INFO:root:Epoch[20] Batch [2050]	Speed: 275.25 samples/sec	Train-top_k_accuracy_5=0.727578
INFO:root:Epoch[20] Batch [2100]	Speed: 264.63 samples/sec	Train-accuracy=0.486719
INFO:root:Epoch[20] Batch [2100]	Speed: 264.63 samples/sec	Train-top_k_accuracy_5=0.730430
INFO:root:Epoch[20] Batch [2150]	Speed: 289.62 samples/sec	Train-accuracy=0.483086
INFO:root:Epoch[20] Batch [2150]	Speed: 289.62 samples/sec	Train-top_k_accuracy_5=0.728477
INFO:root:Epoch[20] Batch [2200]	Speed: 286.69 samples/sec	Train-accuracy=0.487930
INFO:root:Epoch[20] Batch [2200]	Speed: 286.69 samples/sec	Train-top_k_accuracy_5=0.734844
INFO:root:Epoch[20] Batch [2250]	Speed: 303.30 samples/sec	Train-accuracy=0.491875
INFO:root:Epoch[20] Batch [2250]	Speed: 303.30 samples/sec	Train-top_k_accuracy_5=0.732578
INFO:root:Epoch[20] Batch [2300]	Speed: 297.20 samples/sec	Train-accuracy=0.487109
INFO:root:Epoch[20] Batch [2300]	Speed: 297.20 samples/sec	Train-top_k_accuracy_5=0.730703
INFO:root:Epoch[20] Batch [2350]	Speed: 290.48 samples/sec	Train-accuracy=0.491328
INFO:root:Epoch[20] Batch [2350]	Speed: 290.48 samples/sec	Train-top_k_accuracy_5=0.734141
INFO:root:Epoch[20] Batch [2400]	Speed: 283.00 samples/sec	Train-accuracy=0.484805
INFO:root:Epoch[20] Batch [2400]	Speed: 283.00 samples/sec	Train-top_k_accuracy_5=0.729141
INFO:root:Epoch[20] Batch [2450]	Speed: 284.79 samples/sec	Train-accuracy=0.491914
INFO:root:Epoch[20] Batch [2450]	Speed: 284.79 samples/sec	Train-top_k_accuracy_5=0.738164
INFO:root:Epoch[20] Batch [2500]	Speed: 294.95 samples/sec	Train-accuracy=0.487266
INFO:root:Epoch[20] Batch [2500]	Speed: 294.95 samples/sec	Train-top_k_accuracy_5=0.730742
INFO:root:Epoch[20] Resetting Data Iterator
INFO:root:Epoch[20] Time cost=4403.888
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0021.params"
INFO:root:Epoch[20] Validation-accuracy=0.540776
INFO:root:Epoch[20] Validation-top_k_accuracy_5=0.788943
INFO:root:Epoch[21] Batch [50]	Speed: 314.73 samples/sec	Train-accuracy=0.490234
INFO:root:Epoch[21] Batch [50]	Speed: 314.73 samples/sec	Train-top_k_accuracy_5=0.734492
INFO:root:Epoch[21] Batch [100]	Speed: 293.13 samples/sec	Train-accuracy=0.492305
INFO:root:Epoch[21] Batch [100]	Speed: 293.13 samples/sec	Train-top_k_accuracy_5=0.730820
INFO:root:Epoch[21] Batch [150]	Speed: 301.48 samples/sec	Train-accuracy=0.489805
INFO:root:Epoch[21] Batch [150]	Speed: 301.48 samples/sec	Train-top_k_accuracy_5=0.734648
INFO:root:Epoch[21] Batch [200]	Speed: 294.59 samples/sec	Train-accuracy=0.486563
INFO:root:Epoch[21] Batch [200]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.730898
INFO:root:Epoch[21] Batch [250]	Speed: 299.20 samples/sec	Train-accuracy=0.493906
INFO:root:Epoch[21] Batch [250]	Speed: 299.20 samples/sec	Train-top_k_accuracy_5=0.737344
INFO:root:Epoch[21] Batch [300]	Speed: 301.46 samples/sec	Train-accuracy=0.488438
INFO:root:Epoch[21] Batch [300]	Speed: 301.46 samples/sec	Train-top_k_accuracy_5=0.734492
INFO:root:Epoch[21] Batch [350]	Speed: 295.04 samples/sec	Train-accuracy=0.486641
INFO:root:Epoch[21] Batch [350]	Speed: 295.04 samples/sec	Train-top_k_accuracy_5=0.730859
INFO:root:Epoch[21] Batch [400]	Speed: 303.94 samples/sec	Train-accuracy=0.484844
INFO:root:Epoch[21] Batch [400]	Speed: 303.94 samples/sec	Train-top_k_accuracy_5=0.730000
INFO:root:Epoch[21] Batch [450]	Speed: 282.45 samples/sec	Train-accuracy=0.479687
INFO:root:Epoch[21] Batch [450]	Speed: 282.45 samples/sec	Train-top_k_accuracy_5=0.728203
INFO:root:Epoch[21] Batch [500]	Speed: 312.96 samples/sec	Train-accuracy=0.487031
INFO:root:Epoch[21] Batch [500]	Speed: 312.96 samples/sec	Train-top_k_accuracy_5=0.730703
INFO:root:Epoch[21] Batch [550]	Speed: 292.89 samples/sec	Train-accuracy=0.501055
INFO:root:Epoch[21] Batch [550]	Speed: 292.89 samples/sec	Train-top_k_accuracy_5=0.738164
INFO:root:Epoch[21] Batch [600]	Speed: 301.98 samples/sec	Train-accuracy=0.490234
INFO:root:Epoch[21] Batch [600]	Speed: 301.98 samples/sec	Train-top_k_accuracy_5=0.732773
INFO:root:Epoch[21] Batch [650]	Speed: 301.25 samples/sec	Train-accuracy=0.493437
INFO:root:Epoch[21] Batch [650]	Speed: 301.25 samples/sec	Train-top_k_accuracy_5=0.733125
INFO:root:Epoch[21] Batch [700]	Speed: 296.88 samples/sec	Train-accuracy=0.490234
INFO:root:Epoch[21] Batch [700]	Speed: 296.88 samples/sec	Train-top_k_accuracy_5=0.735664
INFO:root:Epoch[21] Batch [750]	Speed: 292.68 samples/sec	Train-accuracy=0.490156
INFO:root:Epoch[21] Batch [750]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.732617
INFO:root:Epoch[21] Batch [800]	Speed: 303.80 samples/sec	Train-accuracy=0.489414
INFO:root:Epoch[21] Batch [800]	Speed: 303.80 samples/sec	Train-top_k_accuracy_5=0.735508
INFO:root:Epoch[21] Batch [850]	Speed: 296.81 samples/sec	Train-accuracy=0.480977
INFO:root:Epoch[21] Batch [850]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.730313
INFO:root:Epoch[21] Batch [900]	Speed: 295.10 samples/sec	Train-accuracy=0.486641
INFO:root:Epoch[21] Batch [900]	Speed: 295.10 samples/sec	Train-top_k_accuracy_5=0.731367
INFO:root:Epoch[21] Batch [950]	Speed: 292.99 samples/sec	Train-accuracy=0.488711
INFO:root:Epoch[21] Batch [950]	Speed: 292.99 samples/sec	Train-top_k_accuracy_5=0.732148
INFO:root:Epoch[21] Batch [1000]	Speed: 294.90 samples/sec	Train-accuracy=0.488828
INFO:root:Epoch[21] Batch [1000]	Speed: 294.90 samples/sec	Train-top_k_accuracy_5=0.737500
INFO:root:Epoch[21] Batch [1050]	Speed: 304.40 samples/sec	Train-accuracy=0.487500
INFO:root:Epoch[21] Batch [1050]	Speed: 304.40 samples/sec	Train-top_k_accuracy_5=0.733516
INFO:root:Epoch[21] Batch [1100]	Speed: 303.75 samples/sec	Train-accuracy=0.485039
INFO:root:Epoch[21] Batch [1100]	Speed: 303.75 samples/sec	Train-top_k_accuracy_5=0.732461
INFO:root:Epoch[21] Batch [1150]	Speed: 286.24 samples/sec	Train-accuracy=0.481953
INFO:root:Epoch[21] Batch [1150]	Speed: 286.24 samples/sec	Train-top_k_accuracy_5=0.729062
INFO:root:Epoch[21] Batch [1200]	Speed: 288.80 samples/sec	Train-accuracy=0.485117
INFO:root:Epoch[21] Batch [1200]	Speed: 288.80 samples/sec	Train-top_k_accuracy_5=0.728086
INFO:root:Epoch[21] Batch [1250]	Speed: 290.50 samples/sec	Train-accuracy=0.493398
INFO:root:Epoch[21] Batch [1250]	Speed: 290.50 samples/sec	Train-top_k_accuracy_5=0.732773
INFO:root:Epoch[21] Batch [1300]	Speed: 297.33 samples/sec	Train-accuracy=0.490703
INFO:root:Epoch[21] Batch [1300]	Speed: 297.33 samples/sec	Train-top_k_accuracy_5=0.735625
INFO:root:Epoch[21] Batch [1350]	Speed: 292.48 samples/sec	Train-accuracy=0.489883
INFO:root:Epoch[21] Batch [1350]	Speed: 292.48 samples/sec	Train-top_k_accuracy_5=0.731016
INFO:root:Epoch[21] Batch [1400]	Speed: 296.81 samples/sec	Train-accuracy=0.493516
INFO:root:Epoch[21] Batch [1400]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.733008
INFO:root:Epoch[21] Batch [1450]	Speed: 301.68 samples/sec	Train-accuracy=0.492188
INFO:root:Epoch[21] Batch [1450]	Speed: 301.68 samples/sec	Train-top_k_accuracy_5=0.730586
INFO:root:Epoch[21] Batch [1500]	Speed: 286.76 samples/sec	Train-accuracy=0.489141
INFO:root:Epoch[21] Batch [1500]	Speed: 286.76 samples/sec	Train-top_k_accuracy_5=0.733711
INFO:root:Epoch[21] Batch [1550]	Speed: 298.97 samples/sec	Train-accuracy=0.491367
INFO:root:Epoch[21] Batch [1550]	Speed: 298.97 samples/sec	Train-top_k_accuracy_5=0.733945
INFO:root:Epoch[21] Batch [1600]	Speed: 297.18 samples/sec	Train-accuracy=0.495117
INFO:root:Epoch[21] Batch [1600]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.738828
INFO:root:Epoch[21] Batch [1650]	Speed: 303.49 samples/sec	Train-accuracy=0.486641
INFO:root:Epoch[21] Batch [1650]	Speed: 303.49 samples/sec	Train-top_k_accuracy_5=0.730352
INFO:root:Epoch[21] Batch [1700]	Speed: 290.52 samples/sec	Train-accuracy=0.489961
INFO:root:Epoch[21] Batch [1700]	Speed: 290.52 samples/sec	Train-top_k_accuracy_5=0.737305
INFO:root:Epoch[21] Batch [1750]	Speed: 294.91 samples/sec	Train-accuracy=0.493789
INFO:root:Epoch[21] Batch [1750]	Speed: 294.91 samples/sec	Train-top_k_accuracy_5=0.736211
INFO:root:Epoch[21] Batch [1800]	Speed: 276.77 samples/sec	Train-accuracy=0.487852
INFO:root:Epoch[21] Batch [1800]	Speed: 276.77 samples/sec	Train-top_k_accuracy_5=0.736289
INFO:root:Epoch[21] Batch [1850]	Speed: 297.69 samples/sec	Train-accuracy=0.488594
INFO:root:Epoch[21] Batch [1850]	Speed: 297.69 samples/sec	Train-top_k_accuracy_5=0.734219
INFO:root:Epoch[21] Batch [1900]	Speed: 294.60 samples/sec	Train-accuracy=0.490156
INFO:root:Epoch[21] Batch [1900]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.733789
INFO:root:Epoch[21] Batch [1950]	Speed: 298.98 samples/sec	Train-accuracy=0.488242
INFO:root:Epoch[21] Batch [1950]	Speed: 298.98 samples/sec	Train-top_k_accuracy_5=0.729688
INFO:root:Epoch[21] Batch [2000]	Speed: 286.52 samples/sec	Train-accuracy=0.495781
INFO:root:Epoch[21] Batch [2000]	Speed: 286.52 samples/sec	Train-top_k_accuracy_5=0.737344
INFO:root:Epoch[21] Batch [2050]	Speed: 297.18 samples/sec	Train-accuracy=0.483359
INFO:root:Epoch[21] Batch [2050]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.727461
INFO:root:Epoch[21] Batch [2100]	Speed: 302.11 samples/sec	Train-accuracy=0.491641
INFO:root:Epoch[21] Batch [2100]	Speed: 302.11 samples/sec	Train-top_k_accuracy_5=0.736172
INFO:root:Epoch[21] Batch [2150]	Speed: 297.00 samples/sec	Train-accuracy=0.489492
INFO:root:Epoch[21] Batch [2150]	Speed: 297.00 samples/sec	Train-top_k_accuracy_5=0.731914
INFO:root:Epoch[21] Batch [2200]	Speed: 280.67 samples/sec	Train-accuracy=0.484727
INFO:root:Epoch[21] Batch [2200]	Speed: 280.67 samples/sec	Train-top_k_accuracy_5=0.731133
INFO:root:Epoch[21] Batch [2250]	Speed: 290.88 samples/sec	Train-accuracy=0.487422
INFO:root:Epoch[21] Batch [2250]	Speed: 290.88 samples/sec	Train-top_k_accuracy_5=0.736094
INFO:root:Epoch[21] Batch [2300]	Speed: 290.99 samples/sec	Train-accuracy=0.486836
INFO:root:Epoch[21] Batch [2300]	Speed: 290.99 samples/sec	Train-top_k_accuracy_5=0.731719
INFO:root:Epoch[21] Batch [2350]	Speed: 303.97 samples/sec	Train-accuracy=0.489297
INFO:root:Epoch[21] Batch [2350]	Speed: 303.97 samples/sec	Train-top_k_accuracy_5=0.731797
INFO:root:Epoch[21] Batch [2400]	Speed: 299.30 samples/sec	Train-accuracy=0.489375
INFO:root:Epoch[21] Batch [2400]	Speed: 299.30 samples/sec	Train-top_k_accuracy_5=0.732812
INFO:root:Epoch[21] Batch [2450]	Speed: 299.10 samples/sec	Train-accuracy=0.497852
INFO:root:Epoch[21] Batch [2450]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.743047
INFO:root:Epoch[21] Batch [2500]	Speed: 286.44 samples/sec	Train-accuracy=0.491758
INFO:root:Epoch[21] Batch [2500]	Speed: 286.44 samples/sec	Train-top_k_accuracy_5=0.733555
INFO:root:Epoch[21] Resetting Data Iterator
INFO:root:Epoch[21] Time cost=4330.829
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0022.params"
INFO:root:Epoch[21] Validation-accuracy=0.540159
INFO:root:Epoch[21] Validation-top_k_accuracy_5=0.785854
INFO:root:Epoch[22] Batch [50]	Speed: 292.15 samples/sec	Train-accuracy=0.493242
INFO:root:Epoch[22] Batch [50]	Speed: 292.15 samples/sec	Train-top_k_accuracy_5=0.731797
INFO:root:Epoch[22] Batch [100]	Speed: 282.84 samples/sec	Train-accuracy=0.491914
INFO:root:Epoch[22] Batch [100]	Speed: 282.84 samples/sec	Train-top_k_accuracy_5=0.733164
INFO:root:Epoch[22] Batch [150]	Speed: 286.98 samples/sec	Train-accuracy=0.488242
INFO:root:Epoch[22] Batch [150]	Speed: 286.98 samples/sec	Train-top_k_accuracy_5=0.734297
INFO:root:Epoch[22] Batch [200]	Speed: 297.29 samples/sec	Train-accuracy=0.488789
INFO:root:Epoch[22] Batch [200]	Speed: 297.29 samples/sec	Train-top_k_accuracy_5=0.733164
INFO:root:Epoch[22] Batch [250]	Speed: 298.75 samples/sec	Train-accuracy=0.497461
INFO:root:Epoch[22] Batch [250]	Speed: 298.75 samples/sec	Train-top_k_accuracy_5=0.736641
INFO:root:Epoch[22] Batch [300]	Speed: 291.11 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[22] Batch [300]	Speed: 291.11 samples/sec	Train-top_k_accuracy_5=0.738945
INFO:root:Epoch[22] Batch [350]	Speed: 303.63 samples/sec	Train-accuracy=0.488164
INFO:root:Epoch[22] Batch [350]	Speed: 303.63 samples/sec	Train-top_k_accuracy_5=0.730508
INFO:root:Epoch[22] Batch [400]	Speed: 286.95 samples/sec	Train-accuracy=0.484336
INFO:root:Epoch[22] Batch [400]	Speed: 286.95 samples/sec	Train-top_k_accuracy_5=0.729492
INFO:root:Epoch[22] Batch [450]	Speed: 271.12 samples/sec	Train-accuracy=0.486172
INFO:root:Epoch[22] Batch [450]	Speed: 271.12 samples/sec	Train-top_k_accuracy_5=0.737383
INFO:root:Epoch[22] Batch [500]	Speed: 261.20 samples/sec	Train-accuracy=0.487227
INFO:root:Epoch[22] Batch [500]	Speed: 261.20 samples/sec	Train-top_k_accuracy_5=0.733281
INFO:root:Epoch[22] Batch [550]	Speed: 258.60 samples/sec	Train-accuracy=0.495586
INFO:root:Epoch[22] Batch [550]	Speed: 258.60 samples/sec	Train-top_k_accuracy_5=0.739023
INFO:root:Epoch[22] Batch [600]	Speed: 302.34 samples/sec	Train-accuracy=0.488047
INFO:root:Epoch[22] Batch [600]	Speed: 302.34 samples/sec	Train-top_k_accuracy_5=0.734258
INFO:root:Epoch[22] Batch [650]	Speed: 296.44 samples/sec	Train-accuracy=0.492617
INFO:root:Epoch[22] Batch [650]	Speed: 296.44 samples/sec	Train-top_k_accuracy_5=0.735586
INFO:root:Epoch[22] Batch [700]	Speed: 287.22 samples/sec	Train-accuracy=0.490781
INFO:root:Epoch[22] Batch [700]	Speed: 287.22 samples/sec	Train-top_k_accuracy_5=0.735977
INFO:root:Epoch[22] Batch [750]	Speed: 290.71 samples/sec	Train-accuracy=0.491172
INFO:root:Epoch[22] Batch [750]	Speed: 290.71 samples/sec	Train-top_k_accuracy_5=0.728711
INFO:root:Epoch[22] Batch [800]	Speed: 301.72 samples/sec	Train-accuracy=0.492812
INFO:root:Epoch[22] Batch [800]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.735313
INFO:root:Epoch[22] Batch [850]	Speed: 269.89 samples/sec	Train-accuracy=0.488828
INFO:root:Epoch[22] Batch [850]	Speed: 269.89 samples/sec	Train-top_k_accuracy_5=0.733359
INFO:root:Epoch[22] Batch [900]	Speed: 268.27 samples/sec	Train-accuracy=0.490352
INFO:root:Epoch[22] Batch [900]	Speed: 268.27 samples/sec	Train-top_k_accuracy_5=0.736719
INFO:root:Epoch[22] Batch [950]	Speed: 297.26 samples/sec	Train-accuracy=0.486797
INFO:root:Epoch[22] Batch [950]	Speed: 297.26 samples/sec	Train-top_k_accuracy_5=0.732969
INFO:root:Epoch[22] Batch [1000]	Speed: 294.97 samples/sec	Train-accuracy=0.490039
INFO:root:Epoch[22] Batch [1000]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.737539
INFO:root:Epoch[22] Batch [1050]	Speed: 292.94 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[22] Batch [1050]	Speed: 292.94 samples/sec	Train-top_k_accuracy_5=0.736133
INFO:root:Epoch[22] Batch [1100]	Speed: 292.81 samples/sec	Train-accuracy=0.488438
INFO:root:Epoch[22] Batch [1100]	Speed: 292.81 samples/sec	Train-top_k_accuracy_5=0.730625
INFO:root:Epoch[22] Batch [1150]	Speed: 292.29 samples/sec	Train-accuracy=0.486875
INFO:root:Epoch[22] Batch [1150]	Speed: 292.29 samples/sec	Train-top_k_accuracy_5=0.733516
INFO:root:Epoch[22] Batch [1200]	Speed: 301.45 samples/sec	Train-accuracy=0.491758
INFO:root:Epoch[22] Batch [1200]	Speed: 301.45 samples/sec	Train-top_k_accuracy_5=0.731367
INFO:root:Epoch[22] Batch [1250]	Speed: 290.42 samples/sec	Train-accuracy=0.488281
INFO:root:Epoch[22] Batch [1250]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.734141
INFO:root:Epoch[22] Batch [1300]	Speed: 283.04 samples/sec	Train-accuracy=0.490117
INFO:root:Epoch[22] Batch [1300]	Speed: 283.04 samples/sec	Train-top_k_accuracy_5=0.733008
INFO:root:Epoch[22] Batch [1350]	Speed: 294.96 samples/sec	Train-accuracy=0.485977
INFO:root:Epoch[22] Batch [1350]	Speed: 294.96 samples/sec	Train-top_k_accuracy_5=0.731563
INFO:root:Epoch[22] Batch [1400]	Speed: 292.43 samples/sec	Train-accuracy=0.490195
INFO:root:Epoch[22] Batch [1400]	Speed: 292.43 samples/sec	Train-top_k_accuracy_5=0.734492
INFO:root:Epoch[22] Batch [1450]	Speed: 284.83 samples/sec	Train-accuracy=0.496016
INFO:root:Epoch[22] Batch [1450]	Speed: 284.83 samples/sec	Train-top_k_accuracy_5=0.736641
INFO:root:Epoch[22] Batch [1500]	Speed: 290.61 samples/sec	Train-accuracy=0.483516
INFO:root:Epoch[22] Batch [1500]	Speed: 290.61 samples/sec	Train-top_k_accuracy_5=0.733242
INFO:root:Epoch[22] Batch [1550]	Speed: 293.02 samples/sec	Train-accuracy=0.489570
INFO:root:Epoch[22] Batch [1550]	Speed: 293.02 samples/sec	Train-top_k_accuracy_5=0.731797
INFO:root:Epoch[22] Batch [1600]	Speed: 305.82 samples/sec	Train-accuracy=0.489453
INFO:root:Epoch[22] Batch [1600]	Speed: 305.82 samples/sec	Train-top_k_accuracy_5=0.739375
INFO:root:Epoch[22] Batch [1650]	Speed: 291.05 samples/sec	Train-accuracy=0.488203
INFO:root:Epoch[22] Batch [1650]	Speed: 291.05 samples/sec	Train-top_k_accuracy_5=0.730117
INFO:root:Epoch[22] Batch [1700]	Speed: 292.57 samples/sec	Train-accuracy=0.488750
INFO:root:Epoch[22] Batch [1700]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.733711
INFO:root:Epoch[22] Batch [1750]	Speed: 287.04 samples/sec	Train-accuracy=0.499961
INFO:root:Epoch[22] Batch [1750]	Speed: 287.04 samples/sec	Train-top_k_accuracy_5=0.735859
INFO:root:Epoch[22] Batch [1800]	Speed: 266.12 samples/sec	Train-accuracy=0.486953
INFO:root:Epoch[22] Batch [1800]	Speed: 266.12 samples/sec	Train-top_k_accuracy_5=0.733750
INFO:root:Epoch[22] Batch [1850]	Speed: 277.66 samples/sec	Train-accuracy=0.490703
INFO:root:Epoch[22] Batch [1850]	Speed: 277.66 samples/sec	Train-top_k_accuracy_5=0.733398
INFO:root:Epoch[22] Batch [1900]	Speed: 293.11 samples/sec	Train-accuracy=0.488477
INFO:root:Epoch[22] Batch [1900]	Speed: 293.11 samples/sec	Train-top_k_accuracy_5=0.730039
INFO:root:Epoch[22] Batch [1950]	Speed: 290.72 samples/sec	Train-accuracy=0.490703
INFO:root:Epoch[22] Batch [1950]	Speed: 290.72 samples/sec	Train-top_k_accuracy_5=0.732500
INFO:root:Epoch[22] Batch [2000]	Speed: 303.54 samples/sec	Train-accuracy=0.493555
INFO:root:Epoch[22] Batch [2000]	Speed: 303.54 samples/sec	Train-top_k_accuracy_5=0.736680
INFO:root:Epoch[22] Batch [2050]	Speed: 295.44 samples/sec	Train-accuracy=0.482891
INFO:root:Epoch[22] Batch [2050]	Speed: 295.44 samples/sec	Train-top_k_accuracy_5=0.730039
INFO:root:Epoch[22] Batch [2100]	Speed: 295.06 samples/sec	Train-accuracy=0.488672
INFO:root:Epoch[22] Batch [2100]	Speed: 295.06 samples/sec	Train-top_k_accuracy_5=0.732383
INFO:root:Epoch[22] Batch [2150]	Speed: 303.72 samples/sec	Train-accuracy=0.489531
INFO:root:Epoch[22] Batch [2150]	Speed: 303.72 samples/sec	Train-top_k_accuracy_5=0.733242
INFO:root:Epoch[22] Batch [2200]	Speed: 296.58 samples/sec	Train-accuracy=0.493516
INFO:root:Epoch[22] Batch [2200]	Speed: 296.58 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[22] Batch [2250]	Speed: 286.85 samples/sec	Train-accuracy=0.492305
INFO:root:Epoch[22] Batch [2250]	Speed: 286.85 samples/sec	Train-top_k_accuracy_5=0.736797
INFO:root:Epoch[22] Batch [2300]	Speed: 275.53 samples/sec	Train-accuracy=0.491250
INFO:root:Epoch[22] Batch [2300]	Speed: 275.53 samples/sec	Train-top_k_accuracy_5=0.735703
INFO:root:Epoch[22] Batch [2350]	Speed: 297.53 samples/sec	Train-accuracy=0.492852
INFO:root:Epoch[22] Batch [2350]	Speed: 297.53 samples/sec	Train-top_k_accuracy_5=0.735234
INFO:root:Epoch[22] Batch [2400]	Speed: 299.61 samples/sec	Train-accuracy=0.485898
INFO:root:Epoch[22] Batch [2400]	Speed: 299.61 samples/sec	Train-top_k_accuracy_5=0.732070
INFO:root:Epoch[22] Batch [2450]	Speed: 305.66 samples/sec	Train-accuracy=0.496406
INFO:root:Epoch[22] Batch [2450]	Speed: 305.66 samples/sec	Train-top_k_accuracy_5=0.739961
INFO:root:Epoch[22] Batch [2500]	Speed: 290.86 samples/sec	Train-accuracy=0.489570
INFO:root:Epoch[22] Batch [2500]	Speed: 290.86 samples/sec	Train-top_k_accuracy_5=0.731875
INFO:root:Epoch[22] Resetting Data Iterator
INFO:root:Epoch[22] Time cost=4424.120
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0023.params"
INFO:root:Epoch[22] Validation-accuracy=0.540438
INFO:root:Epoch[22] Validation-top_k_accuracy_5=0.788783
INFO:root:Epoch[23] Batch [50]	Speed: 254.47 samples/sec	Train-accuracy=0.492852
INFO:root:Epoch[23] Batch [50]	Speed: 254.47 samples/sec	Train-top_k_accuracy_5=0.736406
INFO:root:Epoch[23] Batch [100]	Speed: 257.99 samples/sec	Train-accuracy=0.486953
INFO:root:Epoch[23] Batch [100]	Speed: 257.99 samples/sec	Train-top_k_accuracy_5=0.731563
INFO:root:Epoch[23] Batch [150]	Speed: 295.50 samples/sec	Train-accuracy=0.495703
INFO:root:Epoch[23] Batch [150]	Speed: 295.50 samples/sec	Train-top_k_accuracy_5=0.738750
INFO:root:Epoch[23] Batch [200]	Speed: 285.96 samples/sec	Train-accuracy=0.489766
INFO:root:Epoch[23] Batch [200]	Speed: 285.96 samples/sec	Train-top_k_accuracy_5=0.737109
INFO:root:Epoch[23] Batch [250]	Speed: 290.77 samples/sec	Train-accuracy=0.495156
INFO:root:Epoch[23] Batch [250]	Speed: 290.77 samples/sec	Train-top_k_accuracy_5=0.735352
INFO:root:Epoch[23] Batch [300]	Speed: 294.65 samples/sec	Train-accuracy=0.491094
INFO:root:Epoch[23] Batch [300]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.735273
INFO:root:Epoch[23] Batch [350]	Speed: 287.90 samples/sec	Train-accuracy=0.490586
INFO:root:Epoch[23] Batch [350]	Speed: 287.90 samples/sec	Train-top_k_accuracy_5=0.734531
INFO:root:Epoch[23] Batch [400]	Speed: 288.26 samples/sec	Train-accuracy=0.490625
INFO:root:Epoch[23] Batch [400]	Speed: 288.26 samples/sec	Train-top_k_accuracy_5=0.733242
INFO:root:Epoch[23] Batch [450]	Speed: 294.80 samples/sec	Train-accuracy=0.484258
INFO:root:Epoch[23] Batch [450]	Speed: 294.80 samples/sec	Train-top_k_accuracy_5=0.732852
INFO:root:Epoch[23] Batch [500]	Speed: 296.69 samples/sec	Train-accuracy=0.487344
INFO:root:Epoch[23] Batch [500]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.731836
INFO:root:Epoch[23] Batch [550]	Speed: 288.25 samples/sec	Train-accuracy=0.497852
INFO:root:Epoch[23] Batch [550]	Speed: 288.25 samples/sec	Train-top_k_accuracy_5=0.735664
INFO:root:Epoch[23] Batch [600]	Speed: 278.62 samples/sec	Train-accuracy=0.491914
INFO:root:Epoch[23] Batch [600]	Speed: 278.62 samples/sec	Train-top_k_accuracy_5=0.737461
INFO:root:Epoch[23] Batch [650]	Speed: 284.45 samples/sec	Train-accuracy=0.489844
INFO:root:Epoch[23] Batch [650]	Speed: 284.45 samples/sec	Train-top_k_accuracy_5=0.736484
INFO:root:Epoch[23] Batch [700]	Speed: 288.21 samples/sec	Train-accuracy=0.497344
INFO:root:Epoch[23] Batch [700]	Speed: 288.21 samples/sec	Train-top_k_accuracy_5=0.738477
INFO:root:Epoch[23] Batch [750]	Speed: 287.88 samples/sec	Train-accuracy=0.491367
INFO:root:Epoch[23] Batch [750]	Speed: 287.88 samples/sec	Train-top_k_accuracy_5=0.734844
INFO:root:Epoch[23] Batch [800]	Speed: 297.24 samples/sec	Train-accuracy=0.486133
INFO:root:Epoch[23] Batch [800]	Speed: 297.24 samples/sec	Train-top_k_accuracy_5=0.730469
INFO:root:Epoch[23] Batch [850]	Speed: 290.42 samples/sec	Train-accuracy=0.489687
INFO:root:Epoch[23] Batch [850]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.736680
INFO:root:Epoch[23] Batch [900]	Speed: 280.35 samples/sec	Train-accuracy=0.487500
INFO:root:Epoch[23] Batch [900]	Speed: 280.35 samples/sec	Train-top_k_accuracy_5=0.732109
INFO:root:Epoch[23] Batch [950]	Speed: 294.92 samples/sec	Train-accuracy=0.492070
INFO:root:Epoch[23] Batch [950]	Speed: 294.92 samples/sec	Train-top_k_accuracy_5=0.732656
INFO:root:Epoch[23] Batch [1000]	Speed: 290.50 samples/sec	Train-accuracy=0.490195
INFO:root:Epoch[23] Batch [1000]	Speed: 290.50 samples/sec	Train-top_k_accuracy_5=0.734258
INFO:root:Epoch[23] Batch [1050]	Speed: 269.47 samples/sec	Train-accuracy=0.492148
INFO:root:Epoch[23] Batch [1050]	Speed: 269.47 samples/sec	Train-top_k_accuracy_5=0.734531
INFO:root:Epoch[23] Batch [1100]	Speed: 296.81 samples/sec	Train-accuracy=0.491758
INFO:root:Epoch[23] Batch [1100]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.731289
INFO:root:Epoch[23] Batch [1150]	Speed: 276.72 samples/sec	Train-accuracy=0.487930
INFO:root:Epoch[23] Batch [1150]	Speed: 276.72 samples/sec	Train-top_k_accuracy_5=0.734531
INFO:root:Epoch[23] Batch [1200]	Speed: 288.43 samples/sec	Train-accuracy=0.485039
INFO:root:Epoch[23] Batch [1200]	Speed: 288.43 samples/sec	Train-top_k_accuracy_5=0.729805
INFO:root:Epoch[23] Batch [1250]	Speed: 286.08 samples/sec	Train-accuracy=0.492656
INFO:root:Epoch[23] Batch [1250]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.736055
INFO:root:Epoch[23] Batch [1300]	Speed: 301.12 samples/sec	Train-accuracy=0.491953
INFO:root:Epoch[23] Batch [1300]	Speed: 301.12 samples/sec	Train-top_k_accuracy_5=0.733359
INFO:root:Epoch[23] Batch [1350]	Speed: 284.14 samples/sec	Train-accuracy=0.495508
INFO:root:Epoch[23] Batch [1350]	Speed: 284.14 samples/sec	Train-top_k_accuracy_5=0.735234
INFO:root:Epoch[23] Batch [1400]	Speed: 290.47 samples/sec	Train-accuracy=0.496836
INFO:root:Epoch[23] Batch [1400]	Speed: 290.47 samples/sec	Train-top_k_accuracy_5=0.739727
INFO:root:Epoch[23] Batch [1450]	Speed: 299.08 samples/sec	Train-accuracy=0.495469
INFO:root:Epoch[23] Batch [1450]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.734844
INFO:root:Epoch[23] Batch [1500]	Speed: 286.65 samples/sec	Train-accuracy=0.489844
INFO:root:Epoch[23] Batch [1500]	Speed: 286.65 samples/sec	Train-top_k_accuracy_5=0.734453
INFO:root:Epoch[23] Batch [1550]	Speed: 288.30 samples/sec	Train-accuracy=0.490312
INFO:root:Epoch[23] Batch [1550]	Speed: 288.30 samples/sec	Train-top_k_accuracy_5=0.733633
INFO:root:Epoch[23] Batch [1600]	Speed: 280.98 samples/sec	Train-accuracy=0.494766
INFO:root:Epoch[23] Batch [1600]	Speed: 280.98 samples/sec	Train-top_k_accuracy_5=0.738516
INFO:root:Epoch[23] Batch [1650]	Speed: 303.64 samples/sec	Train-accuracy=0.495820
INFO:root:Epoch[23] Batch [1650]	Speed: 303.64 samples/sec	Train-top_k_accuracy_5=0.738008
INFO:root:Epoch[23] Batch [1700]	Speed: 278.20 samples/sec	Train-accuracy=0.493320
INFO:root:Epoch[23] Batch [1700]	Speed: 278.20 samples/sec	Train-top_k_accuracy_5=0.737734
INFO:root:Epoch[23] Batch [1750]	Speed: 295.16 samples/sec	Train-accuracy=0.493828
INFO:root:Epoch[23] Batch [1750]	Speed: 295.16 samples/sec	Train-top_k_accuracy_5=0.736055
INFO:root:Epoch[23] Batch [1800]	Speed: 296.54 samples/sec	Train-accuracy=0.490938
INFO:root:Epoch[23] Batch [1800]	Speed: 296.54 samples/sec	Train-top_k_accuracy_5=0.735938
INFO:root:Epoch[23] Batch [1850]	Speed: 292.69 samples/sec	Train-accuracy=0.492734
INFO:root:Epoch[23] Batch [1850]	Speed: 292.69 samples/sec	Train-top_k_accuracy_5=0.735469
INFO:root:Epoch[23] Batch [1900]	Speed: 294.89 samples/sec	Train-accuracy=0.495508
INFO:root:Epoch[23] Batch [1900]	Speed: 294.89 samples/sec	Train-top_k_accuracy_5=0.737617
INFO:root:Epoch[23] Batch [1950]	Speed: 296.73 samples/sec	Train-accuracy=0.491016
INFO:root:Epoch[23] Batch [1950]	Speed: 296.73 samples/sec	Train-top_k_accuracy_5=0.733086
INFO:root:Epoch[23] Batch [2000]	Speed: 294.00 samples/sec	Train-accuracy=0.494805
INFO:root:Epoch[23] Batch [2000]	Speed: 294.00 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[23] Batch [2050]	Speed: 292.73 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[23] Batch [2050]	Speed: 292.73 samples/sec	Train-top_k_accuracy_5=0.732578
INFO:root:Epoch[23] Batch [2100]	Speed: 286.33 samples/sec	Train-accuracy=0.494453
INFO:root:Epoch[23] Batch [2100]	Speed: 286.33 samples/sec	Train-top_k_accuracy_5=0.734922
INFO:root:Epoch[23] Batch [2150]	Speed: 281.07 samples/sec	Train-accuracy=0.486523
INFO:root:Epoch[23] Batch [2150]	Speed: 281.07 samples/sec	Train-top_k_accuracy_5=0.730703
INFO:root:Epoch[23] Batch [2200]	Speed: 290.42 samples/sec	Train-accuracy=0.492461
INFO:root:Epoch[23] Batch [2200]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.737422
INFO:root:Epoch[23] Batch [2250]	Speed: 280.44 samples/sec	Train-accuracy=0.492500
INFO:root:Epoch[23] Batch [2250]	Speed: 280.44 samples/sec	Train-top_k_accuracy_5=0.737031
INFO:root:Epoch[23] Batch [2300]	Speed: 303.89 samples/sec	Train-accuracy=0.487148
INFO:root:Epoch[23] Batch [2300]	Speed: 303.89 samples/sec	Train-top_k_accuracy_5=0.731406
INFO:root:Epoch[23] Batch [2350]	Speed: 288.10 samples/sec	Train-accuracy=0.495820
INFO:root:Epoch[23] Batch [2350]	Speed: 288.10 samples/sec	Train-top_k_accuracy_5=0.735039
INFO:root:Epoch[23] Batch [2400]	Speed: 289.03 samples/sec	Train-accuracy=0.494102
INFO:root:Epoch[23] Batch [2400]	Speed: 289.03 samples/sec	Train-top_k_accuracy_5=0.733125
INFO:root:Epoch[23] Batch [2450]	Speed: 282.03 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[23] Batch [2450]	Speed: 282.03 samples/sec	Train-top_k_accuracy_5=0.745039
INFO:root:Epoch[23] Batch [2500]	Speed: 280.30 samples/sec	Train-accuracy=0.491797
INFO:root:Epoch[23] Batch [2500]	Speed: 280.30 samples/sec	Train-top_k_accuracy_5=0.733984
INFO:root:Epoch[23] Resetting Data Iterator
INFO:root:Epoch[23] Time cost=4452.526
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0024.params"
INFO:root:Epoch[23] Validation-accuracy=0.539740
INFO:root:Epoch[23] Validation-top_k_accuracy_5=0.787787
INFO:root:Epoch[24] Batch [50]	Speed: 294.02 samples/sec	Train-accuracy=0.498008
INFO:root:Epoch[24] Batch [50]	Speed: 294.02 samples/sec	Train-top_k_accuracy_5=0.737734
INFO:root:Epoch[24] Batch [100]	Speed: 294.72 samples/sec	Train-accuracy=0.495312
INFO:root:Epoch[24] Batch [100]	Speed: 294.72 samples/sec	Train-top_k_accuracy_5=0.739961
INFO:root:Epoch[24] Batch [150]	Speed: 278.31 samples/sec	Train-accuracy=0.498320
INFO:root:Epoch[24] Batch [150]	Speed: 278.31 samples/sec	Train-top_k_accuracy_5=0.738750
INFO:root:Epoch[24] Batch [200]	Speed: 294.66 samples/sec	Train-accuracy=0.490781
INFO:root:Epoch[24] Batch [200]	Speed: 294.66 samples/sec	Train-top_k_accuracy_5=0.732969
INFO:root:Epoch[24] Batch [250]	Speed: 292.60 samples/sec	Train-accuracy=0.500195
INFO:root:Epoch[24] Batch [250]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.741133
INFO:root:Epoch[24] Batch [300]	Speed: 286.54 samples/sec	Train-accuracy=0.494688
INFO:root:Epoch[24] Batch [300]	Speed: 286.54 samples/sec	Train-top_k_accuracy_5=0.734609
INFO:root:Epoch[24] Batch [350]	Speed: 298.61 samples/sec	Train-accuracy=0.488477
INFO:root:Epoch[24] Batch [350]	Speed: 298.61 samples/sec	Train-top_k_accuracy_5=0.730469
INFO:root:Epoch[24] Batch [400]	Speed: 292.65 samples/sec	Train-accuracy=0.490469
INFO:root:Epoch[24] Batch [400]	Speed: 292.65 samples/sec	Train-top_k_accuracy_5=0.732578
INFO:root:Epoch[24] Batch [450]	Speed: 290.44 samples/sec	Train-accuracy=0.491641
INFO:root:Epoch[24] Batch [450]	Speed: 290.44 samples/sec	Train-top_k_accuracy_5=0.738359
INFO:root:Epoch[24] Batch [500]	Speed: 284.35 samples/sec	Train-accuracy=0.490117
INFO:root:Epoch[24] Batch [500]	Speed: 284.35 samples/sec	Train-top_k_accuracy_5=0.735469
INFO:root:Epoch[24] Batch [550]	Speed: 290.60 samples/sec	Train-accuracy=0.500117
INFO:root:Epoch[24] Batch [550]	Speed: 290.60 samples/sec	Train-top_k_accuracy_5=0.742227
INFO:root:Epoch[24] Batch [600]	Speed: 292.60 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[24] Batch [600]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.737109
INFO:root:Epoch[24] Batch [650]	Speed: 294.69 samples/sec	Train-accuracy=0.497773
INFO:root:Epoch[24] Batch [650]	Speed: 294.69 samples/sec	Train-top_k_accuracy_5=0.735859
INFO:root:Epoch[24] Batch [700]	Speed: 296.63 samples/sec	Train-accuracy=0.498906
INFO:root:Epoch[24] Batch [700]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.736250
INFO:root:Epoch[24] Batch [750]	Speed: 288.58 samples/sec	Train-accuracy=0.490117
INFO:root:Epoch[24] Batch [750]	Speed: 288.58 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[24] Batch [800]	Speed: 292.68 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[24] Batch [800]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.735859
INFO:root:Epoch[24] Batch [850]	Speed: 292.57 samples/sec	Train-accuracy=0.493008
INFO:root:Epoch[24] Batch [850]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.736602
INFO:root:Epoch[24] Batch [900]	Speed: 294.75 samples/sec	Train-accuracy=0.490078
INFO:root:Epoch[24] Batch [900]	Speed: 294.75 samples/sec	Train-top_k_accuracy_5=0.738398
INFO:root:Epoch[24] Batch [950]	Speed: 288.55 samples/sec	Train-accuracy=0.491406
INFO:root:Epoch[24] Batch [950]	Speed: 288.55 samples/sec	Train-top_k_accuracy_5=0.737344
INFO:root:Epoch[24] Batch [1000]	Speed: 292.53 samples/sec	Train-accuracy=0.497656
INFO:root:Epoch[24] Batch [1000]	Speed: 292.53 samples/sec	Train-top_k_accuracy_5=0.739570
INFO:root:Epoch[24] Batch [1050]	Speed: 288.49 samples/sec	Train-accuracy=0.484961
INFO:root:Epoch[24] Batch [1050]	Speed: 288.49 samples/sec	Train-top_k_accuracy_5=0.730039
INFO:root:Epoch[24] Batch [1100]	Speed: 278.46 samples/sec	Train-accuracy=0.492031
INFO:root:Epoch[24] Batch [1100]	Speed: 278.46 samples/sec	Train-top_k_accuracy_5=0.735195
INFO:root:Epoch[24] Batch [1150]	Speed: 305.93 samples/sec	Train-accuracy=0.490664
INFO:root:Epoch[24] Batch [1150]	Speed: 305.93 samples/sec	Train-top_k_accuracy_5=0.732852
INFO:root:Epoch[24] Batch [1200]	Speed: 288.30 samples/sec	Train-accuracy=0.496797
INFO:root:Epoch[24] Batch [1200]	Speed: 288.30 samples/sec	Train-top_k_accuracy_5=0.741523
INFO:root:Epoch[24] Batch [1250]	Speed: 288.40 samples/sec	Train-accuracy=0.495977
INFO:root:Epoch[24] Batch [1250]	Speed: 288.40 samples/sec	Train-top_k_accuracy_5=0.736758
INFO:root:Epoch[24] Batch [1300]	Speed: 292.52 samples/sec	Train-accuracy=0.488359
INFO:root:Epoch[24] Batch [1300]	Speed: 292.52 samples/sec	Train-top_k_accuracy_5=0.735625
INFO:root:Epoch[24] Batch [1350]	Speed: 294.26 samples/sec	Train-accuracy=0.495117
INFO:root:Epoch[24] Batch [1350]	Speed: 294.26 samples/sec	Train-top_k_accuracy_5=0.733672
INFO:root:Epoch[24] Batch [1400]	Speed: 289.80 samples/sec	Train-accuracy=0.491680
INFO:root:Epoch[24] Batch [1400]	Speed: 289.80 samples/sec	Train-top_k_accuracy_5=0.734336
INFO:root:Epoch[24] Batch [1450]	Speed: 280.82 samples/sec	Train-accuracy=0.497227
INFO:root:Epoch[24] Batch [1450]	Speed: 280.82 samples/sec	Train-top_k_accuracy_5=0.734883
INFO:root:Epoch[24] Batch [1500]	Speed: 284.08 samples/sec	Train-accuracy=0.492617
INFO:root:Epoch[24] Batch [1500]	Speed: 284.08 samples/sec	Train-top_k_accuracy_5=0.734531
INFO:root:Epoch[24] Batch [1550]	Speed: 294.98 samples/sec	Train-accuracy=0.487148
INFO:root:Epoch[24] Batch [1550]	Speed: 294.98 samples/sec	Train-top_k_accuracy_5=0.732852
INFO:root:Epoch[24] Batch [1600]	Speed: 286.51 samples/sec	Train-accuracy=0.495586
INFO:root:Epoch[24] Batch [1600]	Speed: 286.51 samples/sec	Train-top_k_accuracy_5=0.739844
INFO:root:Epoch[24] Batch [1650]	Speed: 288.48 samples/sec	Train-accuracy=0.492383
INFO:root:Epoch[24] Batch [1650]	Speed: 288.48 samples/sec	Train-top_k_accuracy_5=0.737773
INFO:root:Epoch[24] Batch [1700]	Speed: 288.52 samples/sec	Train-accuracy=0.493047
INFO:root:Epoch[24] Batch [1700]	Speed: 288.52 samples/sec	Train-top_k_accuracy_5=0.735820
INFO:root:Epoch[24] Batch [1750]	Speed: 288.54 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[24] Batch [1750]	Speed: 288.54 samples/sec	Train-top_k_accuracy_5=0.737305
INFO:root:Epoch[24] Batch [1800]	Speed: 299.22 samples/sec	Train-accuracy=0.494023
INFO:root:Epoch[24] Batch [1800]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.735898
INFO:root:Epoch[24] Batch [1850]	Speed: 289.99 samples/sec	Train-accuracy=0.490039
INFO:root:Epoch[24] Batch [1850]	Speed: 289.99 samples/sec	Train-top_k_accuracy_5=0.739609
INFO:root:Epoch[24] Batch [1900]	Speed: 294.67 samples/sec	Train-accuracy=0.494531
INFO:root:Epoch[24] Batch [1900]	Speed: 294.67 samples/sec	Train-top_k_accuracy_5=0.735703
INFO:root:Epoch[24] Batch [1950]	Speed: 291.08 samples/sec	Train-accuracy=0.494336
INFO:root:Epoch[24] Batch [1950]	Speed: 291.08 samples/sec	Train-top_k_accuracy_5=0.732070
INFO:root:Epoch[24] Batch [2000]	Speed: 284.23 samples/sec	Train-accuracy=0.497148
INFO:root:Epoch[24] Batch [2000]	Speed: 284.23 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[24] Batch [2050]	Speed: 298.68 samples/sec	Train-accuracy=0.489297
INFO:root:Epoch[24] Batch [2050]	Speed: 298.68 samples/sec	Train-top_k_accuracy_5=0.731602
INFO:root:Epoch[24] Batch [2100]	Speed: 282.37 samples/sec	Train-accuracy=0.498164
INFO:root:Epoch[24] Batch [2100]	Speed: 282.37 samples/sec	Train-top_k_accuracy_5=0.737930
INFO:root:Epoch[24] Batch [2150]	Speed: 288.01 samples/sec	Train-accuracy=0.491055
INFO:root:Epoch[24] Batch [2150]	Speed: 288.01 samples/sec	Train-top_k_accuracy_5=0.736172
INFO:root:Epoch[24] Batch [2200]	Speed: 284.77 samples/sec	Train-accuracy=0.496680
INFO:root:Epoch[24] Batch [2200]	Speed: 284.77 samples/sec	Train-top_k_accuracy_5=0.740625
INFO:root:Epoch[24] Batch [2250]	Speed: 298.66 samples/sec	Train-accuracy=0.497617
INFO:root:Epoch[24] Batch [2250]	Speed: 298.66 samples/sec	Train-top_k_accuracy_5=0.738203
INFO:root:Epoch[24] Batch [2300]	Speed: 286.27 samples/sec	Train-accuracy=0.492773
INFO:root:Epoch[24] Batch [2300]	Speed: 286.27 samples/sec	Train-top_k_accuracy_5=0.737852
INFO:root:Epoch[24] Batch [2350]	Speed: 286.23 samples/sec	Train-accuracy=0.494531
INFO:root:Epoch[24] Batch [2350]	Speed: 286.23 samples/sec	Train-top_k_accuracy_5=0.737383
INFO:root:Epoch[24] Batch [2400]	Speed: 294.48 samples/sec	Train-accuracy=0.488867
INFO:root:Epoch[24] Batch [2400]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.734492
INFO:root:Epoch[24] Batch [2450]	Speed: 284.65 samples/sec	Train-accuracy=0.494805
INFO:root:Epoch[24] Batch [2450]	Speed: 284.65 samples/sec	Train-top_k_accuracy_5=0.740156
INFO:root:Epoch[24] Batch [2500]	Speed: 286.33 samples/sec	Train-accuracy=0.494766
INFO:root:Epoch[24] Batch [2500]	Speed: 286.33 samples/sec	Train-top_k_accuracy_5=0.737422
INFO:root:Epoch[24] Resetting Data Iterator
INFO:root:Epoch[24] Time cost=4414.708
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0025.params"
INFO:root:Epoch[24] Validation-accuracy=0.551000
INFO:root:Epoch[24] Validation-top_k_accuracy_5=0.792610
INFO:root:Epoch[25] Batch [50]	Speed: 317.00 samples/sec	Train-accuracy=0.492656
INFO:root:Epoch[25] Batch [50]	Speed: 317.00 samples/sec	Train-top_k_accuracy_5=0.741211
INFO:root:Epoch[25] Batch [100]	Speed: 305.92 samples/sec	Train-accuracy=0.494570
INFO:root:Epoch[25] Batch [100]	Speed: 305.92 samples/sec	Train-top_k_accuracy_5=0.735117
INFO:root:Epoch[25] Batch [150]	Speed: 282.28 samples/sec	Train-accuracy=0.493555
INFO:root:Epoch[25] Batch [150]	Speed: 282.28 samples/sec	Train-top_k_accuracy_5=0.737109
INFO:root:Epoch[25] Batch [200]	Speed: 292.28 samples/sec	Train-accuracy=0.486133
INFO:root:Epoch[25] Batch [200]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.733125
INFO:root:Epoch[25] Batch [250]	Speed: 290.71 samples/sec	Train-accuracy=0.500586
INFO:root:Epoch[25] Batch [250]	Speed: 290.71 samples/sec	Train-top_k_accuracy_5=0.742031
INFO:root:Epoch[25] Batch [300]	Speed: 288.32 samples/sec	Train-accuracy=0.496484
INFO:root:Epoch[25] Batch [300]	Speed: 288.32 samples/sec	Train-top_k_accuracy_5=0.739961
INFO:root:Epoch[25] Batch [350]	Speed: 296.55 samples/sec	Train-accuracy=0.491875
INFO:root:Epoch[25] Batch [350]	Speed: 296.55 samples/sec	Train-top_k_accuracy_5=0.735586
INFO:root:Epoch[25] Batch [400]	Speed: 288.64 samples/sec	Train-accuracy=0.486641
INFO:root:Epoch[25] Batch [400]	Speed: 288.64 samples/sec	Train-top_k_accuracy_5=0.733672
INFO:root:Epoch[25] Batch [450]	Speed: 292.70 samples/sec	Train-accuracy=0.492852
INFO:root:Epoch[25] Batch [450]	Speed: 292.70 samples/sec	Train-top_k_accuracy_5=0.734727
INFO:root:Epoch[25] Batch [500]	Speed: 282.18 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[25] Batch [500]	Speed: 282.18 samples/sec	Train-top_k_accuracy_5=0.739531
INFO:root:Epoch[25] Batch [550]	Speed: 282.58 samples/sec	Train-accuracy=0.497656
INFO:root:Epoch[25] Batch [550]	Speed: 282.58 samples/sec	Train-top_k_accuracy_5=0.739102
INFO:root:Epoch[25] Batch [600]	Speed: 286.66 samples/sec	Train-accuracy=0.495352
INFO:root:Epoch[25] Batch [600]	Speed: 286.66 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[25] Batch [650]	Speed: 292.68 samples/sec	Train-accuracy=0.491367
INFO:root:Epoch[25] Batch [650]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.732266
INFO:root:Epoch[25] Batch [700]	Speed: 303.67 samples/sec	Train-accuracy=0.495508
INFO:root:Epoch[25] Batch [700]	Speed: 303.67 samples/sec	Train-top_k_accuracy_5=0.736680
INFO:root:Epoch[25] Batch [750]	Speed: 294.73 samples/sec	Train-accuracy=0.489727
INFO:root:Epoch[25] Batch [750]	Speed: 294.73 samples/sec	Train-top_k_accuracy_5=0.734688
INFO:root:Epoch[25] Batch [800]	Speed: 294.51 samples/sec	Train-accuracy=0.491758
INFO:root:Epoch[25] Batch [800]	Speed: 294.51 samples/sec	Train-top_k_accuracy_5=0.737422
INFO:root:Epoch[25] Batch [850]	Speed: 292.54 samples/sec	Train-accuracy=0.492773
INFO:root:Epoch[25] Batch [850]	Speed: 292.54 samples/sec	Train-top_k_accuracy_5=0.736445
INFO:root:Epoch[25] Batch [900]	Speed: 276.56 samples/sec	Train-accuracy=0.489766
INFO:root:Epoch[25] Batch [900]	Speed: 276.56 samples/sec	Train-top_k_accuracy_5=0.736914
INFO:root:Epoch[25] Batch [950]	Speed: 288.35 samples/sec	Train-accuracy=0.491133
INFO:root:Epoch[25] Batch [950]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.733125
INFO:root:Epoch[25] Batch [1000]	Speed: 288.19 samples/sec	Train-accuracy=0.493828
INFO:root:Epoch[25] Batch [1000]	Speed: 288.19 samples/sec	Train-top_k_accuracy_5=0.736484
INFO:root:Epoch[25] Batch [1050]	Speed: 285.89 samples/sec	Train-accuracy=0.487422
INFO:root:Epoch[25] Batch [1050]	Speed: 285.89 samples/sec	Train-top_k_accuracy_5=0.734609
INFO:root:Epoch[25] Batch [1100]	Speed: 294.98 samples/sec	Train-accuracy=0.495312
INFO:root:Epoch[25] Batch [1100]	Speed: 294.98 samples/sec	Train-top_k_accuracy_5=0.739141
INFO:root:Epoch[25] Batch [1150]	Speed: 282.60 samples/sec	Train-accuracy=0.489687
INFO:root:Epoch[25] Batch [1150]	Speed: 282.60 samples/sec	Train-top_k_accuracy_5=0.735469
INFO:root:Epoch[25] Batch [1200]	Speed: 292.57 samples/sec	Train-accuracy=0.493594
INFO:root:Epoch[25] Batch [1200]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.736953
INFO:root:Epoch[25] Batch [1250]	Speed: 296.69 samples/sec	Train-accuracy=0.491211
INFO:root:Epoch[25] Batch [1250]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.734805
INFO:root:Epoch[25] Batch [1300]	Speed: 288.12 samples/sec	Train-accuracy=0.492461
INFO:root:Epoch[25] Batch [1300]	Speed: 288.12 samples/sec	Train-top_k_accuracy_5=0.738242
INFO:root:Epoch[25] Batch [1350]	Speed: 294.76 samples/sec	Train-accuracy=0.491602
INFO:root:Epoch[25] Batch [1350]	Speed: 294.76 samples/sec	Train-top_k_accuracy_5=0.737227
INFO:root:Epoch[25] Batch [1400]	Speed: 290.17 samples/sec	Train-accuracy=0.496289
INFO:root:Epoch[25] Batch [1400]	Speed: 290.17 samples/sec	Train-top_k_accuracy_5=0.737539
INFO:root:Epoch[25] Batch [1450]	Speed: 290.47 samples/sec	Train-accuracy=0.495586
INFO:root:Epoch[25] Batch [1450]	Speed: 290.47 samples/sec	Train-top_k_accuracy_5=0.736133
INFO:root:Epoch[25] Batch [1500]	Speed: 290.36 samples/sec	Train-accuracy=0.491445
INFO:root:Epoch[25] Batch [1500]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.735352
INFO:root:Epoch[25] Batch [1550]	Speed: 288.38 samples/sec	Train-accuracy=0.494063
INFO:root:Epoch[25] Batch [1550]	Speed: 288.38 samples/sec	Train-top_k_accuracy_5=0.734297
INFO:root:Epoch[25] Batch [1600]	Speed: 301.35 samples/sec	Train-accuracy=0.497188
INFO:root:Epoch[25] Batch [1600]	Speed: 301.35 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[25] Batch [1650]	Speed: 288.42 samples/sec	Train-accuracy=0.497070
INFO:root:Epoch[25] Batch [1650]	Speed: 288.42 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[25] Batch [1700]	Speed: 292.32 samples/sec	Train-accuracy=0.495000
INFO:root:Epoch[25] Batch [1700]	Speed: 292.32 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[25] Batch [1750]	Speed: 293.00 samples/sec	Train-accuracy=0.494766
INFO:root:Epoch[25] Batch [1750]	Speed: 293.00 samples/sec	Train-top_k_accuracy_5=0.737109
INFO:root:Epoch[25] Batch [1800]	Speed: 274.90 samples/sec	Train-accuracy=0.496289
INFO:root:Epoch[25] Batch [1800]	Speed: 274.90 samples/sec	Train-top_k_accuracy_5=0.743477
INFO:root:Epoch[25] Batch [1850]	Speed: 292.87 samples/sec	Train-accuracy=0.491992
INFO:root:Epoch[25] Batch [1850]	Speed: 292.87 samples/sec	Train-top_k_accuracy_5=0.735117
INFO:root:Epoch[25] Batch [1900]	Speed: 292.59 samples/sec	Train-accuracy=0.495703
INFO:root:Epoch[25] Batch [1900]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.734297
INFO:root:Epoch[25] Batch [1950]	Speed: 290.20 samples/sec	Train-accuracy=0.492305
INFO:root:Epoch[25] Batch [1950]	Speed: 290.20 samples/sec	Train-top_k_accuracy_5=0.735039
INFO:root:Epoch[25] Batch [2000]	Speed: 294.74 samples/sec	Train-accuracy=0.503867
INFO:root:Epoch[25] Batch [2000]	Speed: 294.74 samples/sec	Train-top_k_accuracy_5=0.745508
INFO:root:Epoch[25] Batch [2050]	Speed: 282.28 samples/sec	Train-accuracy=0.490742
INFO:root:Epoch[25] Batch [2050]	Speed: 282.28 samples/sec	Train-top_k_accuracy_5=0.735898
INFO:root:Epoch[25] Batch [2100]	Speed: 284.44 samples/sec	Train-accuracy=0.495352
INFO:root:Epoch[25] Batch [2100]	Speed: 284.44 samples/sec	Train-top_k_accuracy_5=0.738086
INFO:root:Epoch[25] Batch [2150]	Speed: 296.51 samples/sec	Train-accuracy=0.491641
INFO:root:Epoch[25] Batch [2150]	Speed: 296.51 samples/sec	Train-top_k_accuracy_5=0.736953
INFO:root:Epoch[25] Batch [2200]	Speed: 286.56 samples/sec	Train-accuracy=0.492891
INFO:root:Epoch[25] Batch [2200]	Speed: 286.56 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[25] Batch [2250]	Speed: 292.59 samples/sec	Train-accuracy=0.493008
INFO:root:Epoch[25] Batch [2250]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.737305
INFO:root:Epoch[25] Batch [2300]	Speed: 286.10 samples/sec	Train-accuracy=0.498320
INFO:root:Epoch[25] Batch [2300]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.741211
INFO:root:Epoch[25] Batch [2350]	Speed: 285.89 samples/sec	Train-accuracy=0.494375
INFO:root:Epoch[25] Batch [2350]	Speed: 285.89 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[25] Batch [2400]	Speed: 284.59 samples/sec	Train-accuracy=0.496523
INFO:root:Epoch[25] Batch [2400]	Speed: 284.59 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[25] Batch [2450]	Speed: 292.77 samples/sec	Train-accuracy=0.497852
INFO:root:Epoch[25] Batch [2450]	Speed: 292.77 samples/sec	Train-top_k_accuracy_5=0.743672
INFO:root:Epoch[25] Batch [2500]	Speed: 296.52 samples/sec	Train-accuracy=0.496133
INFO:root:Epoch[25] Batch [2500]	Speed: 296.52 samples/sec	Train-top_k_accuracy_5=0.735352
INFO:root:Epoch[25] Resetting Data Iterator
INFO:root:Epoch[25] Time cost=4409.554
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0026.params"
INFO:root:Epoch[25] Validation-accuracy=0.544942
INFO:root:Epoch[25] Validation-top_k_accuracy_5=0.792590
INFO:root:Epoch[26] Batch [50]	Speed: 300.77 samples/sec	Train-accuracy=0.499375
INFO:root:Epoch[26] Batch [50]	Speed: 300.77 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[26] Batch [100]	Speed: 294.84 samples/sec	Train-accuracy=0.492578
INFO:root:Epoch[26] Batch [100]	Speed: 294.84 samples/sec	Train-top_k_accuracy_5=0.737500
INFO:root:Epoch[26] Batch [150]	Speed: 294.60 samples/sec	Train-accuracy=0.498281
INFO:root:Epoch[26] Batch [150]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.744180
INFO:root:Epoch[26] Batch [200]	Speed: 280.50 samples/sec	Train-accuracy=0.488945
INFO:root:Epoch[26] Batch [200]	Speed: 280.50 samples/sec	Train-top_k_accuracy_5=0.736797
INFO:root:Epoch[26] Batch [250]	Speed: 275.19 samples/sec	Train-accuracy=0.494883
INFO:root:Epoch[26] Batch [250]	Speed: 275.19 samples/sec	Train-top_k_accuracy_5=0.739180
INFO:root:Epoch[26] Batch [300]	Speed: 284.47 samples/sec	Train-accuracy=0.495742
INFO:root:Epoch[26] Batch [300]	Speed: 284.47 samples/sec	Train-top_k_accuracy_5=0.734961
INFO:root:Epoch[26] Batch [350]	Speed: 286.04 samples/sec	Train-accuracy=0.491953
INFO:root:Epoch[26] Batch [350]	Speed: 286.04 samples/sec	Train-top_k_accuracy_5=0.734219
INFO:root:Epoch[26] Batch [400]	Speed: 298.99 samples/sec	Train-accuracy=0.494688
INFO:root:Epoch[26] Batch [400]	Speed: 298.99 samples/sec	Train-top_k_accuracy_5=0.735547
INFO:root:Epoch[26] Batch [450]	Speed: 294.75 samples/sec	Train-accuracy=0.492266
INFO:root:Epoch[26] Batch [450]	Speed: 294.75 samples/sec	Train-top_k_accuracy_5=0.735859
INFO:root:Epoch[26] Batch [500]	Speed: 284.78 samples/sec	Train-accuracy=0.488828
INFO:root:Epoch[26] Batch [500]	Speed: 284.78 samples/sec	Train-top_k_accuracy_5=0.735703
INFO:root:Epoch[26] Batch [550]	Speed: 292.43 samples/sec	Train-accuracy=0.499844
INFO:root:Epoch[26] Batch [550]	Speed: 292.43 samples/sec	Train-top_k_accuracy_5=0.743359
INFO:root:Epoch[26] Batch [600]	Speed: 286.68 samples/sec	Train-accuracy=0.500039
INFO:root:Epoch[26] Batch [600]	Speed: 286.68 samples/sec	Train-top_k_accuracy_5=0.736914
INFO:root:Epoch[26] Batch [650]	Speed: 276.62 samples/sec	Train-accuracy=0.498398
INFO:root:Epoch[26] Batch [650]	Speed: 276.62 samples/sec	Train-top_k_accuracy_5=0.735742
INFO:root:Epoch[26] Batch [700]	Speed: 292.86 samples/sec	Train-accuracy=0.497109
INFO:root:Epoch[26] Batch [700]	Speed: 292.86 samples/sec	Train-top_k_accuracy_5=0.741094
INFO:root:Epoch[26] Batch [750]	Speed: 286.29 samples/sec	Train-accuracy=0.496523
INFO:root:Epoch[26] Batch [750]	Speed: 286.29 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[26] Batch [800]	Speed: 282.26 samples/sec	Train-accuracy=0.491367
INFO:root:Epoch[26] Batch [800]	Speed: 282.26 samples/sec	Train-top_k_accuracy_5=0.735586
INFO:root:Epoch[26] Batch [850]	Speed: 305.81 samples/sec	Train-accuracy=0.495742
INFO:root:Epoch[26] Batch [850]	Speed: 305.81 samples/sec	Train-top_k_accuracy_5=0.738750
INFO:root:Epoch[26] Batch [900]	Speed: 294.55 samples/sec	Train-accuracy=0.490859
INFO:root:Epoch[26] Batch [900]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.736055
INFO:root:Epoch[26] Batch [950]	Speed: 293.15 samples/sec	Train-accuracy=0.492070
INFO:root:Epoch[26] Batch [950]	Speed: 293.15 samples/sec	Train-top_k_accuracy_5=0.739609
INFO:root:Epoch[26] Batch [1000]	Speed: 292.39 samples/sec	Train-accuracy=0.495820
INFO:root:Epoch[26] Batch [1000]	Speed: 292.39 samples/sec	Train-top_k_accuracy_5=0.738555
INFO:root:Epoch[26] Batch [1050]	Speed: 294.48 samples/sec	Train-accuracy=0.493906
INFO:root:Epoch[26] Batch [1050]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.736250
INFO:root:Epoch[26] Batch [1100]	Speed: 284.51 samples/sec	Train-accuracy=0.498477
INFO:root:Epoch[26] Batch [1100]	Speed: 284.51 samples/sec	Train-top_k_accuracy_5=0.739492
INFO:root:Epoch[26] Batch [1150]	Speed: 288.09 samples/sec	Train-accuracy=0.495000
INFO:root:Epoch[26] Batch [1150]	Speed: 288.09 samples/sec	Train-top_k_accuracy_5=0.737695
INFO:root:Epoch[26] Batch [1200]	Speed: 290.76 samples/sec	Train-accuracy=0.491211
INFO:root:Epoch[26] Batch [1200]	Speed: 290.76 samples/sec	Train-top_k_accuracy_5=0.737812
INFO:root:Epoch[26] Batch [1250]	Speed: 288.38 samples/sec	Train-accuracy=0.496445
INFO:root:Epoch[26] Batch [1250]	Speed: 288.38 samples/sec	Train-top_k_accuracy_5=0.738242
INFO:root:Epoch[26] Batch [1300]	Speed: 292.57 samples/sec	Train-accuracy=0.494531
INFO:root:Epoch[26] Batch [1300]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.735703
INFO:root:Epoch[26] Batch [1350]	Speed: 292.11 samples/sec	Train-accuracy=0.496484
INFO:root:Epoch[26] Batch [1350]	Speed: 292.11 samples/sec	Train-top_k_accuracy_5=0.738633
INFO:root:Epoch[26] Batch [1400]	Speed: 291.94 samples/sec	Train-accuracy=0.495000
INFO:root:Epoch[26] Batch [1400]	Speed: 291.94 samples/sec	Train-top_k_accuracy_5=0.738086
INFO:root:Epoch[26] Batch [1450]	Speed: 300.55 samples/sec	Train-accuracy=0.497070
INFO:root:Epoch[26] Batch [1450]	Speed: 300.55 samples/sec	Train-top_k_accuracy_5=0.740547
INFO:root:Epoch[26] Batch [1500]	Speed: 294.48 samples/sec	Train-accuracy=0.492227
INFO:root:Epoch[26] Batch [1500]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.734102
INFO:root:Epoch[26] Batch [1550]	Speed: 288.40 samples/sec	Train-accuracy=0.492852
INFO:root:Epoch[26] Batch [1550]	Speed: 288.40 samples/sec	Train-top_k_accuracy_5=0.738047
INFO:root:Epoch[26] Batch [1600]	Speed: 292.50 samples/sec	Train-accuracy=0.497461
INFO:root:Epoch[26] Batch [1600]	Speed: 292.50 samples/sec	Train-top_k_accuracy_5=0.742500
INFO:root:Epoch[26] Batch [1650]	Speed: 290.33 samples/sec	Train-accuracy=0.498125
INFO:root:Epoch[26] Batch [1650]	Speed: 290.33 samples/sec	Train-top_k_accuracy_5=0.738398
INFO:root:Epoch[26] Batch [1700]	Speed: 280.46 samples/sec	Train-accuracy=0.494844
INFO:root:Epoch[26] Batch [1700]	Speed: 280.46 samples/sec	Train-top_k_accuracy_5=0.738945
INFO:root:Epoch[26] Batch [1750]	Speed: 278.23 samples/sec	Train-accuracy=0.498867
INFO:root:Epoch[26] Batch [1750]	Speed: 278.23 samples/sec	Train-top_k_accuracy_5=0.737812
INFO:root:Epoch[26] Batch [1800]	Speed: 299.55 samples/sec	Train-accuracy=0.495000
INFO:root:Epoch[26] Batch [1800]	Speed: 299.55 samples/sec	Train-top_k_accuracy_5=0.734648
INFO:root:Epoch[26] Batch [1850]	Speed: 292.66 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[26] Batch [1850]	Speed: 292.66 samples/sec	Train-top_k_accuracy_5=0.740156
INFO:root:Epoch[26] Batch [1900]	Speed: 288.63 samples/sec	Train-accuracy=0.497695
INFO:root:Epoch[26] Batch [1900]	Speed: 288.63 samples/sec	Train-top_k_accuracy_5=0.736484
INFO:root:Epoch[26] Batch [1950]	Speed: 299.17 samples/sec	Train-accuracy=0.499609
INFO:root:Epoch[26] Batch [1950]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.736094
INFO:root:Epoch[26] Batch [2000]	Speed: 292.58 samples/sec	Train-accuracy=0.497266
INFO:root:Epoch[26] Batch [2000]	Speed: 292.58 samples/sec	Train-top_k_accuracy_5=0.744492
INFO:root:Epoch[26] Batch [2050]	Speed: 292.42 samples/sec	Train-accuracy=0.494102
INFO:root:Epoch[26] Batch [2050]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.739414
INFO:root:Epoch[26] Batch [2100]	Speed: 296.81 samples/sec	Train-accuracy=0.492578
INFO:root:Epoch[26] Batch [2100]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.739688
INFO:root:Epoch[26] Batch [2150]	Speed: 264.66 samples/sec	Train-accuracy=0.500273
INFO:root:Epoch[26] Batch [2150]	Speed: 264.66 samples/sec	Train-top_k_accuracy_5=0.740938
INFO:root:Epoch[26] Batch [2200]	Speed: 294.95 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[26] Batch [2200]	Speed: 294.95 samples/sec	Train-top_k_accuracy_5=0.740117
INFO:root:Epoch[26] Batch [2250]	Speed: 301.18 samples/sec	Train-accuracy=0.498633
INFO:root:Epoch[26] Batch [2250]	Speed: 301.18 samples/sec	Train-top_k_accuracy_5=0.739609
INFO:root:Epoch[26] Batch [2300]	Speed: 294.79 samples/sec	Train-accuracy=0.492188
INFO:root:Epoch[26] Batch [2300]	Speed: 294.79 samples/sec	Train-top_k_accuracy_5=0.737656
INFO:root:Epoch[26] Batch [2350]	Speed: 305.09 samples/sec	Train-accuracy=0.493906
INFO:root:Epoch[26] Batch [2350]	Speed: 305.09 samples/sec	Train-top_k_accuracy_5=0.738906
INFO:root:Epoch[26] Batch [2400]	Speed: 298.50 samples/sec	Train-accuracy=0.493125
INFO:root:Epoch[26] Batch [2400]	Speed: 298.50 samples/sec	Train-top_k_accuracy_5=0.736719
INFO:root:Epoch[26] Batch [2450]	Speed: 307.93 samples/sec	Train-accuracy=0.503789
INFO:root:Epoch[26] Batch [2450]	Speed: 307.93 samples/sec	Train-top_k_accuracy_5=0.741719
INFO:root:Epoch[26] Batch [2500]	Speed: 299.61 samples/sec	Train-accuracy=0.500078
INFO:root:Epoch[26] Batch [2500]	Speed: 299.61 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[26] Resetting Data Iterator
INFO:root:Epoch[26] Time cost=4398.443
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0027.params"
INFO:root:Epoch[26] Validation-accuracy=0.543746
INFO:root:Epoch[26] Validation-top_k_accuracy_5=0.789581
INFO:root:Epoch[27] Batch [50]	Speed: 294.42 samples/sec	Train-accuracy=0.498398
INFO:root:Epoch[27] Batch [50]	Speed: 294.42 samples/sec	Train-top_k_accuracy_5=0.740352
INFO:root:Epoch[27] Batch [100]	Speed: 301.38 samples/sec	Train-accuracy=0.498320
INFO:root:Epoch[27] Batch [100]	Speed: 301.38 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[27] Batch [150]	Speed: 284.44 samples/sec	Train-accuracy=0.495430
INFO:root:Epoch[27] Batch [150]	Speed: 284.44 samples/sec	Train-top_k_accuracy_5=0.740352
INFO:root:Epoch[27] Batch [200]	Speed: 290.28 samples/sec	Train-accuracy=0.496953
INFO:root:Epoch[27] Batch [200]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.738008
INFO:root:Epoch[27] Batch [250]	Speed: 286.53 samples/sec	Train-accuracy=0.497930
INFO:root:Epoch[27] Batch [250]	Speed: 286.53 samples/sec	Train-top_k_accuracy_5=0.740469
INFO:root:Epoch[27] Batch [300]	Speed: 296.38 samples/sec	Train-accuracy=0.495937
INFO:root:Epoch[27] Batch [300]	Speed: 296.38 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[27] Batch [350]	Speed: 294.55 samples/sec	Train-accuracy=0.490547
INFO:root:Epoch[27] Batch [350]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.732266
INFO:root:Epoch[27] Batch [400]	Speed: 294.71 samples/sec	Train-accuracy=0.495547
INFO:root:Epoch[27] Batch [400]	Speed: 294.71 samples/sec	Train-top_k_accuracy_5=0.735977
INFO:root:Epoch[27] Batch [450]	Speed: 299.26 samples/sec	Train-accuracy=0.494180
INFO:root:Epoch[27] Batch [450]	Speed: 299.26 samples/sec	Train-top_k_accuracy_5=0.740352
INFO:root:Epoch[27] Batch [500]	Speed: 288.42 samples/sec	Train-accuracy=0.493359
INFO:root:Epoch[27] Batch [500]	Speed: 288.42 samples/sec	Train-top_k_accuracy_5=0.735117
INFO:root:Epoch[27] Batch [550]	Speed: 299.09 samples/sec	Train-accuracy=0.505625
INFO:root:Epoch[27] Batch [550]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.743203
INFO:root:Epoch[27] Batch [600]	Speed: 276.63 samples/sec	Train-accuracy=0.495547
INFO:root:Epoch[27] Batch [600]	Speed: 276.63 samples/sec	Train-top_k_accuracy_5=0.734805
INFO:root:Epoch[27] Batch [650]	Speed: 290.64 samples/sec	Train-accuracy=0.494258
INFO:root:Epoch[27] Batch [650]	Speed: 290.64 samples/sec	Train-top_k_accuracy_5=0.733594
INFO:root:Epoch[27] Batch [700]	Speed: 294.80 samples/sec	Train-accuracy=0.498359
INFO:root:Epoch[27] Batch [700]	Speed: 294.80 samples/sec	Train-top_k_accuracy_5=0.740273
INFO:root:Epoch[27] Batch [750]	Speed: 294.44 samples/sec	Train-accuracy=0.495352
INFO:root:Epoch[27] Batch [750]	Speed: 294.44 samples/sec	Train-top_k_accuracy_5=0.737187
INFO:root:Epoch[27] Batch [800]	Speed: 292.89 samples/sec	Train-accuracy=0.494688
INFO:root:Epoch[27] Batch [800]	Speed: 292.89 samples/sec	Train-top_k_accuracy_5=0.737500
INFO:root:Epoch[27] Batch [850]	Speed: 286.25 samples/sec	Train-accuracy=0.493789
INFO:root:Epoch[27] Batch [850]	Speed: 286.25 samples/sec	Train-top_k_accuracy_5=0.737305
INFO:root:Epoch[27] Batch [900]	Speed: 294.90 samples/sec	Train-accuracy=0.493477
INFO:root:Epoch[27] Batch [900]	Speed: 294.90 samples/sec	Train-top_k_accuracy_5=0.737891
INFO:root:Epoch[27] Batch [950]	Speed: 290.63 samples/sec	Train-accuracy=0.495742
INFO:root:Epoch[27] Batch [950]	Speed: 290.63 samples/sec	Train-top_k_accuracy_5=0.740391
INFO:root:Epoch[27] Batch [1000]	Speed: 292.09 samples/sec	Train-accuracy=0.492695
INFO:root:Epoch[27] Batch [1000]	Speed: 292.09 samples/sec	Train-top_k_accuracy_5=0.738750
INFO:root:Epoch[27] Batch [1050]	Speed: 288.80 samples/sec	Train-accuracy=0.497461
INFO:root:Epoch[27] Batch [1050]	Speed: 288.80 samples/sec	Train-top_k_accuracy_5=0.738164
INFO:root:Epoch[27] Batch [1100]	Speed: 288.42 samples/sec	Train-accuracy=0.497539
INFO:root:Epoch[27] Batch [1100]	Speed: 288.42 samples/sec	Train-top_k_accuracy_5=0.738906
INFO:root:Epoch[27] Batch [1150]	Speed: 288.02 samples/sec	Train-accuracy=0.492734
INFO:root:Epoch[27] Batch [1150]	Speed: 288.02 samples/sec	Train-top_k_accuracy_5=0.736758
INFO:root:Epoch[27] Batch [1200]	Speed: 294.77 samples/sec	Train-accuracy=0.498711
INFO:root:Epoch[27] Batch [1200]	Speed: 294.77 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[27] Batch [1250]	Speed: 276.11 samples/sec	Train-accuracy=0.494219
INFO:root:Epoch[27] Batch [1250]	Speed: 276.11 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[27] Batch [1300]	Speed: 294.59 samples/sec	Train-accuracy=0.494297
INFO:root:Epoch[27] Batch [1300]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[27] Batch [1350]	Speed: 284.01 samples/sec	Train-accuracy=0.496914
INFO:root:Epoch[27] Batch [1350]	Speed: 284.01 samples/sec	Train-top_k_accuracy_5=0.739883
INFO:root:Epoch[27] Batch [1400]	Speed: 292.17 samples/sec	Train-accuracy=0.498828
INFO:root:Epoch[27] Batch [1400]	Speed: 292.17 samples/sec	Train-top_k_accuracy_5=0.742578
INFO:root:Epoch[27] Batch [1450]	Speed: 288.06 samples/sec	Train-accuracy=0.499492
INFO:root:Epoch[27] Batch [1450]	Speed: 288.06 samples/sec	Train-top_k_accuracy_5=0.735547
INFO:root:Epoch[27] Batch [1500]	Speed: 284.06 samples/sec	Train-accuracy=0.495078
INFO:root:Epoch[27] Batch [1500]	Speed: 284.06 samples/sec	Train-top_k_accuracy_5=0.740703
INFO:root:Epoch[27] Batch [1550]	Speed: 288.33 samples/sec	Train-accuracy=0.492109
INFO:root:Epoch[27] Batch [1550]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.735000
INFO:root:Epoch[27] Batch [1600]	Speed: 284.24 samples/sec	Train-accuracy=0.501523
INFO:root:Epoch[27] Batch [1600]	Speed: 284.24 samples/sec	Train-top_k_accuracy_5=0.744102
INFO:root:Epoch[27] Batch [1650]	Speed: 286.10 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[27] Batch [1650]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.736641
INFO:root:Epoch[27] Batch [1700]	Speed: 284.09 samples/sec	Train-accuracy=0.500273
INFO:root:Epoch[27] Batch [1700]	Speed: 284.09 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[27] Batch [1750]	Speed: 287.84 samples/sec	Train-accuracy=0.502227
INFO:root:Epoch[27] Batch [1750]	Speed: 287.84 samples/sec	Train-top_k_accuracy_5=0.739688
INFO:root:Epoch[27] Batch [1800]	Speed: 286.03 samples/sec	Train-accuracy=0.494453
INFO:root:Epoch[27] Batch [1800]	Speed: 286.03 samples/sec	Train-top_k_accuracy_5=0.740273
INFO:root:Epoch[27] Batch [1850]	Speed: 288.62 samples/sec	Train-accuracy=0.499883
INFO:root:Epoch[27] Batch [1850]	Speed: 288.62 samples/sec	Train-top_k_accuracy_5=0.740352
INFO:root:Epoch[27] Batch [1900]	Speed: 282.06 samples/sec	Train-accuracy=0.496641
INFO:root:Epoch[27] Batch [1900]	Speed: 282.06 samples/sec	Train-top_k_accuracy_5=0.740391
INFO:root:Epoch[27] Batch [1950]	Speed: 292.74 samples/sec	Train-accuracy=0.495469
INFO:root:Epoch[27] Batch [1950]	Speed: 292.74 samples/sec	Train-top_k_accuracy_5=0.736875
INFO:root:Epoch[27] Batch [2000]	Speed: 287.45 samples/sec	Train-accuracy=0.502891
INFO:root:Epoch[27] Batch [2000]	Speed: 287.45 samples/sec	Train-top_k_accuracy_5=0.743437
INFO:root:Epoch[27] Batch [2050]	Speed: 292.19 samples/sec	Train-accuracy=0.493516
INFO:root:Epoch[27] Batch [2050]	Speed: 292.19 samples/sec	Train-top_k_accuracy_5=0.738633
INFO:root:Epoch[27] Batch [2100]	Speed: 287.94 samples/sec	Train-accuracy=0.495703
INFO:root:Epoch[27] Batch [2100]	Speed: 287.94 samples/sec	Train-top_k_accuracy_5=0.736563
INFO:root:Epoch[27] Batch [2150]	Speed: 276.00 samples/sec	Train-accuracy=0.495664
INFO:root:Epoch[27] Batch [2150]	Speed: 276.00 samples/sec	Train-top_k_accuracy_5=0.737852
INFO:root:Epoch[27] Batch [2200]	Speed: 294.87 samples/sec	Train-accuracy=0.496055
INFO:root:Epoch[27] Batch [2200]	Speed: 294.87 samples/sec	Train-top_k_accuracy_5=0.739062
INFO:root:Epoch[27] Batch [2250]	Speed: 288.17 samples/sec	Train-accuracy=0.493984
INFO:root:Epoch[27] Batch [2250]	Speed: 288.17 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[27] Batch [2300]	Speed: 287.98 samples/sec	Train-accuracy=0.493789
INFO:root:Epoch[27] Batch [2300]	Speed: 287.98 samples/sec	Train-top_k_accuracy_5=0.737500
INFO:root:Epoch[27] Batch [2350]	Speed: 282.08 samples/sec	Train-accuracy=0.498672
INFO:root:Epoch[27] Batch [2350]	Speed: 282.08 samples/sec	Train-top_k_accuracy_5=0.737969
INFO:root:Epoch[27] Batch [2400]	Speed: 284.12 samples/sec	Train-accuracy=0.501172
INFO:root:Epoch[27] Batch [2400]	Speed: 284.12 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[27] Batch [2450]	Speed: 278.30 samples/sec	Train-accuracy=0.500742
INFO:root:Epoch[27] Batch [2450]	Speed: 278.30 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[27] Batch [2500]	Speed: 290.12 samples/sec	Train-accuracy=0.493633
INFO:root:Epoch[27] Batch [2500]	Speed: 290.12 samples/sec	Train-top_k_accuracy_5=0.737266
INFO:root:Epoch[27] Resetting Data Iterator
INFO:root:Epoch[27] Time cost=4435.359
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0028.params"
INFO:root:Epoch[27] Validation-accuracy=0.554887
INFO:root:Epoch[27] Validation-top_k_accuracy_5=0.797313
INFO:root:Epoch[28] Batch [50]	Speed: 287.14 samples/sec	Train-accuracy=0.504023
INFO:root:Epoch[28] Batch [50]	Speed: 287.14 samples/sec	Train-top_k_accuracy_5=0.742617
INFO:root:Epoch[28] Batch [100]	Speed: 278.30 samples/sec	Train-accuracy=0.494805
INFO:root:Epoch[28] Batch [100]	Speed: 278.30 samples/sec	Train-top_k_accuracy_5=0.736797
INFO:root:Epoch[28] Batch [150]	Speed: 282.23 samples/sec	Train-accuracy=0.493555
INFO:root:Epoch[28] Batch [150]	Speed: 282.23 samples/sec	Train-top_k_accuracy_5=0.737383
INFO:root:Epoch[28] Batch [200]	Speed: 274.43 samples/sec	Train-accuracy=0.496133
INFO:root:Epoch[28] Batch [200]	Speed: 274.43 samples/sec	Train-top_k_accuracy_5=0.738203
INFO:root:Epoch[28] Batch [250]	Speed: 280.11 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[28] Batch [250]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[28] Batch [300]	Speed: 280.11 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[28] Batch [300]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.742383
INFO:root:Epoch[28] Batch [350]	Speed: 276.26 samples/sec	Train-accuracy=0.495312
INFO:root:Epoch[28] Batch [350]	Speed: 276.26 samples/sec	Train-top_k_accuracy_5=0.739922
INFO:root:Epoch[28] Batch [400]	Speed: 281.90 samples/sec	Train-accuracy=0.493242
INFO:root:Epoch[28] Batch [400]	Speed: 281.90 samples/sec	Train-top_k_accuracy_5=0.736445
INFO:root:Epoch[28] Batch [450]	Speed: 276.17 samples/sec	Train-accuracy=0.492578
INFO:root:Epoch[28] Batch [450]	Speed: 276.17 samples/sec	Train-top_k_accuracy_5=0.735977
INFO:root:Epoch[28] Batch [500]	Speed: 284.04 samples/sec	Train-accuracy=0.498398
INFO:root:Epoch[28] Batch [500]	Speed: 284.04 samples/sec	Train-top_k_accuracy_5=0.740313
INFO:root:Epoch[28] Batch [550]	Speed: 267.29 samples/sec	Train-accuracy=0.501563
INFO:root:Epoch[28] Batch [550]	Speed: 267.29 samples/sec	Train-top_k_accuracy_5=0.741289
INFO:root:Epoch[28] Batch [600]	Speed: 280.19 samples/sec	Train-accuracy=0.494336
INFO:root:Epoch[28] Batch [600]	Speed: 280.19 samples/sec	Train-top_k_accuracy_5=0.736719
INFO:root:Epoch[28] Batch [650]	Speed: 275.97 samples/sec	Train-accuracy=0.493867
INFO:root:Epoch[28] Batch [650]	Speed: 275.97 samples/sec	Train-top_k_accuracy_5=0.737617
INFO:root:Epoch[28] Batch [700]	Speed: 278.36 samples/sec	Train-accuracy=0.496211
INFO:root:Epoch[28] Batch [700]	Speed: 278.36 samples/sec	Train-top_k_accuracy_5=0.743711
INFO:root:Epoch[28] Batch [750]	Speed: 278.05 samples/sec	Train-accuracy=0.499453
INFO:root:Epoch[28] Batch [750]	Speed: 278.05 samples/sec	Train-top_k_accuracy_5=0.740117
INFO:root:Epoch[28] Batch [800]	Speed: 277.89 samples/sec	Train-accuracy=0.491445
INFO:root:Epoch[28] Batch [800]	Speed: 277.89 samples/sec	Train-top_k_accuracy_5=0.735000
INFO:root:Epoch[28] Batch [850]	Speed: 278.37 samples/sec	Train-accuracy=0.493437
INFO:root:Epoch[28] Batch [850]	Speed: 278.37 samples/sec	Train-top_k_accuracy_5=0.739180
INFO:root:Epoch[28] Batch [900]	Speed: 278.18 samples/sec	Train-accuracy=0.498906
INFO:root:Epoch[28] Batch [900]	Speed: 278.18 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[28] Batch [950]	Speed: 278.06 samples/sec	Train-accuracy=0.500820
INFO:root:Epoch[28] Batch [950]	Speed: 278.06 samples/sec	Train-top_k_accuracy_5=0.740820
INFO:root:Epoch[28] Batch [1000]	Speed: 274.05 samples/sec	Train-accuracy=0.498984
INFO:root:Epoch[28] Batch [1000]	Speed: 274.05 samples/sec	Train-top_k_accuracy_5=0.743437
INFO:root:Epoch[28] Batch [1050]	Speed: 276.13 samples/sec	Train-accuracy=0.498281
INFO:root:Epoch[28] Batch [1050]	Speed: 276.13 samples/sec	Train-top_k_accuracy_5=0.741328
INFO:root:Epoch[28] Batch [1100]	Speed: 278.14 samples/sec	Train-accuracy=0.496328
INFO:root:Epoch[28] Batch [1100]	Speed: 278.14 samples/sec	Train-top_k_accuracy_5=0.737461
INFO:root:Epoch[28] Batch [1150]	Speed: 279.57 samples/sec	Train-accuracy=0.490312
INFO:root:Epoch[28] Batch [1150]	Speed: 279.57 samples/sec	Train-top_k_accuracy_5=0.734297
INFO:root:Epoch[28] Batch [1200]	Speed: 276.66 samples/sec	Train-accuracy=0.496289
INFO:root:Epoch[28] Batch [1200]	Speed: 276.66 samples/sec	Train-top_k_accuracy_5=0.738398
INFO:root:Epoch[28] Batch [1250]	Speed: 278.00 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[28] Batch [1250]	Speed: 278.00 samples/sec	Train-top_k_accuracy_5=0.743281
INFO:root:Epoch[28] Batch [1300]	Speed: 272.60 samples/sec	Train-accuracy=0.491523
INFO:root:Epoch[28] Batch [1300]	Speed: 272.60 samples/sec	Train-top_k_accuracy_5=0.741445
INFO:root:Epoch[28] Batch [1350]	Speed: 273.96 samples/sec	Train-accuracy=0.498750
INFO:root:Epoch[28] Batch [1350]	Speed: 273.96 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[28] Batch [1400]	Speed: 272.82 samples/sec	Train-accuracy=0.501602
INFO:root:Epoch[28] Batch [1400]	Speed: 272.82 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[28] Batch [1450]	Speed: 272.35 samples/sec	Train-accuracy=0.494102
INFO:root:Epoch[28] Batch [1450]	Speed: 272.35 samples/sec	Train-top_k_accuracy_5=0.742188
INFO:root:Epoch[28] Batch [1500]	Speed: 274.27 samples/sec	Train-accuracy=0.491016
INFO:root:Epoch[28] Batch [1500]	Speed: 274.27 samples/sec	Train-top_k_accuracy_5=0.738359
INFO:root:Epoch[28] Batch [1550]	Speed: 270.63 samples/sec	Train-accuracy=0.495625
INFO:root:Epoch[28] Batch [1550]	Speed: 270.63 samples/sec	Train-top_k_accuracy_5=0.737070
INFO:root:Epoch[28] Batch [1600]	Speed: 270.88 samples/sec	Train-accuracy=0.502344
INFO:root:Epoch[28] Batch [1600]	Speed: 270.88 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[28] Batch [1650]	Speed: 275.89 samples/sec	Train-accuracy=0.496133
INFO:root:Epoch[28] Batch [1650]	Speed: 275.89 samples/sec	Train-top_k_accuracy_5=0.741211
INFO:root:Epoch[28] Batch [1700]	Speed: 278.33 samples/sec	Train-accuracy=0.500352
INFO:root:Epoch[28] Batch [1700]	Speed: 278.33 samples/sec	Train-top_k_accuracy_5=0.742969
INFO:root:Epoch[28] Batch [1750]	Speed: 274.03 samples/sec	Train-accuracy=0.498789
INFO:root:Epoch[28] Batch [1750]	Speed: 274.03 samples/sec	Train-top_k_accuracy_5=0.741016
INFO:root:Epoch[28] Batch [1800]	Speed: 275.90 samples/sec	Train-accuracy=0.500117
INFO:root:Epoch[28] Batch [1800]	Speed: 275.90 samples/sec	Train-top_k_accuracy_5=0.742695
INFO:root:Epoch[28] Batch [1850]	Speed: 280.26 samples/sec	Train-accuracy=0.494023
INFO:root:Epoch[28] Batch [1850]	Speed: 280.26 samples/sec	Train-top_k_accuracy_5=0.736719
INFO:root:Epoch[28] Batch [1900]	Speed: 276.16 samples/sec	Train-accuracy=0.498125
INFO:root:Epoch[28] Batch [1900]	Speed: 276.16 samples/sec	Train-top_k_accuracy_5=0.739648
INFO:root:Epoch[28] Batch [1950]	Speed: 272.23 samples/sec	Train-accuracy=0.494688
INFO:root:Epoch[28] Batch [1950]	Speed: 272.23 samples/sec	Train-top_k_accuracy_5=0.736406
INFO:root:Epoch[28] Batch [2000]	Speed: 276.41 samples/sec	Train-accuracy=0.498516
INFO:root:Epoch[28] Batch [2000]	Speed: 276.41 samples/sec	Train-top_k_accuracy_5=0.740781
INFO:root:Epoch[28] Batch [2050]	Speed: 276.26 samples/sec	Train-accuracy=0.492930
INFO:root:Epoch[28] Batch [2050]	Speed: 276.26 samples/sec	Train-top_k_accuracy_5=0.738906
INFO:root:Epoch[28] Batch [2100]	Speed: 272.64 samples/sec	Train-accuracy=0.497812
INFO:root:Epoch[28] Batch [2100]	Speed: 272.64 samples/sec	Train-top_k_accuracy_5=0.741836
INFO:root:Epoch[28] Batch [2150]	Speed: 276.29 samples/sec	Train-accuracy=0.500273
INFO:root:Epoch[28] Batch [2150]	Speed: 276.29 samples/sec	Train-top_k_accuracy_5=0.739766
INFO:root:Epoch[28] Batch [2200]	Speed: 278.35 samples/sec	Train-accuracy=0.498086
INFO:root:Epoch[28] Batch [2200]	Speed: 278.35 samples/sec	Train-top_k_accuracy_5=0.742656
INFO:root:Epoch[28] Batch [2250]	Speed: 276.00 samples/sec	Train-accuracy=0.499883
INFO:root:Epoch[28] Batch [2250]	Speed: 276.00 samples/sec	Train-top_k_accuracy_5=0.742422
INFO:root:Epoch[28] Batch [2300]	Speed: 276.28 samples/sec	Train-accuracy=0.500078
INFO:root:Epoch[28] Batch [2300]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[28] Batch [2350]	Speed: 278.19 samples/sec	Train-accuracy=0.499805
INFO:root:Epoch[28] Batch [2350]	Speed: 278.19 samples/sec	Train-top_k_accuracy_5=0.739492
INFO:root:Epoch[28] Batch [2400]	Speed: 266.90 samples/sec	Train-accuracy=0.494453
INFO:root:Epoch[28] Batch [2400]	Speed: 266.90 samples/sec	Train-top_k_accuracy_5=0.736758
INFO:root:Epoch[28] Batch [2450]	Speed: 278.01 samples/sec	Train-accuracy=0.500703
INFO:root:Epoch[28] Batch [2450]	Speed: 278.01 samples/sec	Train-top_k_accuracy_5=0.747148
INFO:root:Epoch[28] Batch [2500]	Speed: 272.59 samples/sec	Train-accuracy=0.494961
INFO:root:Epoch[28] Batch [2500]	Speed: 272.59 samples/sec	Train-top_k_accuracy_5=0.738242
INFO:root:Epoch[28] Resetting Data Iterator
INFO:root:Epoch[28] Time cost=4636.992
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0029.params"
INFO:root:Epoch[28] Validation-accuracy=0.552176
INFO:root:Epoch[28] Validation-top_k_accuracy_5=0.794523
INFO:root:Epoch[29] Batch [50]	Speed: 287.09 samples/sec	Train-accuracy=0.505508
INFO:root:Epoch[29] Batch [50]	Speed: 287.09 samples/sec	Train-top_k_accuracy_5=0.744609
INFO:root:Epoch[29] Batch [100]	Speed: 274.24 samples/sec	Train-accuracy=0.496602
INFO:root:Epoch[29] Batch [100]	Speed: 274.24 samples/sec	Train-top_k_accuracy_5=0.738789
INFO:root:Epoch[29] Batch [150]	Speed: 274.22 samples/sec	Train-accuracy=0.502852
INFO:root:Epoch[29] Batch [150]	Speed: 274.22 samples/sec	Train-top_k_accuracy_5=0.748828
INFO:root:Epoch[29] Batch [200]	Speed: 273.95 samples/sec	Train-accuracy=0.498984
INFO:root:Epoch[29] Batch [200]	Speed: 273.95 samples/sec	Train-top_k_accuracy_5=0.743203
INFO:root:Epoch[29] Batch [250]	Speed: 270.66 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[29] Batch [250]	Speed: 270.66 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[29] Batch [300]	Speed: 272.28 samples/sec	Train-accuracy=0.498633
INFO:root:Epoch[29] Batch [300]	Speed: 272.28 samples/sec	Train-top_k_accuracy_5=0.741563
INFO:root:Epoch[29] Batch [350]	Speed: 272.30 samples/sec	Train-accuracy=0.495742
INFO:root:Epoch[29] Batch [350]	Speed: 272.30 samples/sec	Train-top_k_accuracy_5=0.734375
INFO:root:Epoch[29] Batch [400]	Speed: 272.21 samples/sec	Train-accuracy=0.493437
INFO:root:Epoch[29] Batch [400]	Speed: 272.21 samples/sec	Train-top_k_accuracy_5=0.739688
INFO:root:Epoch[29] Batch [450]	Speed: 268.73 samples/sec	Train-accuracy=0.494805
INFO:root:Epoch[29] Batch [450]	Speed: 268.73 samples/sec	Train-top_k_accuracy_5=0.741250
INFO:root:Epoch[29] Batch [500]	Speed: 306.65 samples/sec	Train-accuracy=0.496133
INFO:root:Epoch[29] Batch [500]	Speed: 306.65 samples/sec	Train-top_k_accuracy_5=0.738398
INFO:root:Epoch[29] Batch [550]	Speed: 299.24 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[29] Batch [550]	Speed: 299.24 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[29] Batch [600]	Speed: 299.73 samples/sec	Train-accuracy=0.502070
INFO:root:Epoch[29] Batch [600]	Speed: 299.73 samples/sec	Train-top_k_accuracy_5=0.742812
INFO:root:Epoch[29] Batch [650]	Speed: 297.33 samples/sec	Train-accuracy=0.501133
INFO:root:Epoch[29] Batch [650]	Speed: 297.33 samples/sec	Train-top_k_accuracy_5=0.739727
INFO:root:Epoch[29] Batch [700]	Speed: 301.52 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[29] Batch [700]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.740234
INFO:root:Epoch[29] Batch [750]	Speed: 304.09 samples/sec	Train-accuracy=0.495781
INFO:root:Epoch[29] Batch [750]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.738555
INFO:root:Epoch[29] Batch [800]	Speed: 304.09 samples/sec	Train-accuracy=0.493711
INFO:root:Epoch[29] Batch [800]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.737305
INFO:root:Epoch[29] Batch [850]	Speed: 304.01 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[29] Batch [850]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.741211
INFO:root:Epoch[29] Batch [900]	Speed: 301.61 samples/sec	Train-accuracy=0.494922
INFO:root:Epoch[29] Batch [900]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.738906
INFO:root:Epoch[29] Batch [950]	Speed: 304.13 samples/sec	Train-accuracy=0.495977
INFO:root:Epoch[29] Batch [950]	Speed: 304.13 samples/sec	Train-top_k_accuracy_5=0.742305
INFO:root:Epoch[29] Batch [1000]	Speed: 304.08 samples/sec	Train-accuracy=0.497695
INFO:root:Epoch[29] Batch [1000]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[29] Batch [1050]	Speed: 301.49 samples/sec	Train-accuracy=0.495586
INFO:root:Epoch[29] Batch [1050]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.737930
INFO:root:Epoch[29] Batch [1100]	Speed: 304.09 samples/sec	Train-accuracy=0.496797
INFO:root:Epoch[29] Batch [1100]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.739375
INFO:root:Epoch[29] Batch [1150]	Speed: 299.19 samples/sec	Train-accuracy=0.493555
INFO:root:Epoch[29] Batch [1150]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.740313
INFO:root:Epoch[29] Batch [1200]	Speed: 304.00 samples/sec	Train-accuracy=0.501172
INFO:root:Epoch[29] Batch [1200]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[29] Batch [1250]	Speed: 303.95 samples/sec	Train-accuracy=0.496094
INFO:root:Epoch[29] Batch [1250]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.737969
INFO:root:Epoch[29] Batch [1300]	Speed: 301.66 samples/sec	Train-accuracy=0.497773
INFO:root:Epoch[29] Batch [1300]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.740742
INFO:root:Epoch[29] Batch [1350]	Speed: 303.98 samples/sec	Train-accuracy=0.499688
INFO:root:Epoch[29] Batch [1350]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.738320
INFO:root:Epoch[29] Batch [1400]	Speed: 297.10 samples/sec	Train-accuracy=0.501406
INFO:root:Epoch[29] Batch [1400]	Speed: 297.10 samples/sec	Train-top_k_accuracy_5=0.741992
INFO:root:Epoch[29] Batch [1450]	Speed: 297.37 samples/sec	Train-accuracy=0.503125
INFO:root:Epoch[29] Batch [1450]	Speed: 297.37 samples/sec	Train-top_k_accuracy_5=0.740586
INFO:root:Epoch[29] Batch [1500]	Speed: 299.46 samples/sec	Train-accuracy=0.498555
INFO:root:Epoch[29] Batch [1500]	Speed: 299.46 samples/sec	Train-top_k_accuracy_5=0.737930
INFO:root:Epoch[29] Batch [1550]	Speed: 303.93 samples/sec	Train-accuracy=0.496445
INFO:root:Epoch[29] Batch [1550]	Speed: 303.93 samples/sec	Train-top_k_accuracy_5=0.739297
INFO:root:Epoch[29] Batch [1600]	Speed: 301.55 samples/sec	Train-accuracy=0.499453
INFO:root:Epoch[29] Batch [1600]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[29] Batch [1650]	Speed: 301.57 samples/sec	Train-accuracy=0.498516
INFO:root:Epoch[29] Batch [1650]	Speed: 301.57 samples/sec	Train-top_k_accuracy_5=0.736680
INFO:root:Epoch[29] Batch [1700]	Speed: 301.49 samples/sec	Train-accuracy=0.498672
INFO:root:Epoch[29] Batch [1700]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.743008
INFO:root:Epoch[29] Batch [1750]	Speed: 301.65 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[29] Batch [1750]	Speed: 301.65 samples/sec	Train-top_k_accuracy_5=0.740820
INFO:root:Epoch[29] Batch [1800]	Speed: 301.56 samples/sec	Train-accuracy=0.493203
INFO:root:Epoch[29] Batch [1800]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.739805
INFO:root:Epoch[29] Batch [1850]	Speed: 297.08 samples/sec	Train-accuracy=0.498398
INFO:root:Epoch[29] Batch [1850]	Speed: 297.08 samples/sec	Train-top_k_accuracy_5=0.737852
INFO:root:Epoch[29] Batch [1900]	Speed: 299.29 samples/sec	Train-accuracy=0.498867
INFO:root:Epoch[29] Batch [1900]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.741719
INFO:root:Epoch[29] Batch [1950]	Speed: 301.75 samples/sec	Train-accuracy=0.494961
INFO:root:Epoch[29] Batch [1950]	Speed: 301.75 samples/sec	Train-top_k_accuracy_5=0.738867
INFO:root:Epoch[29] Batch [2000]	Speed: 301.58 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[29] Batch [2000]	Speed: 301.58 samples/sec	Train-top_k_accuracy_5=0.744180
INFO:root:Epoch[29] Batch [2050]	Speed: 295.05 samples/sec	Train-accuracy=0.496641
INFO:root:Epoch[29] Batch [2050]	Speed: 295.05 samples/sec	Train-top_k_accuracy_5=0.739414
INFO:root:Epoch[29] Batch [2100]	Speed: 301.79 samples/sec	Train-accuracy=0.499805
INFO:root:Epoch[29] Batch [2100]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.741719
INFO:root:Epoch[29] Batch [2150]	Speed: 301.59 samples/sec	Train-accuracy=0.496953
INFO:root:Epoch[29] Batch [2150]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.737148
INFO:root:Epoch[29] Batch [2200]	Speed: 301.58 samples/sec	Train-accuracy=0.499102
INFO:root:Epoch[29] Batch [2200]	Speed: 301.58 samples/sec	Train-top_k_accuracy_5=0.737031
INFO:root:Epoch[29] Batch [2250]	Speed: 301.55 samples/sec	Train-accuracy=0.498555
INFO:root:Epoch[29] Batch [2250]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[29] Batch [2300]	Speed: 301.36 samples/sec	Train-accuracy=0.501797
INFO:root:Epoch[29] Batch [2300]	Speed: 301.36 samples/sec	Train-top_k_accuracy_5=0.739609
INFO:root:Epoch[29] Batch [2350]	Speed: 294.93 samples/sec	Train-accuracy=0.502812
INFO:root:Epoch[29] Batch [2350]	Speed: 294.93 samples/sec	Train-top_k_accuracy_5=0.743672
INFO:root:Epoch[29] Batch [2400]	Speed: 299.62 samples/sec	Train-accuracy=0.502500
INFO:root:Epoch[29] Batch [2400]	Speed: 299.62 samples/sec	Train-top_k_accuracy_5=0.738594
INFO:root:Epoch[29] Batch [2450]	Speed: 299.46 samples/sec	Train-accuracy=0.507227
INFO:root:Epoch[29] Batch [2450]	Speed: 299.46 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[29] Batch [2500]	Speed: 301.62 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[29] Batch [2500]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[29] Resetting Data Iterator
INFO:root:Epoch[29] Time cost=4330.723
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0030.params"
INFO:root:Epoch[29] Validation-accuracy=0.556860
INFO:root:Epoch[29] Validation-top_k_accuracy_5=0.802774
INFO:root:Epoch[30] Batch [50]	Speed: 307.31 samples/sec	Train-accuracy=0.504727
INFO:root:Epoch[30] Batch [50]	Speed: 307.31 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[30] Batch [100]	Speed: 301.52 samples/sec	Train-accuracy=0.495000
INFO:root:Epoch[30] Batch [100]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.737383
INFO:root:Epoch[30] Batch [150]	Speed: 299.11 samples/sec	Train-accuracy=0.498945
INFO:root:Epoch[30] Batch [150]	Speed: 299.11 samples/sec	Train-top_k_accuracy_5=0.743828
INFO:root:Epoch[30] Batch [200]	Speed: 299.15 samples/sec	Train-accuracy=0.501641
INFO:root:Epoch[30] Batch [200]	Speed: 299.15 samples/sec	Train-top_k_accuracy_5=0.743945
INFO:root:Epoch[30] Batch [250]	Speed: 297.04 samples/sec	Train-accuracy=0.504062
INFO:root:Epoch[30] Batch [250]	Speed: 297.04 samples/sec	Train-top_k_accuracy_5=0.743320
INFO:root:Epoch[30] Batch [300]	Speed: 304.17 samples/sec	Train-accuracy=0.503945
INFO:root:Epoch[30] Batch [300]	Speed: 304.17 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[30] Batch [350]	Speed: 290.75 samples/sec	Train-accuracy=0.495664
INFO:root:Epoch[30] Batch [350]	Speed: 290.75 samples/sec	Train-top_k_accuracy_5=0.737578
INFO:root:Epoch[30] Batch [400]	Speed: 301.63 samples/sec	Train-accuracy=0.498828
INFO:root:Epoch[30] Batch [400]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[30] Batch [450]	Speed: 294.89 samples/sec	Train-accuracy=0.494141
INFO:root:Epoch[30] Batch [450]	Speed: 294.89 samples/sec	Train-top_k_accuracy_5=0.740820
INFO:root:Epoch[30] Batch [500]	Speed: 301.56 samples/sec	Train-accuracy=0.495977
INFO:root:Epoch[30] Batch [500]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.743828
INFO:root:Epoch[30] Batch [550]	Speed: 301.52 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[30] Batch [550]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.745508
INFO:root:Epoch[30] Batch [600]	Speed: 298.96 samples/sec	Train-accuracy=0.496094
INFO:root:Epoch[30] Batch [600]	Speed: 298.96 samples/sec	Train-top_k_accuracy_5=0.741953
INFO:root:Epoch[30] Batch [650]	Speed: 299.27 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[30] Batch [650]	Speed: 299.27 samples/sec	Train-top_k_accuracy_5=0.737578
INFO:root:Epoch[30] Batch [700]	Speed: 299.11 samples/sec	Train-accuracy=0.494258
INFO:root:Epoch[30] Batch [700]	Speed: 299.11 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[30] Batch [750]	Speed: 299.45 samples/sec	Train-accuracy=0.501328
INFO:root:Epoch[30] Batch [750]	Speed: 299.45 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[30] Batch [800]	Speed: 297.29 samples/sec	Train-accuracy=0.494258
INFO:root:Epoch[30] Batch [800]	Speed: 297.29 samples/sec	Train-top_k_accuracy_5=0.739609
INFO:root:Epoch[30] Batch [850]	Speed: 303.83 samples/sec	Train-accuracy=0.497344
INFO:root:Epoch[30] Batch [850]	Speed: 303.83 samples/sec	Train-top_k_accuracy_5=0.737187
INFO:root:Epoch[30] Batch [900]	Speed: 295.03 samples/sec	Train-accuracy=0.493867
INFO:root:Epoch[30] Batch [900]	Speed: 295.03 samples/sec	Train-top_k_accuracy_5=0.738047
INFO:root:Epoch[30] Batch [950]	Speed: 304.11 samples/sec	Train-accuracy=0.499102
INFO:root:Epoch[30] Batch [950]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.738711
INFO:root:Epoch[30] Batch [1000]	Speed: 306.57 samples/sec	Train-accuracy=0.497734
INFO:root:Epoch[30] Batch [1000]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[30] Batch [1050]	Speed: 299.61 samples/sec	Train-accuracy=0.493984
INFO:root:Epoch[30] Batch [1050]	Speed: 299.61 samples/sec	Train-top_k_accuracy_5=0.740195
INFO:root:Epoch[30] Batch [1100]	Speed: 301.49 samples/sec	Train-accuracy=0.499297
INFO:root:Epoch[30] Batch [1100]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.741055
INFO:root:Epoch[30] Batch [1150]	Speed: 295.10 samples/sec	Train-accuracy=0.496680
INFO:root:Epoch[30] Batch [1150]	Speed: 295.10 samples/sec	Train-top_k_accuracy_5=0.737500
INFO:root:Epoch[30] Batch [1200]	Speed: 304.02 samples/sec	Train-accuracy=0.499180
INFO:root:Epoch[30] Batch [1200]	Speed: 304.02 samples/sec	Train-top_k_accuracy_5=0.742930
INFO:root:Epoch[30] Batch [1250]	Speed: 297.30 samples/sec	Train-accuracy=0.503242
INFO:root:Epoch[30] Batch [1250]	Speed: 297.30 samples/sec	Train-top_k_accuracy_5=0.744883
INFO:root:Epoch[30] Batch [1300]	Speed: 299.50 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[30] Batch [1300]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.745000
INFO:root:Epoch[30] Batch [1350]	Speed: 301.56 samples/sec	Train-accuracy=0.501953
INFO:root:Epoch[30] Batch [1350]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.736992
INFO:root:Epoch[30] Batch [1400]	Speed: 299.31 samples/sec	Train-accuracy=0.503672
INFO:root:Epoch[30] Batch [1400]	Speed: 299.31 samples/sec	Train-top_k_accuracy_5=0.743633
INFO:root:Epoch[30] Batch [1450]	Speed: 299.34 samples/sec	Train-accuracy=0.502070
INFO:root:Epoch[30] Batch [1450]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[30] Batch [1500]	Speed: 304.00 samples/sec	Train-accuracy=0.498008
INFO:root:Epoch[30] Batch [1500]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.738437
INFO:root:Epoch[30] Batch [1550]	Speed: 303.93 samples/sec	Train-accuracy=0.496914
INFO:root:Epoch[30] Batch [1550]	Speed: 303.93 samples/sec	Train-top_k_accuracy_5=0.736094
INFO:root:Epoch[30] Batch [1600]	Speed: 304.13 samples/sec	Train-accuracy=0.502578
INFO:root:Epoch[30] Batch [1600]	Speed: 304.13 samples/sec	Train-top_k_accuracy_5=0.742500
INFO:root:Epoch[30] Batch [1650]	Speed: 301.71 samples/sec	Train-accuracy=0.498789
INFO:root:Epoch[30] Batch [1650]	Speed: 301.71 samples/sec	Train-top_k_accuracy_5=0.741406
INFO:root:Epoch[30] Batch [1700]	Speed: 301.62 samples/sec	Train-accuracy=0.498555
INFO:root:Epoch[30] Batch [1700]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.741563
INFO:root:Epoch[30] Batch [1750]	Speed: 301.76 samples/sec	Train-accuracy=0.503437
INFO:root:Epoch[30] Batch [1750]	Speed: 301.76 samples/sec	Train-top_k_accuracy_5=0.741211
INFO:root:Epoch[30] Batch [1800]	Speed: 299.80 samples/sec	Train-accuracy=0.496328
INFO:root:Epoch[30] Batch [1800]	Speed: 299.80 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[30] Batch [1850]	Speed: 304.03 samples/sec	Train-accuracy=0.497773
INFO:root:Epoch[30] Batch [1850]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.740039
INFO:root:Epoch[30] Batch [1900]	Speed: 301.66 samples/sec	Train-accuracy=0.502539
INFO:root:Epoch[30] Batch [1900]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[30] Batch [1950]	Speed: 304.03 samples/sec	Train-accuracy=0.494102
INFO:root:Epoch[30] Batch [1950]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.734102
INFO:root:Epoch[30] Batch [2000]	Speed: 301.56 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[30] Batch [2000]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.740352
INFO:root:Epoch[30] Batch [2050]	Speed: 303.84 samples/sec	Train-accuracy=0.497734
INFO:root:Epoch[30] Batch [2050]	Speed: 303.84 samples/sec	Train-top_k_accuracy_5=0.742383
INFO:root:Epoch[30] Batch [2100]	Speed: 297.33 samples/sec	Train-accuracy=0.497031
INFO:root:Epoch[30] Batch [2100]	Speed: 297.33 samples/sec	Train-top_k_accuracy_5=0.744297
INFO:root:Epoch[30] Batch [2150]	Speed: 301.69 samples/sec	Train-accuracy=0.497617
INFO:root:Epoch[30] Batch [2150]	Speed: 301.69 samples/sec	Train-top_k_accuracy_5=0.739883
INFO:root:Epoch[30] Batch [2200]	Speed: 297.55 samples/sec	Train-accuracy=0.500469
INFO:root:Epoch[30] Batch [2200]	Speed: 297.55 samples/sec	Train-top_k_accuracy_5=0.743633
INFO:root:Epoch[30] Batch [2250]	Speed: 301.68 samples/sec	Train-accuracy=0.499258
INFO:root:Epoch[30] Batch [2250]	Speed: 301.68 samples/sec	Train-top_k_accuracy_5=0.742461
INFO:root:Epoch[30] Batch [2300]	Speed: 304.11 samples/sec	Train-accuracy=0.495195
INFO:root:Epoch[30] Batch [2300]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.742383
INFO:root:Epoch[30] Batch [2350]	Speed: 299.65 samples/sec	Train-accuracy=0.500430
INFO:root:Epoch[30] Batch [2350]	Speed: 299.65 samples/sec	Train-top_k_accuracy_5=0.746133
INFO:root:Epoch[30] Batch [2400]	Speed: 304.06 samples/sec	Train-accuracy=0.498320
INFO:root:Epoch[30] Batch [2400]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.741406
INFO:root:Epoch[30] Batch [2450]	Speed: 304.01 samples/sec	Train-accuracy=0.506445
INFO:root:Epoch[30] Batch [2450]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[30] Batch [2500]	Speed: 303.92 samples/sec	Train-accuracy=0.501680
INFO:root:Epoch[30] Batch [2500]	Speed: 303.92 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[30] Resetting Data Iterator
INFO:root:Epoch[30] Time cost=4258.507
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0031.params"
INFO:root:Epoch[30] Validation-accuracy=0.559909
INFO:root:Epoch[30] Validation-top_k_accuracy_5=0.805923
INFO:root:Epoch[31] Batch [50]	Speed: 306.90 samples/sec	Train-accuracy=0.499961
INFO:root:Epoch[31] Batch [50]	Speed: 306.90 samples/sec	Train-top_k_accuracy_5=0.744570
INFO:root:Epoch[31] Batch [100]	Speed: 299.47 samples/sec	Train-accuracy=0.504375
INFO:root:Epoch[31] Batch [100]	Speed: 299.47 samples/sec	Train-top_k_accuracy_5=0.745313
INFO:root:Epoch[31] Batch [150]	Speed: 295.23 samples/sec	Train-accuracy=0.499063
INFO:root:Epoch[31] Batch [150]	Speed: 295.23 samples/sec	Train-top_k_accuracy_5=0.744258
INFO:root:Epoch[31] Batch [200]	Speed: 304.10 samples/sec	Train-accuracy=0.496211
INFO:root:Epoch[31] Batch [200]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.740313
INFO:root:Epoch[31] Batch [250]	Speed: 301.60 samples/sec	Train-accuracy=0.501523
INFO:root:Epoch[31] Batch [250]	Speed: 301.60 samples/sec	Train-top_k_accuracy_5=0.742852
INFO:root:Epoch[31] Batch [300]	Speed: 304.04 samples/sec	Train-accuracy=0.503672
INFO:root:Epoch[31] Batch [300]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[31] Batch [350]	Speed: 301.59 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[31] Batch [350]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.742422
INFO:root:Epoch[31] Batch [400]	Speed: 304.06 samples/sec	Train-accuracy=0.491172
INFO:root:Epoch[31] Batch [400]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.736914
INFO:root:Epoch[31] Batch [450]	Speed: 301.51 samples/sec	Train-accuracy=0.495391
INFO:root:Epoch[31] Batch [450]	Speed: 301.51 samples/sec	Train-top_k_accuracy_5=0.738828
INFO:root:Epoch[31] Batch [500]	Speed: 303.96 samples/sec	Train-accuracy=0.496016
INFO:root:Epoch[31] Batch [500]	Speed: 303.96 samples/sec	Train-top_k_accuracy_5=0.740508
INFO:root:Epoch[31] Batch [550]	Speed: 299.12 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[31] Batch [550]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[31] Batch [600]	Speed: 297.77 samples/sec	Train-accuracy=0.496953
INFO:root:Epoch[31] Batch [600]	Speed: 297.77 samples/sec	Train-top_k_accuracy_5=0.742227
INFO:root:Epoch[31] Batch [650]	Speed: 296.51 samples/sec	Train-accuracy=0.496172
INFO:root:Epoch[31] Batch [650]	Speed: 296.51 samples/sec	Train-top_k_accuracy_5=0.740938
INFO:root:Epoch[31] Batch [700]	Speed: 276.13 samples/sec	Train-accuracy=0.501016
INFO:root:Epoch[31] Batch [700]	Speed: 276.13 samples/sec	Train-top_k_accuracy_5=0.742422
INFO:root:Epoch[31] Batch [750]	Speed: 287.57 samples/sec	Train-accuracy=0.496641
INFO:root:Epoch[31] Batch [750]	Speed: 287.57 samples/sec	Train-top_k_accuracy_5=0.739414
INFO:root:Epoch[31] Batch [800]	Speed: 283.97 samples/sec	Train-accuracy=0.496797
INFO:root:Epoch[31] Batch [800]	Speed: 283.97 samples/sec	Train-top_k_accuracy_5=0.742578
INFO:root:Epoch[31] Batch [850]	Speed: 286.10 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[31] Batch [850]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.745938
INFO:root:Epoch[31] Batch [900]	Speed: 287.77 samples/sec	Train-accuracy=0.498242
INFO:root:Epoch[31] Batch [900]	Speed: 287.77 samples/sec	Train-top_k_accuracy_5=0.742109
INFO:root:Epoch[31] Batch [950]	Speed: 284.03 samples/sec	Train-accuracy=0.498477
INFO:root:Epoch[31] Batch [950]	Speed: 284.03 samples/sec	Train-top_k_accuracy_5=0.742930
INFO:root:Epoch[31] Batch [1000]	Speed: 281.75 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[31] Batch [1000]	Speed: 281.75 samples/sec	Train-top_k_accuracy_5=0.742812
INFO:root:Epoch[31] Batch [1050]	Speed: 287.83 samples/sec	Train-accuracy=0.494844
INFO:root:Epoch[31] Batch [1050]	Speed: 287.83 samples/sec	Train-top_k_accuracy_5=0.737773
INFO:root:Epoch[31] Batch [1100]	Speed: 289.68 samples/sec	Train-accuracy=0.502539
INFO:root:Epoch[31] Batch [1100]	Speed: 289.68 samples/sec	Train-top_k_accuracy_5=0.741836
INFO:root:Epoch[31] Batch [1150]	Speed: 283.89 samples/sec	Train-accuracy=0.496914
INFO:root:Epoch[31] Batch [1150]	Speed: 283.89 samples/sec	Train-top_k_accuracy_5=0.738008
INFO:root:Epoch[31] Batch [1200]	Speed: 284.18 samples/sec	Train-accuracy=0.495625
INFO:root:Epoch[31] Batch [1200]	Speed: 284.18 samples/sec	Train-top_k_accuracy_5=0.737148
INFO:root:Epoch[31] Batch [1250]	Speed: 285.69 samples/sec	Train-accuracy=0.499063
INFO:root:Epoch[31] Batch [1250]	Speed: 285.69 samples/sec	Train-top_k_accuracy_5=0.737969
INFO:root:Epoch[31] Batch [1300]	Speed: 285.77 samples/sec	Train-accuracy=0.499023
INFO:root:Epoch[31] Batch [1300]	Speed: 285.77 samples/sec	Train-top_k_accuracy_5=0.741250
INFO:root:Epoch[31] Batch [1350]	Speed: 291.52 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[31] Batch [1350]	Speed: 291.52 samples/sec	Train-top_k_accuracy_5=0.741250
INFO:root:Epoch[31] Batch [1400]	Speed: 281.63 samples/sec	Train-accuracy=0.504336
INFO:root:Epoch[31] Batch [1400]	Speed: 281.63 samples/sec	Train-top_k_accuracy_5=0.744609
INFO:root:Epoch[31] Batch [1450]	Speed: 284.15 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[31] Batch [1450]	Speed: 284.15 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[31] Batch [1500]	Speed: 278.01 samples/sec	Train-accuracy=0.495781
INFO:root:Epoch[31] Batch [1500]	Speed: 278.01 samples/sec	Train-top_k_accuracy_5=0.742695
INFO:root:Epoch[31] Batch [1550]	Speed: 290.39 samples/sec	Train-accuracy=0.494883
INFO:root:Epoch[31] Batch [1550]	Speed: 290.39 samples/sec	Train-top_k_accuracy_5=0.738555
INFO:root:Epoch[31] Batch [1600]	Speed: 285.52 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[31] Batch [1600]	Speed: 285.52 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[31] Batch [1650]	Speed: 276.00 samples/sec	Train-accuracy=0.505469
INFO:root:Epoch[31] Batch [1650]	Speed: 276.00 samples/sec	Train-top_k_accuracy_5=0.741914
INFO:root:Epoch[31] Batch [1700]	Speed: 280.13 samples/sec	Train-accuracy=0.498906
INFO:root:Epoch[31] Batch [1700]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.743633
INFO:root:Epoch[31] Batch [1750]	Speed: 281.81 samples/sec	Train-accuracy=0.505664
INFO:root:Epoch[31] Batch [1750]	Speed: 281.81 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[31] Batch [1800]	Speed: 285.86 samples/sec	Train-accuracy=0.495508
INFO:root:Epoch[31] Batch [1800]	Speed: 285.86 samples/sec	Train-top_k_accuracy_5=0.740313
INFO:root:Epoch[31] Batch [1850]	Speed: 281.96 samples/sec	Train-accuracy=0.496484
INFO:root:Epoch[31] Batch [1850]	Speed: 281.96 samples/sec	Train-top_k_accuracy_5=0.742891
INFO:root:Epoch[31] Batch [1900]	Speed: 283.64 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[31] Batch [1900]	Speed: 283.64 samples/sec	Train-top_k_accuracy_5=0.742930
INFO:root:Epoch[31] Batch [1950]	Speed: 278.40 samples/sec	Train-accuracy=0.497695
INFO:root:Epoch[31] Batch [1950]	Speed: 278.40 samples/sec	Train-top_k_accuracy_5=0.738086
INFO:root:Epoch[31] Batch [2000]	Speed: 286.10 samples/sec	Train-accuracy=0.509062
INFO:root:Epoch[31] Batch [2000]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.748242
INFO:root:Epoch[31] Batch [2050]	Speed: 278.21 samples/sec	Train-accuracy=0.499258
INFO:root:Epoch[31] Batch [2050]	Speed: 278.21 samples/sec	Train-top_k_accuracy_5=0.741484
INFO:root:Epoch[31] Batch [2100]	Speed: 289.96 samples/sec	Train-accuracy=0.498047
INFO:root:Epoch[31] Batch [2100]	Speed: 289.96 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[31] Batch [2150]	Speed: 281.53 samples/sec	Train-accuracy=0.501758
INFO:root:Epoch[31] Batch [2150]	Speed: 281.53 samples/sec	Train-top_k_accuracy_5=0.740547
INFO:root:Epoch[31] Batch [2200]	Speed: 280.44 samples/sec	Train-accuracy=0.500742
INFO:root:Epoch[31] Batch [2200]	Speed: 280.44 samples/sec	Train-top_k_accuracy_5=0.743867
INFO:root:Epoch[31] Batch [2250]	Speed: 281.67 samples/sec	Train-accuracy=0.503281
INFO:root:Epoch[31] Batch [2250]	Speed: 281.67 samples/sec	Train-top_k_accuracy_5=0.743047
INFO:root:Epoch[31] Batch [2300]	Speed: 282.24 samples/sec	Train-accuracy=0.501602
INFO:root:Epoch[31] Batch [2300]	Speed: 282.24 samples/sec	Train-top_k_accuracy_5=0.741953
INFO:root:Epoch[31] Batch [2350]	Speed: 281.79 samples/sec	Train-accuracy=0.497148
INFO:root:Epoch[31] Batch [2350]	Speed: 281.79 samples/sec	Train-top_k_accuracy_5=0.737617
INFO:root:Epoch[31] Batch [2400]	Speed: 280.39 samples/sec	Train-accuracy=0.502188
INFO:root:Epoch[31] Batch [2400]	Speed: 280.39 samples/sec	Train-top_k_accuracy_5=0.745742
INFO:root:Epoch[31] Batch [2450]	Speed: 276.39 samples/sec	Train-accuracy=0.504219
INFO:root:Epoch[31] Batch [2450]	Speed: 276.39 samples/sec	Train-top_k_accuracy_5=0.745273
INFO:root:Epoch[31] Batch [2500]	Speed: 294.11 samples/sec	Train-accuracy=0.500039
INFO:root:Epoch[31] Batch [2500]	Speed: 294.11 samples/sec	Train-top_k_accuracy_5=0.739492
INFO:root:Epoch[31] Resetting Data Iterator
INFO:root:Epoch[31] Time cost=4448.907
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0032.params"
INFO:root:Epoch[31] Validation-accuracy=0.550861
INFO:root:Epoch[31] Validation-top_k_accuracy_5=0.795898
INFO:root:Epoch[32] Batch [50]	Speed: 288.34 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[32] Batch [50]	Speed: 288.34 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[32] Batch [100]	Speed: 290.28 samples/sec	Train-accuracy=0.496406
INFO:root:Epoch[32] Batch [100]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.738750
INFO:root:Epoch[32] Batch [150]	Speed: 303.68 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[32] Batch [150]	Speed: 303.68 samples/sec	Train-top_k_accuracy_5=0.742461
INFO:root:Epoch[32] Batch [200]	Speed: 267.65 samples/sec	Train-accuracy=0.497773
INFO:root:Epoch[32] Batch [200]	Speed: 267.65 samples/sec	Train-top_k_accuracy_5=0.740469
INFO:root:Epoch[32] Batch [250]	Speed: 259.29 samples/sec	Train-accuracy=0.504766
INFO:root:Epoch[32] Batch [250]	Speed: 259.29 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[32] Batch [300]	Speed: 258.95 samples/sec	Train-accuracy=0.500313
INFO:root:Epoch[32] Batch [300]	Speed: 258.95 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[32] Batch [350]	Speed: 257.53 samples/sec	Train-accuracy=0.500273
INFO:root:Epoch[32] Batch [350]	Speed: 257.53 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[32] Batch [400]	Speed: 262.87 samples/sec	Train-accuracy=0.501758
INFO:root:Epoch[32] Batch [400]	Speed: 262.87 samples/sec	Train-top_k_accuracy_5=0.744023
INFO:root:Epoch[32] Batch [450]	Speed: 260.51 samples/sec	Train-accuracy=0.499531
INFO:root:Epoch[32] Batch [450]	Speed: 260.51 samples/sec	Train-top_k_accuracy_5=0.742070
INFO:root:Epoch[32] Batch [500]	Speed: 259.98 samples/sec	Train-accuracy=0.498984
INFO:root:Epoch[32] Batch [500]	Speed: 259.98 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[32] Batch [550]	Speed: 250.77 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[32] Batch [550]	Speed: 250.77 samples/sec	Train-top_k_accuracy_5=0.746719
INFO:root:Epoch[32] Batch [600]	Speed: 253.09 samples/sec	Train-accuracy=0.503477
INFO:root:Epoch[32] Batch [600]	Speed: 253.09 samples/sec	Train-top_k_accuracy_5=0.742656
INFO:root:Epoch[32] Batch [650]	Speed: 262.45 samples/sec	Train-accuracy=0.499844
INFO:root:Epoch[32] Batch [650]	Speed: 262.45 samples/sec	Train-top_k_accuracy_5=0.740781
INFO:root:Epoch[32] Batch [700]	Speed: 261.12 samples/sec	Train-accuracy=0.501055
INFO:root:Epoch[32] Batch [700]	Speed: 261.12 samples/sec	Train-top_k_accuracy_5=0.743437
INFO:root:Epoch[32] Batch [750]	Speed: 258.25 samples/sec	Train-accuracy=0.500938
INFO:root:Epoch[32] Batch [750]	Speed: 258.25 samples/sec	Train-top_k_accuracy_5=0.739805
INFO:root:Epoch[32] Batch [800]	Speed: 256.34 samples/sec	Train-accuracy=0.497891
INFO:root:Epoch[32] Batch [800]	Speed: 256.34 samples/sec	Train-top_k_accuracy_5=0.743398
INFO:root:Epoch[32] Batch [850]	Speed: 258.08 samples/sec	Train-accuracy=0.499141
INFO:root:Epoch[32] Batch [850]	Speed: 258.08 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[32] Batch [900]	Speed: 259.07 samples/sec	Train-accuracy=0.495898
INFO:root:Epoch[32] Batch [900]	Speed: 259.07 samples/sec	Train-top_k_accuracy_5=0.739219
INFO:root:Epoch[32] Batch [950]	Speed: 254.89 samples/sec	Train-accuracy=0.500781
INFO:root:Epoch[32] Batch [950]	Speed: 254.89 samples/sec	Train-top_k_accuracy_5=0.745195
INFO:root:Epoch[32] Batch [1000]	Speed: 253.91 samples/sec	Train-accuracy=0.501797
INFO:root:Epoch[32] Batch [1000]	Speed: 253.91 samples/sec	Train-top_k_accuracy_5=0.743594
INFO:root:Epoch[32] Batch [1050]	Speed: 260.41 samples/sec	Train-accuracy=0.498320
INFO:root:Epoch[32] Batch [1050]	Speed: 260.41 samples/sec	Train-top_k_accuracy_5=0.740625
INFO:root:Epoch[32] Batch [1100]	Speed: 263.00 samples/sec	Train-accuracy=0.503516
INFO:root:Epoch[32] Batch [1100]	Speed: 263.00 samples/sec	Train-top_k_accuracy_5=0.740977
INFO:root:Epoch[32] Batch [1150]	Speed: 255.75 samples/sec	Train-accuracy=0.493008
INFO:root:Epoch[32] Batch [1150]	Speed: 255.75 samples/sec	Train-top_k_accuracy_5=0.738516
INFO:root:Epoch[32] Batch [1200]	Speed: 260.31 samples/sec	Train-accuracy=0.498086
INFO:root:Epoch[32] Batch [1200]	Speed: 260.31 samples/sec	Train-top_k_accuracy_5=0.739766
INFO:root:Epoch[32] Batch [1250]	Speed: 252.14 samples/sec	Train-accuracy=0.504219
INFO:root:Epoch[32] Batch [1250]	Speed: 252.14 samples/sec	Train-top_k_accuracy_5=0.746563
INFO:root:Epoch[32] Batch [1300]	Speed: 257.75 samples/sec	Train-accuracy=0.496445
INFO:root:Epoch[32] Batch [1300]	Speed: 257.75 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[32] Batch [1350]	Speed: 258.55 samples/sec	Train-accuracy=0.501523
INFO:root:Epoch[32] Batch [1350]	Speed: 258.55 samples/sec	Train-top_k_accuracy_5=0.740234
INFO:root:Epoch[32] Batch [1400]	Speed: 260.04 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[32] Batch [1400]	Speed: 260.04 samples/sec	Train-top_k_accuracy_5=0.743516
INFO:root:Epoch[32] Batch [1450]	Speed: 242.25 samples/sec	Train-accuracy=0.506484
INFO:root:Epoch[32] Batch [1450]	Speed: 242.25 samples/sec	Train-top_k_accuracy_5=0.745156
INFO:root:Epoch[32] Batch [1500]	Speed: 247.70 samples/sec	Train-accuracy=0.496445
INFO:root:Epoch[32] Batch [1500]	Speed: 247.70 samples/sec	Train-top_k_accuracy_5=0.741250
INFO:root:Epoch[32] Batch [1550]	Speed: 244.75 samples/sec	Train-accuracy=0.502031
INFO:root:Epoch[32] Batch [1550]	Speed: 244.75 samples/sec	Train-top_k_accuracy_5=0.740156
INFO:root:Epoch[32] Batch [1600]	Speed: 252.33 samples/sec	Train-accuracy=0.505313
INFO:root:Epoch[32] Batch [1600]	Speed: 252.33 samples/sec	Train-top_k_accuracy_5=0.744023
INFO:root:Epoch[32] Batch [1650]	Speed: 261.03 samples/sec	Train-accuracy=0.500898
INFO:root:Epoch[32] Batch [1650]	Speed: 261.03 samples/sec	Train-top_k_accuracy_5=0.744922
INFO:root:Epoch[32] Batch [1700]	Speed: 261.58 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[32] Batch [1700]	Speed: 261.58 samples/sec	Train-top_k_accuracy_5=0.744727
INFO:root:Epoch[32] Batch [1750]	Speed: 261.72 samples/sec	Train-accuracy=0.503281
INFO:root:Epoch[32] Batch [1750]	Speed: 261.72 samples/sec	Train-top_k_accuracy_5=0.746055
INFO:root:Epoch[32] Batch [1800]	Speed: 258.12 samples/sec	Train-accuracy=0.499961
INFO:root:Epoch[32] Batch [1800]	Speed: 258.12 samples/sec	Train-top_k_accuracy_5=0.742891
INFO:root:Epoch[32] Batch [1850]	Speed: 259.64 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[32] Batch [1850]	Speed: 259.64 samples/sec	Train-top_k_accuracy_5=0.743867
INFO:root:Epoch[32] Batch [1900]	Speed: 253.01 samples/sec	Train-accuracy=0.499961
INFO:root:Epoch[32] Batch [1900]	Speed: 253.01 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[32] Batch [1950]	Speed: 258.29 samples/sec	Train-accuracy=0.500234
INFO:root:Epoch[32] Batch [1950]	Speed: 258.29 samples/sec	Train-top_k_accuracy_5=0.736719
INFO:root:Epoch[32] Batch [2000]	Speed: 259.77 samples/sec	Train-accuracy=0.504883
INFO:root:Epoch[32] Batch [2000]	Speed: 259.77 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[32] Batch [2050]	Speed: 264.10 samples/sec	Train-accuracy=0.494180
INFO:root:Epoch[32] Batch [2050]	Speed: 264.10 samples/sec	Train-top_k_accuracy_5=0.739961
INFO:root:Epoch[32] Batch [2100]	Speed: 257.06 samples/sec	Train-accuracy=0.498672
INFO:root:Epoch[32] Batch [2100]	Speed: 257.06 samples/sec	Train-top_k_accuracy_5=0.740078
INFO:root:Epoch[32] Batch [2150]	Speed: 238.72 samples/sec	Train-accuracy=0.497070
INFO:root:Epoch[32] Batch [2150]	Speed: 238.72 samples/sec	Train-top_k_accuracy_5=0.739453
INFO:root:Epoch[32] Batch [2200]	Speed: 237.05 samples/sec	Train-accuracy=0.498945
INFO:root:Epoch[32] Batch [2200]	Speed: 237.05 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[32] Batch [2250]	Speed: 235.78 samples/sec	Train-accuracy=0.503594
INFO:root:Epoch[32] Batch [2250]	Speed: 235.78 samples/sec	Train-top_k_accuracy_5=0.744375
INFO:root:Epoch[32] Batch [2300]	Speed: 247.37 samples/sec	Train-accuracy=0.501133
INFO:root:Epoch[32] Batch [2300]	Speed: 247.37 samples/sec	Train-top_k_accuracy_5=0.745039
INFO:root:Epoch[32] Batch [2350]	Speed: 260.59 samples/sec	Train-accuracy=0.498203
INFO:root:Epoch[32] Batch [2350]	Speed: 260.59 samples/sec	Train-top_k_accuracy_5=0.739922
INFO:root:Epoch[32] Batch [2400]	Speed: 257.15 samples/sec	Train-accuracy=0.499375
INFO:root:Epoch[32] Batch [2400]	Speed: 257.15 samples/sec	Train-top_k_accuracy_5=0.738984
INFO:root:Epoch[32] Batch [2450]	Speed: 259.95 samples/sec	Train-accuracy=0.504219
INFO:root:Epoch[32] Batch [2450]	Speed: 259.95 samples/sec	Train-top_k_accuracy_5=0.746641
INFO:root:Epoch[32] Batch [2500]	Speed: 264.05 samples/sec	Train-accuracy=0.497305
INFO:root:Epoch[32] Batch [2500]	Speed: 264.05 samples/sec	Train-top_k_accuracy_5=0.739844
INFO:root:Epoch[32] Resetting Data Iterator
INFO:root:Epoch[32] Time cost=4967.414
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0033.params"
INFO:root:Epoch[32] Validation-accuracy=0.551160
INFO:root:Epoch[32] Validation-top_k_accuracy_5=0.797294
INFO:root:Epoch[33] Batch [50]	Speed: 304.38 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[33] Batch [50]	Speed: 304.38 samples/sec	Train-top_k_accuracy_5=0.743633
INFO:root:Epoch[33] Batch [100]	Speed: 295.26 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[33] Batch [100]	Speed: 295.26 samples/sec	Train-top_k_accuracy_5=0.743594
INFO:root:Epoch[33] Batch [150]	Speed: 262.17 samples/sec	Train-accuracy=0.504375
INFO:root:Epoch[33] Batch [150]	Speed: 262.17 samples/sec	Train-top_k_accuracy_5=0.745234
INFO:root:Epoch[33] Batch [200]	Speed: 255.66 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[33] Batch [200]	Speed: 255.66 samples/sec	Train-top_k_accuracy_5=0.744023
INFO:root:Epoch[33] Batch [250]	Speed: 261.33 samples/sec	Train-accuracy=0.510664
INFO:root:Epoch[33] Batch [250]	Speed: 261.33 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[33] Batch [300]	Speed: 261.93 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[33] Batch [300]	Speed: 261.93 samples/sec	Train-top_k_accuracy_5=0.745469
INFO:root:Epoch[33] Batch [350]	Speed: 260.45 samples/sec	Train-accuracy=0.501563
INFO:root:Epoch[33] Batch [350]	Speed: 260.45 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[33] Batch [400]	Speed: 254.71 samples/sec	Train-accuracy=0.495547
INFO:root:Epoch[33] Batch [400]	Speed: 254.71 samples/sec	Train-top_k_accuracy_5=0.741133
INFO:root:Epoch[33] Batch [450]	Speed: 257.52 samples/sec	Train-accuracy=0.497734
INFO:root:Epoch[33] Batch [450]	Speed: 257.52 samples/sec	Train-top_k_accuracy_5=0.740195
INFO:root:Epoch[33] Batch [500]	Speed: 256.24 samples/sec	Train-accuracy=0.500938
INFO:root:Epoch[33] Batch [500]	Speed: 256.24 samples/sec	Train-top_k_accuracy_5=0.743320
INFO:root:Epoch[33] Batch [550]	Speed: 259.39 samples/sec	Train-accuracy=0.504727
INFO:root:Epoch[33] Batch [550]	Speed: 259.39 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[33] Batch [600]	Speed: 259.98 samples/sec	Train-accuracy=0.500039
INFO:root:Epoch[33] Batch [600]	Speed: 259.98 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[33] Batch [650]	Speed: 255.24 samples/sec	Train-accuracy=0.499297
INFO:root:Epoch[33] Batch [650]	Speed: 255.24 samples/sec	Train-top_k_accuracy_5=0.740391
INFO:root:Epoch[33] Batch [700]	Speed: 263.18 samples/sec	Train-accuracy=0.502266
INFO:root:Epoch[33] Batch [700]	Speed: 263.18 samples/sec	Train-top_k_accuracy_5=0.746328
INFO:root:Epoch[33] Batch [750]	Speed: 256.12 samples/sec	Train-accuracy=0.500000
INFO:root:Epoch[33] Batch [750]	Speed: 256.12 samples/sec	Train-top_k_accuracy_5=0.744883
INFO:root:Epoch[33] Batch [800]	Speed: 264.50 samples/sec	Train-accuracy=0.496523
INFO:root:Epoch[33] Batch [800]	Speed: 264.50 samples/sec	Train-top_k_accuracy_5=0.740117
INFO:root:Epoch[33] Batch [850]	Speed: 260.39 samples/sec	Train-accuracy=0.498828
INFO:root:Epoch[33] Batch [850]	Speed: 260.39 samples/sec	Train-top_k_accuracy_5=0.744609
INFO:root:Epoch[33] Batch [900]	Speed: 256.99 samples/sec	Train-accuracy=0.500508
INFO:root:Epoch[33] Batch [900]	Speed: 256.99 samples/sec	Train-top_k_accuracy_5=0.743750
INFO:root:Epoch[33] Batch [950]	Speed: 258.42 samples/sec	Train-accuracy=0.503125
INFO:root:Epoch[33] Batch [950]	Speed: 258.42 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[33] Batch [1000]	Speed: 247.69 samples/sec	Train-accuracy=0.503633
INFO:root:Epoch[33] Batch [1000]	Speed: 247.69 samples/sec	Train-top_k_accuracy_5=0.744922
INFO:root:Epoch[33] Batch [1050]	Speed: 241.93 samples/sec	Train-accuracy=0.497930
INFO:root:Epoch[33] Batch [1050]	Speed: 241.93 samples/sec	Train-top_k_accuracy_5=0.741055
INFO:root:Epoch[33] Batch [1100]	Speed: 242.12 samples/sec	Train-accuracy=0.499648
INFO:root:Epoch[33] Batch [1100]	Speed: 242.12 samples/sec	Train-top_k_accuracy_5=0.739375
INFO:root:Epoch[33] Batch [1150]	Speed: 246.56 samples/sec	Train-accuracy=0.499258
INFO:root:Epoch[33] Batch [1150]	Speed: 246.56 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[33] Batch [1200]	Speed: 249.57 samples/sec	Train-accuracy=0.499453
INFO:root:Epoch[33] Batch [1200]	Speed: 249.57 samples/sec	Train-top_k_accuracy_5=0.740313
INFO:root:Epoch[33] Batch [1250]	Speed: 242.63 samples/sec	Train-accuracy=0.495781
INFO:root:Epoch[33] Batch [1250]	Speed: 242.63 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[33] Batch [1300]	Speed: 248.01 samples/sec	Train-accuracy=0.497656
INFO:root:Epoch[33] Batch [1300]	Speed: 248.01 samples/sec	Train-top_k_accuracy_5=0.743125
INFO:root:Epoch[33] Batch [1350]	Speed: 247.05 samples/sec	Train-accuracy=0.504727
INFO:root:Epoch[33] Batch [1350]	Speed: 247.05 samples/sec	Train-top_k_accuracy_5=0.743672
INFO:root:Epoch[33] Batch [1400]	Speed: 244.03 samples/sec	Train-accuracy=0.504570
INFO:root:Epoch[33] Batch [1400]	Speed: 244.03 samples/sec	Train-top_k_accuracy_5=0.748203
INFO:root:Epoch[33] Batch [1450]	Speed: 240.93 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[33] Batch [1450]	Speed: 240.93 samples/sec	Train-top_k_accuracy_5=0.744805
INFO:root:Epoch[33] Batch [1500]	Speed: 240.43 samples/sec	Train-accuracy=0.497383
INFO:root:Epoch[33] Batch [1500]	Speed: 240.43 samples/sec	Train-top_k_accuracy_5=0.744414
INFO:root:Epoch[33] Batch [1550]	Speed: 244.21 samples/sec	Train-accuracy=0.497930
INFO:root:Epoch[33] Batch [1550]	Speed: 244.21 samples/sec	Train-top_k_accuracy_5=0.740547
INFO:root:Epoch[33] Batch [1600]	Speed: 238.81 samples/sec	Train-accuracy=0.502031
INFO:root:Epoch[33] Batch [1600]	Speed: 238.81 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[33] Batch [1650]	Speed: 245.15 samples/sec	Train-accuracy=0.500508
INFO:root:Epoch[33] Batch [1650]	Speed: 245.15 samples/sec	Train-top_k_accuracy_5=0.741094
INFO:root:Epoch[33] Batch [1700]	Speed: 245.96 samples/sec	Train-accuracy=0.502148
INFO:root:Epoch[33] Batch [1700]	Speed: 245.96 samples/sec	Train-top_k_accuracy_5=0.745703
INFO:root:Epoch[33] Batch [1750]	Speed: 241.81 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[33] Batch [1750]	Speed: 241.81 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[33] Batch [1800]	Speed: 245.13 samples/sec	Train-accuracy=0.499258
INFO:root:Epoch[33] Batch [1800]	Speed: 245.13 samples/sec	Train-top_k_accuracy_5=0.744102
INFO:root:Epoch[33] Batch [1850]	Speed: 246.13 samples/sec	Train-accuracy=0.501797
INFO:root:Epoch[33] Batch [1850]	Speed: 246.13 samples/sec	Train-top_k_accuracy_5=0.743555
INFO:root:Epoch[33] Batch [1900]	Speed: 242.29 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[33] Batch [1900]	Speed: 242.29 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[33] Batch [1950]	Speed: 243.33 samples/sec	Train-accuracy=0.504648
INFO:root:Epoch[33] Batch [1950]	Speed: 243.33 samples/sec	Train-top_k_accuracy_5=0.737461
INFO:root:Epoch[33] Batch [2000]	Speed: 242.41 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[33] Batch [2000]	Speed: 242.41 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[33] Batch [2050]	Speed: 261.50 samples/sec	Train-accuracy=0.495195
INFO:root:Epoch[33] Batch [2050]	Speed: 261.50 samples/sec	Train-top_k_accuracy_5=0.742148
INFO:root:Epoch[33] Batch [2100]	Speed: 258.08 samples/sec	Train-accuracy=0.502930
INFO:root:Epoch[33] Batch [2100]	Speed: 258.08 samples/sec	Train-top_k_accuracy_5=0.743164
INFO:root:Epoch[33] Batch [2150]	Speed: 251.83 samples/sec	Train-accuracy=0.499063
INFO:root:Epoch[33] Batch [2150]	Speed: 251.83 samples/sec	Train-top_k_accuracy_5=0.738320
INFO:root:Epoch[33] Batch [2200]	Speed: 251.38 samples/sec	Train-accuracy=0.503750
INFO:root:Epoch[33] Batch [2200]	Speed: 251.38 samples/sec	Train-top_k_accuracy_5=0.745156
INFO:root:Epoch[33] Batch [2250]	Speed: 251.54 samples/sec	Train-accuracy=0.498711
INFO:root:Epoch[33] Batch [2250]	Speed: 251.54 samples/sec	Train-top_k_accuracy_5=0.747617
INFO:root:Epoch[33] Batch [2300]	Speed: 246.39 samples/sec	Train-accuracy=0.502305
INFO:root:Epoch[33] Batch [2300]	Speed: 246.39 samples/sec	Train-top_k_accuracy_5=0.743125
INFO:root:Epoch[33] Batch [2350]	Speed: 245.12 samples/sec	Train-accuracy=0.503203
INFO:root:Epoch[33] Batch [2350]	Speed: 245.12 samples/sec	Train-top_k_accuracy_5=0.744727
INFO:root:Epoch[33] Batch [2400]	Speed: 252.28 samples/sec	Train-accuracy=0.497500
INFO:root:Epoch[33] Batch [2400]	Speed: 252.28 samples/sec	Train-top_k_accuracy_5=0.742109
INFO:root:Epoch[33] Batch [2450]	Speed: 246.36 samples/sec	Train-accuracy=0.509414
INFO:root:Epoch[33] Batch [2450]	Speed: 246.36 samples/sec	Train-top_k_accuracy_5=0.747461
INFO:root:Epoch[33] Batch [2500]	Speed: 253.83 samples/sec	Train-accuracy=0.501094
INFO:root:Epoch[33] Batch [2500]	Speed: 253.83 samples/sec	Train-top_k_accuracy_5=0.743320
INFO:root:Epoch[33] Resetting Data Iterator
INFO:root:Epoch[33] Time cost=5075.581
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0034.params"
INFO:root:Epoch[33] Validation-accuracy=0.562540
INFO:root:Epoch[33] Validation-top_k_accuracy_5=0.807418
INFO:root:Epoch[34] Batch [50]	Speed: 301.11 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[34] Batch [50]	Speed: 301.11 samples/sec	Train-top_k_accuracy_5=0.743281
INFO:root:Epoch[34] Batch [100]	Speed: 289.80 samples/sec	Train-accuracy=0.503516
INFO:root:Epoch[34] Batch [100]	Speed: 289.80 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[34] Batch [150]	Speed: 249.31 samples/sec	Train-accuracy=0.502734
INFO:root:Epoch[34] Batch [150]	Speed: 249.31 samples/sec	Train-top_k_accuracy_5=0.746250
INFO:root:Epoch[34] Batch [200]	Speed: 245.29 samples/sec	Train-accuracy=0.498789
INFO:root:Epoch[34] Batch [200]	Speed: 245.29 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[34] Batch [250]	Speed: 247.33 samples/sec	Train-accuracy=0.504570
INFO:root:Epoch[34] Batch [250]	Speed: 247.33 samples/sec	Train-top_k_accuracy_5=0.744609
INFO:root:Epoch[34] Batch [300]	Speed: 246.06 samples/sec	Train-accuracy=0.501445
INFO:root:Epoch[34] Batch [300]	Speed: 246.06 samples/sec	Train-top_k_accuracy_5=0.738945
INFO:root:Epoch[34] Batch [350]	Speed: 249.65 samples/sec	Train-accuracy=0.498555
INFO:root:Epoch[34] Batch [350]	Speed: 249.65 samples/sec	Train-top_k_accuracy_5=0.738945
INFO:root:Epoch[34] Batch [400]	Speed: 242.69 samples/sec	Train-accuracy=0.502930
INFO:root:Epoch[34] Batch [400]	Speed: 242.69 samples/sec	Train-top_k_accuracy_5=0.743359
INFO:root:Epoch[34] Batch [450]	Speed: 249.29 samples/sec	Train-accuracy=0.504297
INFO:root:Epoch[34] Batch [450]	Speed: 249.29 samples/sec	Train-top_k_accuracy_5=0.746719
INFO:root:Epoch[34] Batch [500]	Speed: 250.96 samples/sec	Train-accuracy=0.497695
INFO:root:Epoch[34] Batch [500]	Speed: 250.96 samples/sec	Train-top_k_accuracy_5=0.745820
INFO:root:Epoch[34] Batch [550]	Speed: 248.56 samples/sec	Train-accuracy=0.505703
INFO:root:Epoch[34] Batch [550]	Speed: 248.56 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[34] Batch [600]	Speed: 248.91 samples/sec	Train-accuracy=0.503477
INFO:root:Epoch[34] Batch [600]	Speed: 248.91 samples/sec	Train-top_k_accuracy_5=0.743125
INFO:root:Epoch[34] Batch [650]	Speed: 244.19 samples/sec	Train-accuracy=0.504766
INFO:root:Epoch[34] Batch [650]	Speed: 244.19 samples/sec	Train-top_k_accuracy_5=0.741406
INFO:root:Epoch[34] Batch [700]	Speed: 250.35 samples/sec	Train-accuracy=0.498555
INFO:root:Epoch[34] Batch [700]	Speed: 250.35 samples/sec	Train-top_k_accuracy_5=0.743555
INFO:root:Epoch[34] Batch [750]	Speed: 246.26 samples/sec	Train-accuracy=0.499844
INFO:root:Epoch[34] Batch [750]	Speed: 246.26 samples/sec	Train-top_k_accuracy_5=0.741172
INFO:root:Epoch[34] Batch [800]	Speed: 245.71 samples/sec	Train-accuracy=0.499648
INFO:root:Epoch[34] Batch [800]	Speed: 245.71 samples/sec	Train-top_k_accuracy_5=0.742969
INFO:root:Epoch[34] Batch [850]	Speed: 240.66 samples/sec	Train-accuracy=0.495859
INFO:root:Epoch[34] Batch [850]	Speed: 240.66 samples/sec	Train-top_k_accuracy_5=0.741992
INFO:root:Epoch[34] Batch [900]	Speed: 244.63 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[34] Batch [900]	Speed: 244.63 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[34] Batch [950]	Speed: 252.14 samples/sec	Train-accuracy=0.504023
INFO:root:Epoch[34] Batch [950]	Speed: 252.14 samples/sec	Train-top_k_accuracy_5=0.742500
INFO:root:Epoch[34] Batch [1000]	Speed: 252.44 samples/sec	Train-accuracy=0.506055
INFO:root:Epoch[34] Batch [1000]	Speed: 252.44 samples/sec	Train-top_k_accuracy_5=0.745547
INFO:root:Epoch[34] Batch [1050]	Speed: 248.64 samples/sec	Train-accuracy=0.496445
INFO:root:Epoch[34] Batch [1050]	Speed: 248.64 samples/sec	Train-top_k_accuracy_5=0.739961
INFO:root:Epoch[34] Batch [1100]	Speed: 246.16 samples/sec	Train-accuracy=0.501992
INFO:root:Epoch[34] Batch [1100]	Speed: 246.16 samples/sec	Train-top_k_accuracy_5=0.738984
INFO:root:Epoch[34] Batch [1150]	Speed: 244.61 samples/sec	Train-accuracy=0.495664
INFO:root:Epoch[34] Batch [1150]	Speed: 244.61 samples/sec	Train-top_k_accuracy_5=0.742969
INFO:root:Epoch[34] Batch [1200]	Speed: 249.63 samples/sec	Train-accuracy=0.501563
INFO:root:Epoch[34] Batch [1200]	Speed: 249.63 samples/sec	Train-top_k_accuracy_5=0.742812
INFO:root:Epoch[34] Batch [1250]	Speed: 248.68 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[34] Batch [1250]	Speed: 248.68 samples/sec	Train-top_k_accuracy_5=0.743477
INFO:root:Epoch[34] Batch [1300]	Speed: 247.96 samples/sec	Train-accuracy=0.498828
INFO:root:Epoch[34] Batch [1300]	Speed: 247.96 samples/sec	Train-top_k_accuracy_5=0.741328
INFO:root:Epoch[34] Batch [1350]	Speed: 244.90 samples/sec	Train-accuracy=0.499648
INFO:root:Epoch[34] Batch [1350]	Speed: 244.90 samples/sec	Train-top_k_accuracy_5=0.743203
INFO:root:Epoch[34] Batch [1400]	Speed: 292.97 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[34] Batch [1400]	Speed: 292.97 samples/sec	Train-top_k_accuracy_5=0.752578
INFO:root:Epoch[34] Batch [1450]	Speed: 305.53 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[34] Batch [1450]	Speed: 305.53 samples/sec	Train-top_k_accuracy_5=0.743359
INFO:root:Epoch[34] Batch [1500]	Speed: 308.92 samples/sec	Train-accuracy=0.499023
INFO:root:Epoch[34] Batch [1500]	Speed: 308.92 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[34] Batch [1550]	Speed: 297.34 samples/sec	Train-accuracy=0.500898
INFO:root:Epoch[34] Batch [1550]	Speed: 297.34 samples/sec	Train-top_k_accuracy_5=0.742344
INFO:root:Epoch[34] Batch [1600]	Speed: 286.63 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[34] Batch [1600]	Speed: 286.63 samples/sec	Train-top_k_accuracy_5=0.752266
INFO:root:Epoch[34] Batch [1650]	Speed: 293.19 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[34] Batch [1650]	Speed: 293.19 samples/sec	Train-top_k_accuracy_5=0.741133
INFO:root:Epoch[34] Batch [1700]	Speed: 288.92 samples/sec	Train-accuracy=0.501055
INFO:root:Epoch[34] Batch [1700]	Speed: 288.92 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[34] Batch [1750]	Speed: 288.75 samples/sec	Train-accuracy=0.503320
INFO:root:Epoch[34] Batch [1750]	Speed: 288.75 samples/sec	Train-top_k_accuracy_5=0.742461
INFO:root:Epoch[34] Batch [1800]	Speed: 286.70 samples/sec	Train-accuracy=0.504687
INFO:root:Epoch[34] Batch [1800]	Speed: 286.70 samples/sec	Train-top_k_accuracy_5=0.745547
INFO:root:Epoch[34] Batch [1850]	Speed: 294.63 samples/sec	Train-accuracy=0.499570
INFO:root:Epoch[34] Batch [1850]	Speed: 294.63 samples/sec	Train-top_k_accuracy_5=0.744258
INFO:root:Epoch[34] Batch [1900]	Speed: 288.42 samples/sec	Train-accuracy=0.506055
INFO:root:Epoch[34] Batch [1900]	Speed: 288.42 samples/sec	Train-top_k_accuracy_5=0.742188
INFO:root:Epoch[34] Batch [1950]	Speed: 299.05 samples/sec	Train-accuracy=0.500430
INFO:root:Epoch[34] Batch [1950]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.741406
INFO:root:Epoch[34] Batch [2000]	Speed: 305.50 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[34] Batch [2000]	Speed: 305.50 samples/sec	Train-top_k_accuracy_5=0.747383
INFO:root:Epoch[34] Batch [2050]	Speed: 298.97 samples/sec	Train-accuracy=0.495859
INFO:root:Epoch[34] Batch [2050]	Speed: 298.97 samples/sec	Train-top_k_accuracy_5=0.738281
INFO:root:Epoch[34] Batch [2100]	Speed: 296.66 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[34] Batch [2100]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.744727
INFO:root:Epoch[34] Batch [2150]	Speed: 284.47 samples/sec	Train-accuracy=0.505156
INFO:root:Epoch[34] Batch [2150]	Speed: 284.47 samples/sec	Train-top_k_accuracy_5=0.744336
INFO:root:Epoch[34] Batch [2200]	Speed: 290.69 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[34] Batch [2200]	Speed: 290.69 samples/sec	Train-top_k_accuracy_5=0.745742
INFO:root:Epoch[34] Batch [2250]	Speed: 286.31 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[34] Batch [2250]	Speed: 286.31 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[34] Batch [2300]	Speed: 305.56 samples/sec	Train-accuracy=0.501680
INFO:root:Epoch[34] Batch [2300]	Speed: 305.56 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[34] Batch [2350]	Speed: 294.34 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[34] Batch [2350]	Speed: 294.34 samples/sec	Train-top_k_accuracy_5=0.747969
INFO:root:Epoch[34] Batch [2400]	Speed: 282.37 samples/sec	Train-accuracy=0.501289
INFO:root:Epoch[34] Batch [2400]	Speed: 282.37 samples/sec	Train-top_k_accuracy_5=0.741680
INFO:root:Epoch[34] Batch [2450]	Speed: 299.39 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[34] Batch [2450]	Speed: 299.39 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[34] Batch [2500]	Speed: 280.71 samples/sec	Train-accuracy=0.498477
INFO:root:Epoch[34] Batch [2500]	Speed: 280.71 samples/sec	Train-top_k_accuracy_5=0.741250
INFO:root:Epoch[34] Resetting Data Iterator
INFO:root:Epoch[34] Time cost=4770.152
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0035.params"
INFO:root:Epoch[34] Validation-accuracy=0.555365
INFO:root:Epoch[34] Validation-top_k_accuracy_5=0.802276
INFO:root:Epoch[35] Batch [50]	Speed: 292.02 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[35] Batch [50]	Speed: 292.02 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[35] Batch [100]	Speed: 292.40 samples/sec	Train-accuracy=0.498984
INFO:root:Epoch[35] Batch [100]	Speed: 292.40 samples/sec	Train-top_k_accuracy_5=0.742148
INFO:root:Epoch[35] Batch [150]	Speed: 294.51 samples/sec	Train-accuracy=0.502461
INFO:root:Epoch[35] Batch [150]	Speed: 294.51 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[35] Batch [200]	Speed: 284.20 samples/sec	Train-accuracy=0.502812
INFO:root:Epoch[35] Batch [200]	Speed: 284.20 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[35] Batch [250]	Speed: 288.11 samples/sec	Train-accuracy=0.510156
INFO:root:Epoch[35] Batch [250]	Speed: 288.11 samples/sec	Train-top_k_accuracy_5=0.749648
INFO:root:Epoch[35] Batch [300]	Speed: 286.45 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[35] Batch [300]	Speed: 286.45 samples/sec	Train-top_k_accuracy_5=0.745000
INFO:root:Epoch[35] Batch [350]	Speed: 298.74 samples/sec	Train-accuracy=0.500234
INFO:root:Epoch[35] Batch [350]	Speed: 298.74 samples/sec	Train-top_k_accuracy_5=0.742539
INFO:root:Epoch[35] Batch [400]	Speed: 288.53 samples/sec	Train-accuracy=0.498164
INFO:root:Epoch[35] Batch [400]	Speed: 288.53 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[35] Batch [450]	Speed: 296.75 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[35] Batch [450]	Speed: 296.75 samples/sec	Train-top_k_accuracy_5=0.746133
INFO:root:Epoch[35] Batch [500]	Speed: 286.19 samples/sec	Train-accuracy=0.501250
INFO:root:Epoch[35] Batch [500]	Speed: 286.19 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[35] Batch [550]	Speed: 285.93 samples/sec	Train-accuracy=0.511445
INFO:root:Epoch[35] Batch [550]	Speed: 285.93 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[35] Batch [600]	Speed: 280.57 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[35] Batch [600]	Speed: 280.57 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[35] Batch [650]	Speed: 288.19 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[35] Batch [650]	Speed: 288.19 samples/sec	Train-top_k_accuracy_5=0.743477
INFO:root:Epoch[35] Batch [700]	Speed: 286.16 samples/sec	Train-accuracy=0.505391
INFO:root:Epoch[35] Batch [700]	Speed: 286.16 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[35] Batch [750]	Speed: 290.30 samples/sec	Train-accuracy=0.500898
INFO:root:Epoch[35] Batch [750]	Speed: 290.30 samples/sec	Train-top_k_accuracy_5=0.742266
INFO:root:Epoch[35] Batch [800]	Speed: 296.74 samples/sec	Train-accuracy=0.498359
INFO:root:Epoch[35] Batch [800]	Speed: 296.74 samples/sec	Train-top_k_accuracy_5=0.743047
INFO:root:Epoch[35] Batch [850]	Speed: 298.75 samples/sec	Train-accuracy=0.504258
INFO:root:Epoch[35] Batch [850]	Speed: 298.75 samples/sec	Train-top_k_accuracy_5=0.745039
INFO:root:Epoch[35] Batch [900]	Speed: 292.18 samples/sec	Train-accuracy=0.498437
INFO:root:Epoch[35] Batch [900]	Speed: 292.18 samples/sec	Train-top_k_accuracy_5=0.743281
INFO:root:Epoch[35] Batch [950]	Speed: 286.55 samples/sec	Train-accuracy=0.503398
INFO:root:Epoch[35] Batch [950]	Speed: 286.55 samples/sec	Train-top_k_accuracy_5=0.744492
INFO:root:Epoch[35] Batch [1000]	Speed: 292.31 samples/sec	Train-accuracy=0.501211
INFO:root:Epoch[35] Batch [1000]	Speed: 292.31 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[35] Batch [1050]	Speed: 299.29 samples/sec	Train-accuracy=0.503711
INFO:root:Epoch[35] Batch [1050]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[35] Batch [1100]	Speed: 283.68 samples/sec	Train-accuracy=0.502852
INFO:root:Epoch[35] Batch [1100]	Speed: 283.68 samples/sec	Train-top_k_accuracy_5=0.742031
INFO:root:Epoch[35] Batch [1150]	Speed: 272.59 samples/sec	Train-accuracy=0.499375
INFO:root:Epoch[35] Batch [1150]	Speed: 272.59 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[35] Batch [1200]	Speed: 290.33 samples/sec	Train-accuracy=0.502969
INFO:root:Epoch[35] Batch [1200]	Speed: 290.33 samples/sec	Train-top_k_accuracy_5=0.745430
INFO:root:Epoch[35] Batch [1250]	Speed: 292.77 samples/sec	Train-accuracy=0.501289
INFO:root:Epoch[35] Batch [1250]	Speed: 292.77 samples/sec	Train-top_k_accuracy_5=0.744414
INFO:root:Epoch[35] Batch [1300]	Speed: 288.31 samples/sec	Train-accuracy=0.502578
INFO:root:Epoch[35] Batch [1300]	Speed: 288.31 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[35] Batch [1350]	Speed: 299.04 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[35] Batch [1350]	Speed: 299.04 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[35] Batch [1400]	Speed: 290.40 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[35] Batch [1400]	Speed: 290.40 samples/sec	Train-top_k_accuracy_5=0.745898
INFO:root:Epoch[35] Batch [1450]	Speed: 298.79 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[35] Batch [1450]	Speed: 298.79 samples/sec	Train-top_k_accuracy_5=0.745195
INFO:root:Epoch[35] Batch [1500]	Speed: 286.29 samples/sec	Train-accuracy=0.497891
INFO:root:Epoch[35] Batch [1500]	Speed: 286.29 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[35] Batch [1550]	Speed: 296.69 samples/sec	Train-accuracy=0.499453
INFO:root:Epoch[35] Batch [1550]	Speed: 296.69 samples/sec	Train-top_k_accuracy_5=0.740859
INFO:root:Epoch[35] Batch [1600]	Speed: 300.96 samples/sec	Train-accuracy=0.504648
INFO:root:Epoch[35] Batch [1600]	Speed: 300.96 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[35] Batch [1650]	Speed: 286.52 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[35] Batch [1650]	Speed: 286.52 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[35] Batch [1700]	Speed: 283.73 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[35] Batch [1700]	Speed: 283.73 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[35] Batch [1750]	Speed: 290.46 samples/sec	Train-accuracy=0.503633
INFO:root:Epoch[35] Batch [1750]	Speed: 290.46 samples/sec	Train-top_k_accuracy_5=0.744883
INFO:root:Epoch[35] Batch [1800]	Speed: 292.28 samples/sec	Train-accuracy=0.507070
INFO:root:Epoch[35] Batch [1800]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.743437
INFO:root:Epoch[35] Batch [1850]	Speed: 292.67 samples/sec	Train-accuracy=0.501602
INFO:root:Epoch[35] Batch [1850]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.744648
INFO:root:Epoch[35] Batch [1900]	Speed: 299.01 samples/sec	Train-accuracy=0.498867
INFO:root:Epoch[35] Batch [1900]	Speed: 299.01 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[35] Batch [1950]	Speed: 303.32 samples/sec	Train-accuracy=0.501328
INFO:root:Epoch[35] Batch [1950]	Speed: 303.32 samples/sec	Train-top_k_accuracy_5=0.743945
INFO:root:Epoch[35] Batch [2000]	Speed: 286.19 samples/sec	Train-accuracy=0.504336
INFO:root:Epoch[35] Batch [2000]	Speed: 286.19 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[35] Batch [2050]	Speed: 303.25 samples/sec	Train-accuracy=0.497930
INFO:root:Epoch[35] Batch [2050]	Speed: 303.25 samples/sec	Train-top_k_accuracy_5=0.740430
INFO:root:Epoch[35] Batch [2100]	Speed: 282.25 samples/sec	Train-accuracy=0.504570
INFO:root:Epoch[35] Batch [2100]	Speed: 282.25 samples/sec	Train-top_k_accuracy_5=0.746641
INFO:root:Epoch[35] Batch [2150]	Speed: 294.92 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[35] Batch [2150]	Speed: 294.92 samples/sec	Train-top_k_accuracy_5=0.741836
INFO:root:Epoch[35] Batch [2200]	Speed: 298.91 samples/sec	Train-accuracy=0.505469
INFO:root:Epoch[35] Batch [2200]	Speed: 298.91 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[35] Batch [2250]	Speed: 296.79 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[35] Batch [2250]	Speed: 296.79 samples/sec	Train-top_k_accuracy_5=0.745703
INFO:root:Epoch[35] Batch [2300]	Speed: 288.16 samples/sec	Train-accuracy=0.504609
INFO:root:Epoch[35] Batch [2300]	Speed: 288.16 samples/sec	Train-top_k_accuracy_5=0.747930
INFO:root:Epoch[35] Batch [2350]	Speed: 294.63 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[35] Batch [2350]	Speed: 294.63 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[35] Batch [2400]	Speed: 296.42 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[35] Batch [2400]	Speed: 296.42 samples/sec	Train-top_k_accuracy_5=0.743906
INFO:root:Epoch[35] Batch [2450]	Speed: 299.01 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[35] Batch [2450]	Speed: 299.01 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[35] Batch [2500]	Speed: 294.12 samples/sec	Train-accuracy=0.499219
INFO:root:Epoch[35] Batch [2500]	Speed: 294.12 samples/sec	Train-top_k_accuracy_5=0.743086
INFO:root:Epoch[35] Resetting Data Iterator
INFO:root:Epoch[35] Time cost=4395.772
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0036.params"
INFO:root:Epoch[35] Validation-accuracy=0.560647
INFO:root:Epoch[35] Validation-top_k_accuracy_5=0.805206
INFO:root:Epoch[36] Batch [50]	Speed: 269.13 samples/sec	Train-accuracy=0.503125
INFO:root:Epoch[36] Batch [50]	Speed: 269.13 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[36] Batch [100]	Speed: 292.92 samples/sec	Train-accuracy=0.503555
INFO:root:Epoch[36] Batch [100]	Speed: 292.92 samples/sec	Train-top_k_accuracy_5=0.745273
INFO:root:Epoch[36] Batch [150]	Speed: 292.48 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[36] Batch [150]	Speed: 292.48 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[36] Batch [200]	Speed: 294.32 samples/sec	Train-accuracy=0.506406
INFO:root:Epoch[36] Batch [200]	Speed: 294.32 samples/sec	Train-top_k_accuracy_5=0.743125
INFO:root:Epoch[36] Batch [250]	Speed: 286.71 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[36] Batch [250]	Speed: 286.71 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[36] Batch [300]	Speed: 301.25 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[36] Batch [300]	Speed: 301.25 samples/sec	Train-top_k_accuracy_5=0.742812
INFO:root:Epoch[36] Batch [350]	Speed: 282.12 samples/sec	Train-accuracy=0.501758
INFO:root:Epoch[36] Batch [350]	Speed: 282.12 samples/sec	Train-top_k_accuracy_5=0.742109
INFO:root:Epoch[36] Batch [400]	Speed: 294.83 samples/sec	Train-accuracy=0.502930
INFO:root:Epoch[36] Batch [400]	Speed: 294.83 samples/sec	Train-top_k_accuracy_5=0.745273
INFO:root:Epoch[36] Batch [450]	Speed: 284.04 samples/sec	Train-accuracy=0.501328
INFO:root:Epoch[36] Batch [450]	Speed: 284.04 samples/sec	Train-top_k_accuracy_5=0.744258
INFO:root:Epoch[36] Batch [500]	Speed: 280.52 samples/sec	Train-accuracy=0.498516
INFO:root:Epoch[36] Batch [500]	Speed: 280.52 samples/sec	Train-top_k_accuracy_5=0.742266
INFO:root:Epoch[36] Batch [550]	Speed: 290.45 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[36] Batch [550]	Speed: 290.45 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[36] Batch [600]	Speed: 296.72 samples/sec	Train-accuracy=0.503203
INFO:root:Epoch[36] Batch [600]	Speed: 296.72 samples/sec	Train-top_k_accuracy_5=0.743906
INFO:root:Epoch[36] Batch [650]	Speed: 298.54 samples/sec	Train-accuracy=0.503320
INFO:root:Epoch[36] Batch [650]	Speed: 298.54 samples/sec	Train-top_k_accuracy_5=0.742695
INFO:root:Epoch[36] Batch [700]	Speed: 296.77 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[36] Batch [700]	Speed: 296.77 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[36] Batch [750]	Speed: 301.20 samples/sec	Train-accuracy=0.504336
INFO:root:Epoch[36] Batch [750]	Speed: 301.20 samples/sec	Train-top_k_accuracy_5=0.742734
INFO:root:Epoch[36] Batch [800]	Speed: 294.62 samples/sec	Train-accuracy=0.500273
INFO:root:Epoch[36] Batch [800]	Speed: 294.62 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[36] Batch [850]	Speed: 290.46 samples/sec	Train-accuracy=0.502539
INFO:root:Epoch[36] Batch [850]	Speed: 290.46 samples/sec	Train-top_k_accuracy_5=0.745234
INFO:root:Epoch[36] Batch [900]	Speed: 294.57 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[36] Batch [900]	Speed: 294.57 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[36] Batch [950]	Speed: 290.32 samples/sec	Train-accuracy=0.504453
INFO:root:Epoch[36] Batch [950]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[36] Batch [1000]	Speed: 284.14 samples/sec	Train-accuracy=0.505391
INFO:root:Epoch[36] Batch [1000]	Speed: 284.14 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[36] Batch [1050]	Speed: 286.27 samples/sec	Train-accuracy=0.498828
INFO:root:Epoch[36] Batch [1050]	Speed: 286.27 samples/sec	Train-top_k_accuracy_5=0.743281
INFO:root:Epoch[36] Batch [1100]	Speed: 294.21 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[36] Batch [1100]	Speed: 294.21 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[36] Batch [1150]	Speed: 284.54 samples/sec	Train-accuracy=0.500078
INFO:root:Epoch[36] Batch [1150]	Speed: 284.54 samples/sec	Train-top_k_accuracy_5=0.742461
INFO:root:Epoch[36] Batch [1200]	Speed: 284.02 samples/sec	Train-accuracy=0.504492
INFO:root:Epoch[36] Batch [1200]	Speed: 284.02 samples/sec	Train-top_k_accuracy_5=0.742812
INFO:root:Epoch[36] Batch [1250]	Speed: 286.69 samples/sec	Train-accuracy=0.503203
INFO:root:Epoch[36] Batch [1250]	Speed: 286.69 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[36] Batch [1300]	Speed: 290.54 samples/sec	Train-accuracy=0.501953
INFO:root:Epoch[36] Batch [1300]	Speed: 290.54 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[36] Batch [1350]	Speed: 298.86 samples/sec	Train-accuracy=0.509648
INFO:root:Epoch[36] Batch [1350]	Speed: 298.86 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[36] Batch [1400]	Speed: 296.46 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[36] Batch [1400]	Speed: 296.46 samples/sec	Train-top_k_accuracy_5=0.745156
INFO:root:Epoch[36] Batch [1450]	Speed: 280.79 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[36] Batch [1450]	Speed: 280.79 samples/sec	Train-top_k_accuracy_5=0.745547
INFO:root:Epoch[36] Batch [1500]	Speed: 278.72 samples/sec	Train-accuracy=0.500938
INFO:root:Epoch[36] Batch [1500]	Speed: 278.72 samples/sec	Train-top_k_accuracy_5=0.743008
INFO:root:Epoch[36] Batch [1550]	Speed: 278.05 samples/sec	Train-accuracy=0.502188
INFO:root:Epoch[36] Batch [1550]	Speed: 278.05 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[36] Batch [1600]	Speed: 293.09 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[36] Batch [1600]	Speed: 293.09 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[36] Batch [1650]	Speed: 299.05 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[36] Batch [1650]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.745586
INFO:root:Epoch[36] Batch [1700]	Speed: 286.09 samples/sec	Train-accuracy=0.503242
INFO:root:Epoch[36] Batch [1700]	Speed: 286.09 samples/sec	Train-top_k_accuracy_5=0.745352
INFO:root:Epoch[36] Batch [1750]	Speed: 301.04 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[36] Batch [1750]	Speed: 301.04 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[36] Batch [1800]	Speed: 295.12 samples/sec	Train-accuracy=0.504297
INFO:root:Epoch[36] Batch [1800]	Speed: 295.12 samples/sec	Train-top_k_accuracy_5=0.746055
INFO:root:Epoch[36] Batch [1850]	Speed: 298.81 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[36] Batch [1850]	Speed: 298.81 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[36] Batch [1900]	Speed: 290.25 samples/sec	Train-accuracy=0.508398
INFO:root:Epoch[36] Batch [1900]	Speed: 290.25 samples/sec	Train-top_k_accuracy_5=0.747773
INFO:root:Epoch[36] Batch [1950]	Speed: 302.72 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[36] Batch [1950]	Speed: 302.72 samples/sec	Train-top_k_accuracy_5=0.744805
INFO:root:Epoch[36] Batch [2000]	Speed: 286.49 samples/sec	Train-accuracy=0.506953
INFO:root:Epoch[36] Batch [2000]	Speed: 286.49 samples/sec	Train-top_k_accuracy_5=0.742734
INFO:root:Epoch[36] Batch [2050]	Speed: 288.28 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[36] Batch [2050]	Speed: 288.28 samples/sec	Train-top_k_accuracy_5=0.742578
INFO:root:Epoch[36] Batch [2100]	Speed: 301.24 samples/sec	Train-accuracy=0.502656
INFO:root:Epoch[36] Batch [2100]	Speed: 301.24 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[36] Batch [2150]	Speed: 292.37 samples/sec	Train-accuracy=0.499023
INFO:root:Epoch[36] Batch [2150]	Speed: 292.37 samples/sec	Train-top_k_accuracy_5=0.742070
INFO:root:Epoch[36] Batch [2200]	Speed: 291.73 samples/sec	Train-accuracy=0.501953
INFO:root:Epoch[36] Batch [2200]	Speed: 291.73 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[36] Batch [2250]	Speed: 292.35 samples/sec	Train-accuracy=0.503945
INFO:root:Epoch[36] Batch [2250]	Speed: 292.35 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[36] Batch [2300]	Speed: 284.08 samples/sec	Train-accuracy=0.501211
INFO:root:Epoch[36] Batch [2300]	Speed: 284.08 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[36] Batch [2350]	Speed: 284.66 samples/sec	Train-accuracy=0.503555
INFO:root:Epoch[36] Batch [2350]	Speed: 284.66 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[36] Batch [2400]	Speed: 290.26 samples/sec	Train-accuracy=0.504219
INFO:root:Epoch[36] Batch [2400]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.743555
INFO:root:Epoch[36] Batch [2450]	Speed: 296.56 samples/sec	Train-accuracy=0.505195
INFO:root:Epoch[36] Batch [2450]	Speed: 296.56 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[36] Batch [2500]	Speed: 286.07 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[36] Batch [2500]	Speed: 286.07 samples/sec	Train-top_k_accuracy_5=0.744336
INFO:root:Epoch[36] Resetting Data Iterator
INFO:root:Epoch[36] Time cost=4410.542
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0037.params"
INFO:root:Epoch[36] Validation-accuracy=0.558992
INFO:root:Epoch[36] Validation-top_k_accuracy_5=0.803651
INFO:root:Epoch[37] Batch [50]	Speed: 312.07 samples/sec	Train-accuracy=0.509180
INFO:root:Epoch[37] Batch [50]	Speed: 312.07 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[37] Batch [100]	Speed: 292.29 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[37] Batch [100]	Speed: 292.29 samples/sec	Train-top_k_accuracy_5=0.744492
INFO:root:Epoch[37] Batch [150]	Speed: 292.25 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[37] Batch [150]	Speed: 292.25 samples/sec	Train-top_k_accuracy_5=0.748711
INFO:root:Epoch[37] Batch [200]	Speed: 294.56 samples/sec	Train-accuracy=0.501992
INFO:root:Epoch[37] Batch [200]	Speed: 294.56 samples/sec	Train-top_k_accuracy_5=0.745234
INFO:root:Epoch[37] Batch [250]	Speed: 296.54 samples/sec	Train-accuracy=0.509180
INFO:root:Epoch[37] Batch [250]	Speed: 296.54 samples/sec	Train-top_k_accuracy_5=0.745078
INFO:root:Epoch[37] Batch [300]	Speed: 290.77 samples/sec	Train-accuracy=0.508086
INFO:root:Epoch[37] Batch [300]	Speed: 290.77 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[37] Batch [350]	Speed: 290.38 samples/sec	Train-accuracy=0.501211
INFO:root:Epoch[37] Batch [350]	Speed: 290.38 samples/sec	Train-top_k_accuracy_5=0.742695
INFO:root:Epoch[37] Batch [400]	Speed: 298.42 samples/sec	Train-accuracy=0.499688
INFO:root:Epoch[37] Batch [400]	Speed: 298.42 samples/sec	Train-top_k_accuracy_5=0.742891
INFO:root:Epoch[37] Batch [450]	Speed: 294.97 samples/sec	Train-accuracy=0.502461
INFO:root:Epoch[37] Batch [450]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.741914
INFO:root:Epoch[37] Batch [500]	Speed: 290.02 samples/sec	Train-accuracy=0.500430
INFO:root:Epoch[37] Batch [500]	Speed: 290.02 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[37] Batch [550]	Speed: 286.52 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[37] Batch [550]	Speed: 286.52 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[37] Batch [600]	Speed: 294.16 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[37] Batch [600]	Speed: 294.16 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[37] Batch [650]	Speed: 286.10 samples/sec	Train-accuracy=0.500547
INFO:root:Epoch[37] Batch [650]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.742422
INFO:root:Epoch[37] Batch [700]	Speed: 297.15 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[37] Batch [700]	Speed: 297.15 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[37] Batch [750]	Speed: 299.14 samples/sec	Train-accuracy=0.499688
INFO:root:Epoch[37] Batch [750]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.742969
INFO:root:Epoch[37] Batch [800]	Speed: 298.90 samples/sec	Train-accuracy=0.506523
INFO:root:Epoch[37] Batch [800]	Speed: 298.90 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[37] Batch [850]	Speed: 284.11 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[37] Batch [850]	Speed: 284.11 samples/sec	Train-top_k_accuracy_5=0.744648
INFO:root:Epoch[37] Batch [900]	Speed: 283.07 samples/sec	Train-accuracy=0.500664
INFO:root:Epoch[37] Batch [900]	Speed: 283.07 samples/sec	Train-top_k_accuracy_5=0.740898
INFO:root:Epoch[37] Batch [950]	Speed: 292.67 samples/sec	Train-accuracy=0.500117
INFO:root:Epoch[37] Batch [950]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.742383
INFO:root:Epoch[37] Batch [1000]	Speed: 282.18 samples/sec	Train-accuracy=0.505625
INFO:root:Epoch[37] Batch [1000]	Speed: 282.18 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[37] Batch [1050]	Speed: 303.62 samples/sec	Train-accuracy=0.500898
INFO:root:Epoch[37] Batch [1050]	Speed: 303.62 samples/sec	Train-top_k_accuracy_5=0.741914
INFO:root:Epoch[37] Batch [1100]	Speed: 294.71 samples/sec	Train-accuracy=0.501836
INFO:root:Epoch[37] Batch [1100]	Speed: 294.71 samples/sec	Train-top_k_accuracy_5=0.742070
INFO:root:Epoch[37] Batch [1150]	Speed: 290.14 samples/sec	Train-accuracy=0.495234
INFO:root:Epoch[37] Batch [1150]	Speed: 290.14 samples/sec	Train-top_k_accuracy_5=0.740273
INFO:root:Epoch[37] Batch [1200]	Speed: 294.88 samples/sec	Train-accuracy=0.504453
INFO:root:Epoch[37] Batch [1200]	Speed: 294.88 samples/sec	Train-top_k_accuracy_5=0.742773
INFO:root:Epoch[37] Batch [1250]	Speed: 290.70 samples/sec	Train-accuracy=0.503086
INFO:root:Epoch[37] Batch [1250]	Speed: 290.70 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[37] Batch [1300]	Speed: 301.03 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[37] Batch [1300]	Speed: 301.03 samples/sec	Train-top_k_accuracy_5=0.747109
INFO:root:Epoch[37] Batch [1350]	Speed: 296.62 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[37] Batch [1350]	Speed: 296.62 samples/sec	Train-top_k_accuracy_5=0.745000
INFO:root:Epoch[37] Batch [1400]	Speed: 284.14 samples/sec	Train-accuracy=0.502031
INFO:root:Epoch[37] Batch [1400]	Speed: 284.14 samples/sec	Train-top_k_accuracy_5=0.747344
INFO:root:Epoch[37] Batch [1450]	Speed: 286.28 samples/sec	Train-accuracy=0.504727
INFO:root:Epoch[37] Batch [1450]	Speed: 286.28 samples/sec	Train-top_k_accuracy_5=0.743750
INFO:root:Epoch[37] Batch [1500]	Speed: 286.84 samples/sec	Train-accuracy=0.497578
INFO:root:Epoch[37] Batch [1500]	Speed: 286.84 samples/sec	Train-top_k_accuracy_5=0.742070
INFO:root:Epoch[37] Batch [1550]	Speed: 292.60 samples/sec	Train-accuracy=0.502695
INFO:root:Epoch[37] Batch [1550]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.744492
INFO:root:Epoch[37] Batch [1600]	Speed: 292.79 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[37] Batch [1600]	Speed: 292.79 samples/sec	Train-top_k_accuracy_5=0.752969
INFO:root:Epoch[37] Batch [1650]	Speed: 301.07 samples/sec	Train-accuracy=0.503281
INFO:root:Epoch[37] Batch [1650]	Speed: 301.07 samples/sec	Train-top_k_accuracy_5=0.743008
INFO:root:Epoch[37] Batch [1700]	Speed: 292.51 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[37] Batch [1700]	Speed: 292.51 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[37] Batch [1750]	Speed: 295.02 samples/sec	Train-accuracy=0.508008
INFO:root:Epoch[37] Batch [1750]	Speed: 295.02 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[37] Batch [1800]	Speed: 292.59 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[37] Batch [1800]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.743477
INFO:root:Epoch[37] Batch [1850]	Speed: 290.46 samples/sec	Train-accuracy=0.501328
INFO:root:Epoch[37] Batch [1850]	Speed: 290.46 samples/sec	Train-top_k_accuracy_5=0.744023
INFO:root:Epoch[37] Batch [1900]	Speed: 286.19 samples/sec	Train-accuracy=0.501250
INFO:root:Epoch[37] Batch [1900]	Speed: 286.19 samples/sec	Train-top_k_accuracy_5=0.740508
INFO:root:Epoch[37] Batch [1950]	Speed: 282.16 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[37] Batch [1950]	Speed: 282.16 samples/sec	Train-top_k_accuracy_5=0.744375
INFO:root:Epoch[37] Batch [2000]	Speed: 294.64 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[37] Batch [2000]	Speed: 294.64 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[37] Batch [2050]	Speed: 280.42 samples/sec	Train-accuracy=0.501172
INFO:root:Epoch[37] Batch [2050]	Speed: 280.42 samples/sec	Train-top_k_accuracy_5=0.744570
INFO:root:Epoch[37] Batch [2100]	Speed: 298.61 samples/sec	Train-accuracy=0.503984
INFO:root:Epoch[37] Batch [2100]	Speed: 298.61 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[37] Batch [2150]	Speed: 297.21 samples/sec	Train-accuracy=0.497852
INFO:root:Epoch[37] Batch [2150]	Speed: 297.21 samples/sec	Train-top_k_accuracy_5=0.741836
INFO:root:Epoch[37] Batch [2200]	Speed: 294.21 samples/sec	Train-accuracy=0.504648
INFO:root:Epoch[37] Batch [2200]	Speed: 294.21 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[37] Batch [2250]	Speed: 292.76 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[37] Batch [2250]	Speed: 292.76 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[37] Batch [2300]	Speed: 288.13 samples/sec	Train-accuracy=0.500391
INFO:root:Epoch[37] Batch [2300]	Speed: 288.13 samples/sec	Train-top_k_accuracy_5=0.743516
INFO:root:Epoch[37] Batch [2350]	Speed: 288.99 samples/sec	Train-accuracy=0.503359
INFO:root:Epoch[37] Batch [2350]	Speed: 288.99 samples/sec	Train-top_k_accuracy_5=0.744258
INFO:root:Epoch[37] Batch [2400]	Speed: 280.05 samples/sec	Train-accuracy=0.496367
INFO:root:Epoch[37] Batch [2400]	Speed: 280.05 samples/sec	Train-top_k_accuracy_5=0.740000
INFO:root:Epoch[37] Batch [2450]	Speed: 296.30 samples/sec	Train-accuracy=0.513398
INFO:root:Epoch[37] Batch [2450]	Speed: 296.30 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[37] Batch [2500]	Speed: 292.66 samples/sec	Train-accuracy=0.499961
INFO:root:Epoch[37] Batch [2500]	Speed: 292.66 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[37] Resetting Data Iterator
INFO:root:Epoch[37] Time cost=4386.064
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0038.params"
INFO:root:Epoch[37] Validation-accuracy=0.563118
INFO:root:Epoch[37] Validation-top_k_accuracy_5=0.806003
INFO:root:Epoch[38] Batch [50]	Speed: 312.39 samples/sec	Train-accuracy=0.508125
INFO:root:Epoch[38] Batch [50]	Speed: 312.39 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[38] Batch [100]	Speed: 292.43 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[38] Batch [100]	Speed: 292.43 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[38] Batch [150]	Speed: 296.93 samples/sec	Train-accuracy=0.508359
INFO:root:Epoch[38] Batch [150]	Speed: 296.93 samples/sec	Train-top_k_accuracy_5=0.748437
INFO:root:Epoch[38] Batch [200]	Speed: 282.24 samples/sec	Train-accuracy=0.498437
INFO:root:Epoch[38] Batch [200]	Speed: 282.24 samples/sec	Train-top_k_accuracy_5=0.741875
INFO:root:Epoch[38] Batch [250]	Speed: 288.41 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[38] Batch [250]	Speed: 288.41 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[38] Batch [300]	Speed: 284.37 samples/sec	Train-accuracy=0.505313
INFO:root:Epoch[38] Batch [300]	Speed: 284.37 samples/sec	Train-top_k_accuracy_5=0.747344
INFO:root:Epoch[38] Batch [350]	Speed: 286.43 samples/sec	Train-accuracy=0.507930
INFO:root:Epoch[38] Batch [350]	Speed: 286.43 samples/sec	Train-top_k_accuracy_5=0.743242
INFO:root:Epoch[38] Batch [400]	Speed: 298.99 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[38] Batch [400]	Speed: 298.99 samples/sec	Train-top_k_accuracy_5=0.745273
INFO:root:Epoch[38] Batch [450]	Speed: 294.70 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[38] Batch [450]	Speed: 294.70 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[38] Batch [500]	Speed: 300.74 samples/sec	Train-accuracy=0.503789
INFO:root:Epoch[38] Batch [500]	Speed: 300.74 samples/sec	Train-top_k_accuracy_5=0.748555
INFO:root:Epoch[38] Batch [550]	Speed: 299.04 samples/sec	Train-accuracy=0.507109
INFO:root:Epoch[38] Batch [550]	Speed: 299.04 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[38] Batch [600]	Speed: 290.42 samples/sec	Train-accuracy=0.502266
INFO:root:Epoch[38] Batch [600]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.744609
INFO:root:Epoch[38] Batch [650]	Speed: 296.90 samples/sec	Train-accuracy=0.506094
INFO:root:Epoch[38] Batch [650]	Speed: 296.90 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[38] Batch [700]	Speed: 280.26 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[38] Batch [700]	Speed: 280.26 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[38] Batch [750]	Speed: 290.74 samples/sec	Train-accuracy=0.505156
INFO:root:Epoch[38] Batch [750]	Speed: 290.74 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[38] Batch [800]	Speed: 284.23 samples/sec	Train-accuracy=0.498672
INFO:root:Epoch[38] Batch [800]	Speed: 284.23 samples/sec	Train-top_k_accuracy_5=0.739141
INFO:root:Epoch[38] Batch [850]	Speed: 278.49 samples/sec	Train-accuracy=0.501680
INFO:root:Epoch[38] Batch [850]	Speed: 278.49 samples/sec	Train-top_k_accuracy_5=0.747188
INFO:root:Epoch[38] Batch [900]	Speed: 288.33 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[38] Batch [900]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.744375
INFO:root:Epoch[38] Batch [950]	Speed: 296.94 samples/sec	Train-accuracy=0.503555
INFO:root:Epoch[38] Batch [950]	Speed: 296.94 samples/sec	Train-top_k_accuracy_5=0.745195
INFO:root:Epoch[38] Batch [1000]	Speed: 296.57 samples/sec	Train-accuracy=0.504883
INFO:root:Epoch[38] Batch [1000]	Speed: 296.57 samples/sec	Train-top_k_accuracy_5=0.743711
INFO:root:Epoch[38] Batch [1050]	Speed: 292.25 samples/sec	Train-accuracy=0.503828
INFO:root:Epoch[38] Batch [1050]	Speed: 292.25 samples/sec	Train-top_k_accuracy_5=0.741992
INFO:root:Epoch[38] Batch [1100]	Speed: 282.26 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[38] Batch [1100]	Speed: 282.26 samples/sec	Train-top_k_accuracy_5=0.745938
INFO:root:Epoch[38] Batch [1150]	Speed: 292.15 samples/sec	Train-accuracy=0.498906
INFO:root:Epoch[38] Batch [1150]	Speed: 292.15 samples/sec	Train-top_k_accuracy_5=0.741094
INFO:root:Epoch[38] Batch [1200]	Speed: 283.85 samples/sec	Train-accuracy=0.502891
INFO:root:Epoch[38] Batch [1200]	Speed: 283.85 samples/sec	Train-top_k_accuracy_5=0.745859
INFO:root:Epoch[38] Batch [1250]	Speed: 282.74 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[38] Batch [1250]	Speed: 282.74 samples/sec	Train-top_k_accuracy_5=0.746367
INFO:root:Epoch[38] Batch [1300]	Speed: 284.20 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[38] Batch [1300]	Speed: 284.20 samples/sec	Train-top_k_accuracy_5=0.746016
INFO:root:Epoch[38] Batch [1350]	Speed: 292.60 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[38] Batch [1350]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[38] Batch [1400]	Speed: 288.29 samples/sec	Train-accuracy=0.505430
INFO:root:Epoch[38] Batch [1400]	Speed: 288.29 samples/sec	Train-top_k_accuracy_5=0.744062
INFO:root:Epoch[38] Batch [1450]	Speed: 292.60 samples/sec	Train-accuracy=0.509687
INFO:root:Epoch[38] Batch [1450]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.744062
INFO:root:Epoch[38] Batch [1500]	Speed: 296.48 samples/sec	Train-accuracy=0.499453
INFO:root:Epoch[38] Batch [1500]	Speed: 296.48 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[38] Batch [1550]	Speed: 290.86 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[38] Batch [1550]	Speed: 290.86 samples/sec	Train-top_k_accuracy_5=0.742109
INFO:root:Epoch[38] Batch [1600]	Speed: 288.11 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[38] Batch [1600]	Speed: 288.11 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[38] Batch [1650]	Speed: 294.78 samples/sec	Train-accuracy=0.501328
INFO:root:Epoch[38] Batch [1650]	Speed: 294.78 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[38] Batch [1700]	Speed: 280.42 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[38] Batch [1700]	Speed: 280.42 samples/sec	Train-top_k_accuracy_5=0.744102
INFO:root:Epoch[38] Batch [1750]	Speed: 296.64 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[38] Batch [1750]	Speed: 296.64 samples/sec	Train-top_k_accuracy_5=0.747578
INFO:root:Epoch[38] Batch [1800]	Speed: 290.07 samples/sec	Train-accuracy=0.503008
INFO:root:Epoch[38] Batch [1800]	Speed: 290.07 samples/sec	Train-top_k_accuracy_5=0.745898
INFO:root:Epoch[38] Batch [1850]	Speed: 288.45 samples/sec	Train-accuracy=0.507383
INFO:root:Epoch[38] Batch [1850]	Speed: 288.45 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[38] Batch [1900]	Speed: 303.69 samples/sec	Train-accuracy=0.502148
INFO:root:Epoch[38] Batch [1900]	Speed: 303.69 samples/sec	Train-top_k_accuracy_5=0.743867
INFO:root:Epoch[38] Batch [1950]	Speed: 290.26 samples/sec	Train-accuracy=0.504609
INFO:root:Epoch[38] Batch [1950]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.746641
INFO:root:Epoch[38] Batch [2000]	Speed: 298.88 samples/sec	Train-accuracy=0.509180
INFO:root:Epoch[38] Batch [2000]	Speed: 298.88 samples/sec	Train-top_k_accuracy_5=0.750508
INFO:root:Epoch[38] Batch [2050]	Speed: 292.57 samples/sec	Train-accuracy=0.496680
INFO:root:Epoch[38] Batch [2050]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.744844
INFO:root:Epoch[38] Batch [2100]	Speed: 284.79 samples/sec	Train-accuracy=0.502148
INFO:root:Epoch[38] Batch [2100]	Speed: 284.79 samples/sec	Train-top_k_accuracy_5=0.746094
INFO:root:Epoch[38] Batch [2150]	Speed: 282.32 samples/sec	Train-accuracy=0.506094
INFO:root:Epoch[38] Batch [2150]	Speed: 282.32 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[38] Batch [2200]	Speed: 280.23 samples/sec	Train-accuracy=0.500000
INFO:root:Epoch[38] Batch [2200]	Speed: 280.23 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[38] Batch [2250]	Speed: 282.34 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[38] Batch [2250]	Speed: 282.34 samples/sec	Train-top_k_accuracy_5=0.746133
INFO:root:Epoch[38] Batch [2300]	Speed: 294.99 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[38] Batch [2300]	Speed: 294.99 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[38] Batch [2350]	Speed: 286.44 samples/sec	Train-accuracy=0.507969
INFO:root:Epoch[38] Batch [2350]	Speed: 286.44 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[38] Batch [2400]	Speed: 288.63 samples/sec	Train-accuracy=0.508398
INFO:root:Epoch[38] Batch [2400]	Speed: 288.63 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[38] Batch [2450]	Speed: 299.13 samples/sec	Train-accuracy=0.512031
INFO:root:Epoch[38] Batch [2450]	Speed: 299.13 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[38] Batch [2500]	Speed: 290.62 samples/sec	Train-accuracy=0.502969
INFO:root:Epoch[38] Batch [2500]	Speed: 290.62 samples/sec	Train-top_k_accuracy_5=0.743203
INFO:root:Epoch[38] Resetting Data Iterator
INFO:root:Epoch[38] Time cost=4410.400
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0039.params"
INFO:root:Epoch[38] Validation-accuracy=0.560527
INFO:root:Epoch[38] Validation-top_k_accuracy_5=0.803930
INFO:root:Epoch[39] Batch [50]	Speed: 303.24 samples/sec	Train-accuracy=0.509102
INFO:root:Epoch[39] Batch [50]	Speed: 303.24 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[39] Batch [100]	Speed: 278.18 samples/sec	Train-accuracy=0.506328
INFO:root:Epoch[39] Batch [100]	Speed: 278.18 samples/sec	Train-top_k_accuracy_5=0.748984
INFO:root:Epoch[39] Batch [150]	Speed: 292.42 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[39] Batch [150]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[39] Batch [200]	Speed: 293.92 samples/sec	Train-accuracy=0.500430
INFO:root:Epoch[39] Batch [200]	Speed: 293.92 samples/sec	Train-top_k_accuracy_5=0.745820
INFO:root:Epoch[39] Batch [250]	Speed: 282.39 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[39] Batch [250]	Speed: 282.39 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[39] Batch [300]	Speed: 292.31 samples/sec	Train-accuracy=0.511055
INFO:root:Epoch[39] Batch [300]	Speed: 292.31 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[39] Batch [350]	Speed: 284.04 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[39] Batch [350]	Speed: 284.04 samples/sec	Train-top_k_accuracy_5=0.745195
INFO:root:Epoch[39] Batch [400]	Speed: 294.32 samples/sec	Train-accuracy=0.500117
INFO:root:Epoch[39] Batch [400]	Speed: 294.32 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[39] Batch [450]	Speed: 286.60 samples/sec	Train-accuracy=0.500391
INFO:root:Epoch[39] Batch [450]	Speed: 286.60 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[39] Batch [500]	Speed: 292.22 samples/sec	Train-accuracy=0.506367
INFO:root:Epoch[39] Batch [500]	Speed: 292.22 samples/sec	Train-top_k_accuracy_5=0.742305
INFO:root:Epoch[39] Batch [550]	Speed: 288.27 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[39] Batch [550]	Speed: 288.27 samples/sec	Train-top_k_accuracy_5=0.751172
INFO:root:Epoch[39] Batch [600]	Speed: 292.36 samples/sec	Train-accuracy=0.507812
INFO:root:Epoch[39] Batch [600]	Speed: 292.36 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[39] Batch [650]	Speed: 288.28 samples/sec	Train-accuracy=0.503945
INFO:root:Epoch[39] Batch [650]	Speed: 288.28 samples/sec	Train-top_k_accuracy_5=0.742422
INFO:root:Epoch[39] Batch [700]	Speed: 294.59 samples/sec	Train-accuracy=0.507734
INFO:root:Epoch[39] Batch [700]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.749180
INFO:root:Epoch[39] Batch [750]	Speed: 288.31 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[39] Batch [750]	Speed: 288.31 samples/sec	Train-top_k_accuracy_5=0.746094
INFO:root:Epoch[39] Batch [800]	Speed: 296.67 samples/sec	Train-accuracy=0.505430
INFO:root:Epoch[39] Batch [800]	Speed: 296.67 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[39] Batch [850]	Speed: 284.47 samples/sec	Train-accuracy=0.503008
INFO:root:Epoch[39] Batch [850]	Speed: 284.47 samples/sec	Train-top_k_accuracy_5=0.747031
INFO:root:Epoch[39] Batch [900]	Speed: 284.15 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[39] Batch [900]	Speed: 284.15 samples/sec	Train-top_k_accuracy_5=0.746328
INFO:root:Epoch[39] Batch [950]	Speed: 288.28 samples/sec	Train-accuracy=0.502930
INFO:root:Epoch[39] Batch [950]	Speed: 288.28 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[39] Batch [1000]	Speed: 294.97 samples/sec	Train-accuracy=0.503203
INFO:root:Epoch[39] Batch [1000]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.745430
INFO:root:Epoch[39] Batch [1050]	Speed: 290.36 samples/sec	Train-accuracy=0.503867
INFO:root:Epoch[39] Batch [1050]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[39] Batch [1100]	Speed: 292.40 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[39] Batch [1100]	Speed: 292.40 samples/sec	Train-top_k_accuracy_5=0.747930
INFO:root:Epoch[39] Batch [1150]	Speed: 296.80 samples/sec	Train-accuracy=0.500547
INFO:root:Epoch[39] Batch [1150]	Speed: 296.80 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[39] Batch [1200]	Speed: 290.26 samples/sec	Train-accuracy=0.507930
INFO:root:Epoch[39] Batch [1200]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[39] Batch [1250]	Speed: 288.38 samples/sec	Train-accuracy=0.504414
INFO:root:Epoch[39] Batch [1250]	Speed: 288.38 samples/sec	Train-top_k_accuracy_5=0.743398
INFO:root:Epoch[39] Batch [1300]	Speed: 301.04 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[39] Batch [1300]	Speed: 301.04 samples/sec	Train-top_k_accuracy_5=0.750508
INFO:root:Epoch[39] Batch [1350]	Speed: 291.86 samples/sec	Train-accuracy=0.500547
INFO:root:Epoch[39] Batch [1350]	Speed: 291.86 samples/sec	Train-top_k_accuracy_5=0.741758
INFO:root:Epoch[39] Batch [1400]	Speed: 290.83 samples/sec	Train-accuracy=0.507227
INFO:root:Epoch[39] Batch [1400]	Speed: 290.83 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[39] Batch [1450]	Speed: 276.45 samples/sec	Train-accuracy=0.504609
INFO:root:Epoch[39] Batch [1450]	Speed: 276.45 samples/sec	Train-top_k_accuracy_5=0.745586
INFO:root:Epoch[39] Batch [1500]	Speed: 290.35 samples/sec	Train-accuracy=0.499180
INFO:root:Epoch[39] Batch [1500]	Speed: 290.35 samples/sec	Train-top_k_accuracy_5=0.744531
INFO:root:Epoch[39] Batch [1550]	Speed: 290.58 samples/sec	Train-accuracy=0.505469
INFO:root:Epoch[39] Batch [1550]	Speed: 290.58 samples/sec	Train-top_k_accuracy_5=0.741758
INFO:root:Epoch[39] Batch [1600]	Speed: 286.34 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[39] Batch [1600]	Speed: 286.34 samples/sec	Train-top_k_accuracy_5=0.750859
INFO:root:Epoch[39] Batch [1650]	Speed: 288.51 samples/sec	Train-accuracy=0.502188
INFO:root:Epoch[39] Batch [1650]	Speed: 288.51 samples/sec	Train-top_k_accuracy_5=0.744648
INFO:root:Epoch[39] Batch [1700]	Speed: 300.87 samples/sec	Train-accuracy=0.506523
INFO:root:Epoch[39] Batch [1700]	Speed: 300.87 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[39] Batch [1750]	Speed: 288.44 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[39] Batch [1750]	Speed: 288.44 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[39] Batch [1800]	Speed: 296.44 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[39] Batch [1800]	Speed: 296.44 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[39] Batch [1850]	Speed: 286.14 samples/sec	Train-accuracy=0.503633
INFO:root:Epoch[39] Batch [1850]	Speed: 286.14 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[39] Batch [1900]	Speed: 288.43 samples/sec	Train-accuracy=0.508789
INFO:root:Epoch[39] Batch [1900]	Speed: 288.43 samples/sec	Train-top_k_accuracy_5=0.748750
INFO:root:Epoch[39] Batch [1950]	Speed: 286.10 samples/sec	Train-accuracy=0.504648
INFO:root:Epoch[39] Batch [1950]	Speed: 286.10 samples/sec	Train-top_k_accuracy_5=0.741758
INFO:root:Epoch[39] Batch [2000]	Speed: 280.43 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[39] Batch [2000]	Speed: 280.43 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[39] Batch [2050]	Speed: 282.22 samples/sec	Train-accuracy=0.500547
INFO:root:Epoch[39] Batch [2050]	Speed: 282.22 samples/sec	Train-top_k_accuracy_5=0.741992
INFO:root:Epoch[39] Batch [2100]	Speed: 292.60 samples/sec	Train-accuracy=0.504570
INFO:root:Epoch[39] Batch [2100]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.744375
INFO:root:Epoch[39] Batch [2150]	Speed: 298.76 samples/sec	Train-accuracy=0.503789
INFO:root:Epoch[39] Batch [2150]	Speed: 298.76 samples/sec	Train-top_k_accuracy_5=0.744805
INFO:root:Epoch[39] Batch [2200]	Speed: 294.50 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[39] Batch [2200]	Speed: 294.50 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[39] Batch [2250]	Speed: 303.24 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[39] Batch [2250]	Speed: 303.24 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[39] Batch [2300]	Speed: 292.09 samples/sec	Train-accuracy=0.502227
INFO:root:Epoch[39] Batch [2300]	Speed: 292.09 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[39] Batch [2350]	Speed: 286.05 samples/sec	Train-accuracy=0.503477
INFO:root:Epoch[39] Batch [2350]	Speed: 286.05 samples/sec	Train-top_k_accuracy_5=0.745313
INFO:root:Epoch[39] Batch [2400]	Speed: 283.69 samples/sec	Train-accuracy=0.504414
INFO:root:Epoch[39] Batch [2400]	Speed: 283.69 samples/sec	Train-top_k_accuracy_5=0.744687
INFO:root:Epoch[39] Batch [2450]	Speed: 286.47 samples/sec	Train-accuracy=0.511992
INFO:root:Epoch[39] Batch [2450]	Speed: 286.47 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[39] Batch [2500]	Speed: 298.48 samples/sec	Train-accuracy=0.503008
INFO:root:Epoch[39] Batch [2500]	Speed: 298.48 samples/sec	Train-top_k_accuracy_5=0.744844
INFO:root:Epoch[39] Resetting Data Iterator
INFO:root:Epoch[39] Time cost=4416.215
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0040.params"
INFO:root:Epoch[39] Validation-accuracy=0.562022
INFO:root:Epoch[39] Validation-top_k_accuracy_5=0.802993
INFO:root:Epoch[40] Batch [50]	Speed: 305.03 samples/sec	Train-accuracy=0.511133
INFO:root:Epoch[40] Batch [50]	Speed: 305.03 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[40] Batch [100]	Speed: 292.52 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[40] Batch [100]	Speed: 292.52 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[40] Batch [150]	Speed: 292.61 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[40] Batch [150]	Speed: 292.61 samples/sec	Train-top_k_accuracy_5=0.747617
INFO:root:Epoch[40] Batch [200]	Speed: 287.84 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[40] Batch [200]	Speed: 287.84 samples/sec	Train-top_k_accuracy_5=0.745703
INFO:root:Epoch[40] Batch [250]	Speed: 269.67 samples/sec	Train-accuracy=0.512930
INFO:root:Epoch[40] Batch [250]	Speed: 269.67 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[40] Batch [300]	Speed: 282.81 samples/sec	Train-accuracy=0.503711
INFO:root:Epoch[40] Batch [300]	Speed: 282.81 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[40] Batch [350]	Speed: 290.71 samples/sec	Train-accuracy=0.502812
INFO:root:Epoch[40] Batch [350]	Speed: 290.71 samples/sec	Train-top_k_accuracy_5=0.742031
INFO:root:Epoch[40] Batch [400]	Speed: 286.09 samples/sec	Train-accuracy=0.503437
INFO:root:Epoch[40] Batch [400]	Speed: 286.09 samples/sec	Train-top_k_accuracy_5=0.742188
INFO:root:Epoch[40] Batch [450]	Speed: 299.40 samples/sec	Train-accuracy=0.506133
INFO:root:Epoch[40] Batch [450]	Speed: 299.40 samples/sec	Train-top_k_accuracy_5=0.747812
INFO:root:Epoch[40] Batch [500]	Speed: 289.91 samples/sec	Train-accuracy=0.504727
INFO:root:Epoch[40] Batch [500]	Speed: 289.91 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[40] Batch [550]	Speed: 294.68 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[40] Batch [550]	Speed: 294.68 samples/sec	Train-top_k_accuracy_5=0.750039
INFO:root:Epoch[40] Batch [600]	Speed: 296.67 samples/sec	Train-accuracy=0.505508
INFO:root:Epoch[40] Batch [600]	Speed: 296.67 samples/sec	Train-top_k_accuracy_5=0.743477
INFO:root:Epoch[40] Batch [650]	Speed: 296.81 samples/sec	Train-accuracy=0.505664
INFO:root:Epoch[40] Batch [650]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.741484
INFO:root:Epoch[40] Batch [700]	Speed: 289.97 samples/sec	Train-accuracy=0.506172
INFO:root:Epoch[40] Batch [700]	Speed: 289.97 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[40] Batch [750]	Speed: 286.62 samples/sec	Train-accuracy=0.505508
INFO:root:Epoch[40] Batch [750]	Speed: 286.62 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[40] Batch [800]	Speed: 296.70 samples/sec	Train-accuracy=0.498984
INFO:root:Epoch[40] Batch [800]	Speed: 296.70 samples/sec	Train-top_k_accuracy_5=0.743828
INFO:root:Epoch[40] Batch [850]	Speed: 284.22 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[40] Batch [850]	Speed: 284.22 samples/sec	Train-top_k_accuracy_5=0.746367
INFO:root:Epoch[40] Batch [900]	Speed: 292.37 samples/sec	Train-accuracy=0.501367
INFO:root:Epoch[40] Batch [900]	Speed: 292.37 samples/sec	Train-top_k_accuracy_5=0.741641
INFO:root:Epoch[40] Batch [950]	Speed: 300.96 samples/sec	Train-accuracy=0.508047
INFO:root:Epoch[40] Batch [950]	Speed: 300.96 samples/sec	Train-top_k_accuracy_5=0.745469
INFO:root:Epoch[40] Batch [1000]	Speed: 290.59 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[40] Batch [1000]	Speed: 290.59 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[40] Batch [1050]	Speed: 290.53 samples/sec	Train-accuracy=0.503008
INFO:root:Epoch[40] Batch [1050]	Speed: 290.53 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[40] Batch [1100]	Speed: 298.83 samples/sec	Train-accuracy=0.508789
INFO:root:Epoch[40] Batch [1100]	Speed: 298.83 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[40] Batch [1150]	Speed: 298.88 samples/sec	Train-accuracy=0.504102
INFO:root:Epoch[40] Batch [1150]	Speed: 298.88 samples/sec	Train-top_k_accuracy_5=0.747539
INFO:root:Epoch[40] Batch [1200]	Speed: 296.61 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[40] Batch [1200]	Speed: 296.61 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[40] Batch [1250]	Speed: 280.42 samples/sec	Train-accuracy=0.502461
INFO:root:Epoch[40] Batch [1250]	Speed: 280.42 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[40] Batch [1300]	Speed: 276.19 samples/sec	Train-accuracy=0.504062
INFO:root:Epoch[40] Batch [1300]	Speed: 276.19 samples/sec	Train-top_k_accuracy_5=0.750391
INFO:root:Epoch[40] Batch [1350]	Speed: 280.55 samples/sec	Train-accuracy=0.505664
INFO:root:Epoch[40] Batch [1350]	Speed: 280.55 samples/sec	Train-top_k_accuracy_5=0.746953
INFO:root:Epoch[40] Batch [1400]	Speed: 292.44 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[40] Batch [1400]	Speed: 292.44 samples/sec	Train-top_k_accuracy_5=0.751133
INFO:root:Epoch[40] Batch [1450]	Speed: 288.51 samples/sec	Train-accuracy=0.509687
INFO:root:Epoch[40] Batch [1450]	Speed: 288.51 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[40] Batch [1500]	Speed: 288.09 samples/sec	Train-accuracy=0.500703
INFO:root:Epoch[40] Batch [1500]	Speed: 288.09 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[40] Batch [1550]	Speed: 290.77 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[40] Batch [1550]	Speed: 290.77 samples/sec	Train-top_k_accuracy_5=0.742930
INFO:root:Epoch[40] Batch [1600]	Speed: 296.73 samples/sec	Train-accuracy=0.511055
INFO:root:Epoch[40] Batch [1600]	Speed: 296.73 samples/sec	Train-top_k_accuracy_5=0.750234
INFO:root:Epoch[40] Batch [1650]	Speed: 284.31 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[40] Batch [1650]	Speed: 284.31 samples/sec	Train-top_k_accuracy_5=0.743711
INFO:root:Epoch[40] Batch [1700]	Speed: 288.12 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[40] Batch [1700]	Speed: 288.12 samples/sec	Train-top_k_accuracy_5=0.748437
INFO:root:Epoch[40] Batch [1750]	Speed: 284.42 samples/sec	Train-accuracy=0.509336
INFO:root:Epoch[40] Batch [1750]	Speed: 284.42 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[40] Batch [1800]	Speed: 292.59 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[40] Batch [1800]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[40] Batch [1850]	Speed: 292.09 samples/sec	Train-accuracy=0.500391
INFO:root:Epoch[40] Batch [1850]	Speed: 292.09 samples/sec	Train-top_k_accuracy_5=0.746680
INFO:root:Epoch[40] Batch [1900]	Speed: 282.45 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[40] Batch [1900]	Speed: 282.45 samples/sec	Train-top_k_accuracy_5=0.743711
INFO:root:Epoch[40] Batch [1950]	Speed: 290.16 samples/sec	Train-accuracy=0.503555
INFO:root:Epoch[40] Batch [1950]	Speed: 290.16 samples/sec	Train-top_k_accuracy_5=0.745781
INFO:root:Epoch[40] Batch [2000]	Speed: 288.83 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[40] Batch [2000]	Speed: 288.83 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[40] Batch [2050]	Speed: 294.57 samples/sec	Train-accuracy=0.500625
INFO:root:Epoch[40] Batch [2050]	Speed: 294.57 samples/sec	Train-top_k_accuracy_5=0.740664
INFO:root:Epoch[40] Batch [2100]	Speed: 296.70 samples/sec	Train-accuracy=0.503867
INFO:root:Epoch[40] Batch [2100]	Speed: 296.70 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[40] Batch [2150]	Speed: 290.34 samples/sec	Train-accuracy=0.505469
INFO:root:Epoch[40] Batch [2150]	Speed: 290.34 samples/sec	Train-top_k_accuracy_5=0.744336
INFO:root:Epoch[40] Batch [2200]	Speed: 294.91 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[40] Batch [2200]	Speed: 294.91 samples/sec	Train-top_k_accuracy_5=0.750508
INFO:root:Epoch[40] Batch [2250]	Speed: 287.99 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[40] Batch [2250]	Speed: 287.99 samples/sec	Train-top_k_accuracy_5=0.751133
INFO:root:Epoch[40] Batch [2300]	Speed: 280.48 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[40] Batch [2300]	Speed: 280.48 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[40] Batch [2350]	Speed: 296.98 samples/sec	Train-accuracy=0.511250
INFO:root:Epoch[40] Batch [2350]	Speed: 296.98 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[40] Batch [2400]	Speed: 290.14 samples/sec	Train-accuracy=0.507695
INFO:root:Epoch[40] Batch [2400]	Speed: 290.14 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[40] Batch [2450]	Speed: 299.30 samples/sec	Train-accuracy=0.511484
INFO:root:Epoch[40] Batch [2450]	Speed: 299.30 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[40] Batch [2500]	Speed: 292.45 samples/sec	Train-accuracy=0.503203
INFO:root:Epoch[40] Batch [2500]	Speed: 292.45 samples/sec	Train-top_k_accuracy_5=0.745859
INFO:root:Epoch[40] Resetting Data Iterator
INFO:root:Epoch[40] Time cost=4411.575
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0041.params"
INFO:root:Epoch[40] Validation-accuracy=0.559790
INFO:root:Epoch[40] Validation-top_k_accuracy_5=0.805963
INFO:root:Epoch[41] Batch [50]	Speed: 291.99 samples/sec	Train-accuracy=0.508398
INFO:root:Epoch[41] Batch [50]	Speed: 291.99 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[41] Batch [100]	Speed: 301.58 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[41] Batch [100]	Speed: 301.58 samples/sec	Train-top_k_accuracy_5=0.744414
INFO:root:Epoch[41] Batch [150]	Speed: 288.33 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[41] Batch [150]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[41] Batch [200]	Speed: 292.29 samples/sec	Train-accuracy=0.500781
INFO:root:Epoch[41] Batch [200]	Speed: 292.29 samples/sec	Train-top_k_accuracy_5=0.743906
INFO:root:Epoch[41] Batch [250]	Speed: 290.95 samples/sec	Train-accuracy=0.509453
INFO:root:Epoch[41] Batch [250]	Speed: 290.95 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[41] Batch [300]	Speed: 288.07 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[41] Batch [300]	Speed: 288.07 samples/sec	Train-top_k_accuracy_5=0.747812
INFO:root:Epoch[41] Batch [350]	Speed: 284.25 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[41] Batch [350]	Speed: 284.25 samples/sec	Train-top_k_accuracy_5=0.744883
INFO:root:Epoch[41] Batch [400]	Speed: 298.16 samples/sec	Train-accuracy=0.503945
INFO:root:Epoch[41] Batch [400]	Speed: 298.16 samples/sec	Train-top_k_accuracy_5=0.742344
INFO:root:Epoch[41] Batch [450]	Speed: 294.60 samples/sec	Train-accuracy=0.503672
INFO:root:Epoch[41] Batch [450]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.744375
INFO:root:Epoch[41] Batch [500]	Speed: 290.26 samples/sec	Train-accuracy=0.509023
INFO:root:Epoch[41] Batch [500]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[41] Batch [550]	Speed: 298.69 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[41] Batch [550]	Speed: 298.69 samples/sec	Train-top_k_accuracy_5=0.748633
INFO:root:Epoch[41] Batch [600]	Speed: 286.18 samples/sec	Train-accuracy=0.503711
INFO:root:Epoch[41] Batch [600]	Speed: 286.18 samples/sec	Train-top_k_accuracy_5=0.743750
INFO:root:Epoch[41] Batch [650]	Speed: 275.16 samples/sec	Train-accuracy=0.503789
INFO:root:Epoch[41] Batch [650]	Speed: 275.16 samples/sec	Train-top_k_accuracy_5=0.745234
INFO:root:Epoch[41] Batch [700]	Speed: 290.63 samples/sec	Train-accuracy=0.504805
INFO:root:Epoch[41] Batch [700]	Speed: 290.63 samples/sec	Train-top_k_accuracy_5=0.746992
INFO:root:Epoch[41] Batch [750]	Speed: 290.56 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[41] Batch [750]	Speed: 290.56 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[41] Batch [800]	Speed: 292.63 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[41] Batch [800]	Speed: 292.63 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[41] Batch [850]	Speed: 301.26 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[41] Batch [850]	Speed: 301.26 samples/sec	Train-top_k_accuracy_5=0.745664
INFO:root:Epoch[41] Batch [900]	Speed: 298.69 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[41] Batch [900]	Speed: 298.69 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[41] Batch [950]	Speed: 288.41 samples/sec	Train-accuracy=0.502461
INFO:root:Epoch[41] Batch [950]	Speed: 288.41 samples/sec	Train-top_k_accuracy_5=0.747344
INFO:root:Epoch[41] Batch [1000]	Speed: 294.54 samples/sec	Train-accuracy=0.505195
INFO:root:Epoch[41] Batch [1000]	Speed: 294.54 samples/sec	Train-top_k_accuracy_5=0.746680
INFO:root:Epoch[41] Batch [1050]	Speed: 301.03 samples/sec	Train-accuracy=0.499766
INFO:root:Epoch[41] Batch [1050]	Speed: 301.03 samples/sec	Train-top_k_accuracy_5=0.742031
INFO:root:Epoch[41] Batch [1100]	Speed: 290.28 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[41] Batch [1100]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.751367
INFO:root:Epoch[41] Batch [1150]	Speed: 286.22 samples/sec	Train-accuracy=0.500078
INFO:root:Epoch[41] Batch [1150]	Speed: 286.22 samples/sec	Train-top_k_accuracy_5=0.741602
INFO:root:Epoch[41] Batch [1200]	Speed: 301.04 samples/sec	Train-accuracy=0.507930
INFO:root:Epoch[41] Batch [1200]	Speed: 301.04 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[41] Batch [1250]	Speed: 290.41 samples/sec	Train-accuracy=0.507734
INFO:root:Epoch[41] Batch [1250]	Speed: 290.41 samples/sec	Train-top_k_accuracy_5=0.748125
INFO:root:Epoch[41] Batch [1300]	Speed: 292.64 samples/sec	Train-accuracy=0.500039
INFO:root:Epoch[41] Batch [1300]	Speed: 292.64 samples/sec	Train-top_k_accuracy_5=0.744180
INFO:root:Epoch[41] Batch [1350]	Speed: 287.79 samples/sec	Train-accuracy=0.506641
INFO:root:Epoch[41] Batch [1350]	Speed: 287.79 samples/sec	Train-top_k_accuracy_5=0.747031
INFO:root:Epoch[41] Batch [1400]	Speed: 299.29 samples/sec	Train-accuracy=0.508008
INFO:root:Epoch[41] Batch [1400]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[41] Batch [1450]	Speed: 290.39 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[41] Batch [1450]	Speed: 290.39 samples/sec	Train-top_k_accuracy_5=0.745430
INFO:root:Epoch[41] Batch [1500]	Speed: 296.89 samples/sec	Train-accuracy=0.503867
INFO:root:Epoch[41] Batch [1500]	Speed: 296.89 samples/sec	Train-top_k_accuracy_5=0.747461
INFO:root:Epoch[41] Batch [1550]	Speed: 278.13 samples/sec	Train-accuracy=0.500898
INFO:root:Epoch[41] Batch [1550]	Speed: 278.13 samples/sec	Train-top_k_accuracy_5=0.743945
INFO:root:Epoch[41] Batch [1600]	Speed: 286.63 samples/sec	Train-accuracy=0.510703
INFO:root:Epoch[41] Batch [1600]	Speed: 286.63 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[41] Batch [1650]	Speed: 286.31 samples/sec	Train-accuracy=0.506367
INFO:root:Epoch[41] Batch [1650]	Speed: 286.31 samples/sec	Train-top_k_accuracy_5=0.746016
INFO:root:Epoch[41] Batch [1700]	Speed: 288.34 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[41] Batch [1700]	Speed: 288.34 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[41] Batch [1750]	Speed: 285.84 samples/sec	Train-accuracy=0.508242
INFO:root:Epoch[41] Batch [1750]	Speed: 285.84 samples/sec	Train-top_k_accuracy_5=0.748594
INFO:root:Epoch[41] Batch [1800]	Speed: 290.87 samples/sec	Train-accuracy=0.503359
INFO:root:Epoch[41] Batch [1800]	Speed: 290.87 samples/sec	Train-top_k_accuracy_5=0.746719
INFO:root:Epoch[41] Batch [1850]	Speed: 292.53 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[41] Batch [1850]	Speed: 292.53 samples/sec	Train-top_k_accuracy_5=0.747148
INFO:root:Epoch[41] Batch [1900]	Speed: 292.47 samples/sec	Train-accuracy=0.503750
INFO:root:Epoch[41] Batch [1900]	Speed: 292.47 samples/sec	Train-top_k_accuracy_5=0.744766
INFO:root:Epoch[41] Batch [1950]	Speed: 290.29 samples/sec	Train-accuracy=0.505703
INFO:root:Epoch[41] Batch [1950]	Speed: 290.29 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[41] Batch [2000]	Speed: 294.34 samples/sec	Train-accuracy=0.513047
INFO:root:Epoch[41] Batch [2000]	Speed: 294.34 samples/sec	Train-top_k_accuracy_5=0.747773
INFO:root:Epoch[41] Batch [2050]	Speed: 282.69 samples/sec	Train-accuracy=0.502461
INFO:root:Epoch[41] Batch [2050]	Speed: 282.69 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[41] Batch [2100]	Speed: 284.08 samples/sec	Train-accuracy=0.504336
INFO:root:Epoch[41] Batch [2100]	Speed: 284.08 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[41] Batch [2150]	Speed: 294.65 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[41] Batch [2150]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[41] Batch [2200]	Speed: 296.97 samples/sec	Train-accuracy=0.511016
INFO:root:Epoch[41] Batch [2200]	Speed: 296.97 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[41] Batch [2250]	Speed: 296.24 samples/sec	Train-accuracy=0.503047
INFO:root:Epoch[41] Batch [2250]	Speed: 296.24 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[41] Batch [2300]	Speed: 296.64 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[41] Batch [2300]	Speed: 296.64 samples/sec	Train-top_k_accuracy_5=0.747148
INFO:root:Epoch[41] Batch [2350]	Speed: 284.66 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[41] Batch [2350]	Speed: 284.66 samples/sec	Train-top_k_accuracy_5=0.751523
INFO:root:Epoch[41] Batch [2400]	Speed: 298.83 samples/sec	Train-accuracy=0.502891
INFO:root:Epoch[41] Batch [2400]	Speed: 298.83 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[41] Batch [2450]	Speed: 292.55 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[41] Batch [2450]	Speed: 292.55 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[41] Batch [2500]	Speed: 290.36 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[41] Batch [2500]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[41] Resetting Data Iterator
INFO:root:Epoch[41] Time cost=4395.927
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0042.params"
INFO:root:Epoch[41] Validation-accuracy=0.557816
INFO:root:Epoch[41] Validation-top_k_accuracy_5=0.799805
INFO:root:Epoch[42] Batch [50]	Speed: 312.54 samples/sec	Train-accuracy=0.508789
INFO:root:Epoch[42] Batch [50]	Speed: 312.54 samples/sec	Train-top_k_accuracy_5=0.750039
INFO:root:Epoch[42] Batch [100]	Speed: 296.84 samples/sec	Train-accuracy=0.503281
INFO:root:Epoch[42] Batch [100]	Speed: 296.84 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[42] Batch [150]	Speed: 292.73 samples/sec	Train-accuracy=0.508828
INFO:root:Epoch[42] Batch [150]	Speed: 292.73 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[42] Batch [200]	Speed: 288.35 samples/sec	Train-accuracy=0.503242
INFO:root:Epoch[42] Batch [200]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.746484
INFO:root:Epoch[42] Batch [250]	Speed: 294.56 samples/sec	Train-accuracy=0.511445
INFO:root:Epoch[42] Batch [250]	Speed: 294.56 samples/sec	Train-top_k_accuracy_5=0.754336
INFO:root:Epoch[42] Batch [300]	Speed: 285.93 samples/sec	Train-accuracy=0.512344
INFO:root:Epoch[42] Batch [300]	Speed: 285.93 samples/sec	Train-top_k_accuracy_5=0.748555
INFO:root:Epoch[42] Batch [350]	Speed: 294.83 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[42] Batch [350]	Speed: 294.83 samples/sec	Train-top_k_accuracy_5=0.744922
INFO:root:Epoch[42] Batch [400]	Speed: 292.12 samples/sec	Train-accuracy=0.500195
INFO:root:Epoch[42] Batch [400]	Speed: 292.12 samples/sec	Train-top_k_accuracy_5=0.742266
INFO:root:Epoch[42] Batch [450]	Speed: 289.97 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[42] Batch [450]	Speed: 289.97 samples/sec	Train-top_k_accuracy_5=0.745039
INFO:root:Epoch[42] Batch [500]	Speed: 286.47 samples/sec	Train-accuracy=0.504102
INFO:root:Epoch[42] Batch [500]	Speed: 286.47 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[42] Batch [550]	Speed: 294.10 samples/sec	Train-accuracy=0.512617
INFO:root:Epoch[42] Batch [550]	Speed: 294.10 samples/sec	Train-top_k_accuracy_5=0.752070
INFO:root:Epoch[42] Batch [600]	Speed: 292.67 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[42] Batch [600]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[42] Batch [650]	Speed: 280.11 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[42] Batch [650]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.743008
INFO:root:Epoch[42] Batch [700]	Speed: 301.20 samples/sec	Train-accuracy=0.506367
INFO:root:Epoch[42] Batch [700]	Speed: 301.20 samples/sec	Train-top_k_accuracy_5=0.750000
INFO:root:Epoch[42] Batch [750]	Speed: 286.02 samples/sec	Train-accuracy=0.510469
INFO:root:Epoch[42] Batch [750]	Speed: 286.02 samples/sec	Train-top_k_accuracy_5=0.748242
INFO:root:Epoch[42] Batch [800]	Speed: 305.97 samples/sec	Train-accuracy=0.498047
INFO:root:Epoch[42] Batch [800]	Speed: 305.97 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[42] Batch [850]	Speed: 282.33 samples/sec	Train-accuracy=0.506406
INFO:root:Epoch[42] Batch [850]	Speed: 282.33 samples/sec	Train-top_k_accuracy_5=0.746797
INFO:root:Epoch[42] Batch [900]	Speed: 296.73 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[42] Batch [900]	Speed: 296.73 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[42] Batch [950]	Speed: 294.17 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[42] Batch [950]	Speed: 294.17 samples/sec	Train-top_k_accuracy_5=0.748242
INFO:root:Epoch[42] Batch [1000]	Speed: 290.63 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[42] Batch [1000]	Speed: 290.63 samples/sec	Train-top_k_accuracy_5=0.748594
INFO:root:Epoch[42] Batch [1050]	Speed: 284.28 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[42] Batch [1050]	Speed: 284.28 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[42] Batch [1100]	Speed: 285.95 samples/sec	Train-accuracy=0.506641
INFO:root:Epoch[42] Batch [1100]	Speed: 285.95 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[42] Batch [1150]	Speed: 286.54 samples/sec	Train-accuracy=0.503633
INFO:root:Epoch[42] Batch [1150]	Speed: 286.54 samples/sec	Train-top_k_accuracy_5=0.745430
INFO:root:Epoch[42] Batch [1200]	Speed: 294.48 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[42] Batch [1200]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.746133
INFO:root:Epoch[42] Batch [1250]	Speed: 290.40 samples/sec	Train-accuracy=0.508555
INFO:root:Epoch[42] Batch [1250]	Speed: 290.40 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[42] Batch [1300]	Speed: 292.52 samples/sec	Train-accuracy=0.503008
INFO:root:Epoch[42] Batch [1300]	Speed: 292.52 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[42] Batch [1350]	Speed: 294.65 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[42] Batch [1350]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[42] Batch [1400]	Speed: 296.51 samples/sec	Train-accuracy=0.507852
INFO:root:Epoch[42] Batch [1400]	Speed: 296.51 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[42] Batch [1450]	Speed: 294.45 samples/sec	Train-accuracy=0.514844
INFO:root:Epoch[42] Batch [1450]	Speed: 294.45 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[42] Batch [1500]	Speed: 296.66 samples/sec	Train-accuracy=0.504414
INFO:root:Epoch[42] Batch [1500]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[42] Batch [1550]	Speed: 285.94 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[42] Batch [1550]	Speed: 285.94 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[42] Batch [1600]	Speed: 286.17 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[42] Batch [1600]	Speed: 286.17 samples/sec	Train-top_k_accuracy_5=0.752773
INFO:root:Epoch[42] Batch [1650]	Speed: 299.10 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[42] Batch [1650]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[42] Batch [1700]	Speed: 292.46 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[42] Batch [1700]	Speed: 292.46 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[42] Batch [1750]	Speed: 290.49 samples/sec	Train-accuracy=0.509727
INFO:root:Epoch[42] Batch [1750]	Speed: 290.49 samples/sec	Train-top_k_accuracy_5=0.745898
INFO:root:Epoch[42] Batch [1800]	Speed: 292.48 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[42] Batch [1800]	Speed: 292.48 samples/sec	Train-top_k_accuracy_5=0.750938
INFO:root:Epoch[42] Batch [1850]	Speed: 298.72 samples/sec	Train-accuracy=0.507383
INFO:root:Epoch[42] Batch [1850]	Speed: 298.72 samples/sec	Train-top_k_accuracy_5=0.746055
INFO:root:Epoch[42] Batch [1900]	Speed: 288.08 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[42] Batch [1900]	Speed: 288.08 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[42] Batch [1950]	Speed: 282.07 samples/sec	Train-accuracy=0.503906
INFO:root:Epoch[42] Batch [1950]	Speed: 282.07 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[42] Batch [2000]	Speed: 282.05 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[42] Batch [2000]	Speed: 282.05 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[42] Batch [2050]	Speed: 294.35 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[42] Batch [2050]	Speed: 294.35 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[42] Batch [2100]	Speed: 294.61 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[42] Batch [2100]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.747383
INFO:root:Epoch[42] Batch [2150]	Speed: 288.29 samples/sec	Train-accuracy=0.504805
INFO:root:Epoch[42] Batch [2150]	Speed: 288.29 samples/sec	Train-top_k_accuracy_5=0.745156
INFO:root:Epoch[42] Batch [2200]	Speed: 290.41 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[42] Batch [2200]	Speed: 290.41 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[42] Batch [2250]	Speed: 296.53 samples/sec	Train-accuracy=0.506680
INFO:root:Epoch[42] Batch [2250]	Speed: 296.53 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[42] Batch [2300]	Speed: 290.31 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[42] Batch [2300]	Speed: 290.31 samples/sec	Train-top_k_accuracy_5=0.748594
INFO:root:Epoch[42] Batch [2350]	Speed: 294.63 samples/sec	Train-accuracy=0.506484
INFO:root:Epoch[42] Batch [2350]	Speed: 294.63 samples/sec	Train-top_k_accuracy_5=0.748281
INFO:root:Epoch[42] Batch [2400]	Speed: 292.32 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[42] Batch [2400]	Speed: 292.32 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[42] Batch [2450]	Speed: 290.32 samples/sec	Train-accuracy=0.511133
INFO:root:Epoch[42] Batch [2450]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[42] Batch [2500]	Speed: 290.01 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[42] Batch [2500]	Speed: 290.01 samples/sec	Train-top_k_accuracy_5=0.745977
INFO:root:Epoch[42] Resetting Data Iterator
INFO:root:Epoch[42] Time cost=4391.333
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0043.params"
INFO:root:Epoch[42] Validation-accuracy=0.562101
INFO:root:Epoch[42] Validation-top_k_accuracy_5=0.801897
INFO:root:Epoch[43] Batch [50]	Speed: 300.77 samples/sec	Train-accuracy=0.511094
INFO:root:Epoch[43] Batch [50]	Speed: 300.77 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[43] Batch [100]	Speed: 292.69 samples/sec	Train-accuracy=0.503047
INFO:root:Epoch[43] Batch [100]	Speed: 292.69 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[43] Batch [150]	Speed: 292.59 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[43] Batch [150]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[43] Batch [200]	Speed: 292.23 samples/sec	Train-accuracy=0.501797
INFO:root:Epoch[43] Batch [200]	Speed: 292.23 samples/sec	Train-top_k_accuracy_5=0.743359
INFO:root:Epoch[43] Batch [250]	Speed: 303.51 samples/sec	Train-accuracy=0.514258
INFO:root:Epoch[43] Batch [250]	Speed: 303.51 samples/sec	Train-top_k_accuracy_5=0.751797
INFO:root:Epoch[43] Batch [300]	Speed: 290.21 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[43] Batch [300]	Speed: 290.21 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[43] Batch [350]	Speed: 298.93 samples/sec	Train-accuracy=0.499727
INFO:root:Epoch[43] Batch [350]	Speed: 298.93 samples/sec	Train-top_k_accuracy_5=0.740781
INFO:root:Epoch[43] Batch [400]	Speed: 288.30 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[43] Batch [400]	Speed: 288.30 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[43] Batch [450]	Speed: 281.95 samples/sec	Train-accuracy=0.503477
INFO:root:Epoch[43] Batch [450]	Speed: 281.95 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[43] Batch [500]	Speed: 290.05 samples/sec	Train-accuracy=0.507266
INFO:root:Epoch[43] Batch [500]	Speed: 290.05 samples/sec	Train-top_k_accuracy_5=0.748086
INFO:root:Epoch[43] Batch [550]	Speed: 282.47 samples/sec	Train-accuracy=0.512852
INFO:root:Epoch[43] Batch [550]	Speed: 282.47 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[43] Batch [600]	Speed: 292.12 samples/sec	Train-accuracy=0.507031
INFO:root:Epoch[43] Batch [600]	Speed: 292.12 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[43] Batch [650]	Speed: 288.45 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[43] Batch [650]	Speed: 288.45 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[43] Batch [700]	Speed: 292.24 samples/sec	Train-accuracy=0.508555
INFO:root:Epoch[43] Batch [700]	Speed: 292.24 samples/sec	Train-top_k_accuracy_5=0.752539
INFO:root:Epoch[43] Batch [750]	Speed: 288.75 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[43] Batch [750]	Speed: 288.75 samples/sec	Train-top_k_accuracy_5=0.745586
INFO:root:Epoch[43] Batch [800]	Speed: 294.31 samples/sec	Train-accuracy=0.511953
INFO:root:Epoch[43] Batch [800]	Speed: 294.31 samples/sec	Train-top_k_accuracy_5=0.751367
INFO:root:Epoch[43] Batch [850]	Speed: 292.06 samples/sec	Train-accuracy=0.503789
INFO:root:Epoch[43] Batch [850]	Speed: 292.06 samples/sec	Train-top_k_accuracy_5=0.744297
INFO:root:Epoch[43] Batch [900]	Speed: 290.59 samples/sec	Train-accuracy=0.500195
INFO:root:Epoch[43] Batch [900]	Speed: 290.59 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[43] Batch [950]	Speed: 301.02 samples/sec	Train-accuracy=0.508164
INFO:root:Epoch[43] Batch [950]	Speed: 301.02 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[43] Batch [1000]	Speed: 286.32 samples/sec	Train-accuracy=0.510664
INFO:root:Epoch[43] Batch [1000]	Speed: 286.32 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[43] Batch [1050]	Speed: 286.13 samples/sec	Train-accuracy=0.505391
INFO:root:Epoch[43] Batch [1050]	Speed: 286.13 samples/sec	Train-top_k_accuracy_5=0.743320
INFO:root:Epoch[43] Batch [1100]	Speed: 288.37 samples/sec	Train-accuracy=0.510859
INFO:root:Epoch[43] Batch [1100]	Speed: 288.37 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[43] Batch [1150]	Speed: 286.40 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[43] Batch [1150]	Speed: 286.40 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[43] Batch [1200]	Speed: 290.59 samples/sec	Train-accuracy=0.506406
INFO:root:Epoch[43] Batch [1200]	Speed: 290.59 samples/sec	Train-top_k_accuracy_5=0.751055
INFO:root:Epoch[43] Batch [1250]	Speed: 292.68 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[43] Batch [1250]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[43] Batch [1300]	Speed: 296.57 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[43] Batch [1300]	Speed: 296.57 samples/sec	Train-top_k_accuracy_5=0.747891
INFO:root:Epoch[43] Batch [1350]	Speed: 298.99 samples/sec	Train-accuracy=0.501602
INFO:root:Epoch[43] Batch [1350]	Speed: 298.99 samples/sec	Train-top_k_accuracy_5=0.747383
INFO:root:Epoch[43] Batch [1400]	Speed: 284.87 samples/sec	Train-accuracy=0.509883
INFO:root:Epoch[43] Batch [1400]	Speed: 284.87 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[43] Batch [1450]	Speed: 288.36 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[43] Batch [1450]	Speed: 288.36 samples/sec	Train-top_k_accuracy_5=0.751680
INFO:root:Epoch[43] Batch [1500]	Speed: 296.53 samples/sec	Train-accuracy=0.502852
INFO:root:Epoch[43] Batch [1500]	Speed: 296.53 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[43] Batch [1550]	Speed: 294.76 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[43] Batch [1550]	Speed: 294.76 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[43] Batch [1600]	Speed: 294.61 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[43] Batch [1600]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.753672
INFO:root:Epoch[43] Batch [1650]	Speed: 290.40 samples/sec	Train-accuracy=0.503750
INFO:root:Epoch[43] Batch [1650]	Speed: 290.40 samples/sec	Train-top_k_accuracy_5=0.744414
INFO:root:Epoch[43] Batch [1700]	Speed: 298.95 samples/sec	Train-accuracy=0.508008
INFO:root:Epoch[43] Batch [1700]	Speed: 298.95 samples/sec	Train-top_k_accuracy_5=0.748359
INFO:root:Epoch[43] Batch [1750]	Speed: 298.58 samples/sec	Train-accuracy=0.509531
INFO:root:Epoch[43] Batch [1750]	Speed: 298.58 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[43] Batch [1800]	Speed: 290.77 samples/sec	Train-accuracy=0.501875
INFO:root:Epoch[43] Batch [1800]	Speed: 290.77 samples/sec	Train-top_k_accuracy_5=0.747031
INFO:root:Epoch[43] Batch [1850]	Speed: 299.09 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[43] Batch [1850]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.748242
INFO:root:Epoch[43] Batch [1900]	Speed: 294.39 samples/sec	Train-accuracy=0.502539
INFO:root:Epoch[43] Batch [1900]	Speed: 294.39 samples/sec	Train-top_k_accuracy_5=0.746211
INFO:root:Epoch[43] Batch [1950]	Speed: 296.81 samples/sec	Train-accuracy=0.504297
INFO:root:Epoch[43] Batch [1950]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.740820
INFO:root:Epoch[43] Batch [2000]	Speed: 282.16 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[43] Batch [2000]	Speed: 282.16 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[43] Batch [2050]	Speed: 295.26 samples/sec	Train-accuracy=0.501172
INFO:root:Epoch[43] Batch [2050]	Speed: 295.26 samples/sec	Train-top_k_accuracy_5=0.743789
INFO:root:Epoch[43] Batch [2100]	Speed: 294.47 samples/sec	Train-accuracy=0.510508
INFO:root:Epoch[43] Batch [2100]	Speed: 294.47 samples/sec	Train-top_k_accuracy_5=0.751094
INFO:root:Epoch[43] Batch [2150]	Speed: 303.33 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[43] Batch [2150]	Speed: 303.33 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[43] Batch [2200]	Speed: 282.14 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[43] Batch [2200]	Speed: 282.14 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[43] Batch [2250]	Speed: 292.25 samples/sec	Train-accuracy=0.507227
INFO:root:Epoch[43] Batch [2250]	Speed: 292.25 samples/sec	Train-top_k_accuracy_5=0.751094
INFO:root:Epoch[43] Batch [2300]	Speed: 286.26 samples/sec	Train-accuracy=0.508125
INFO:root:Epoch[43] Batch [2300]	Speed: 286.26 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[43] Batch [2350]	Speed: 292.30 samples/sec	Train-accuracy=0.510586
INFO:root:Epoch[43] Batch [2350]	Speed: 292.30 samples/sec	Train-top_k_accuracy_5=0.752539
INFO:root:Epoch[43] Batch [2400]	Speed: 290.48 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[43] Batch [2400]	Speed: 290.48 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[43] Batch [2450]	Speed: 290.26 samples/sec	Train-accuracy=0.512969
INFO:root:Epoch[43] Batch [2450]	Speed: 290.26 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[43] Batch [2500]	Speed: 267.87 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[43] Batch [2500]	Speed: 267.87 samples/sec	Train-top_k_accuracy_5=0.751211
INFO:root:Epoch[43] Resetting Data Iterator
INFO:root:Epoch[43] Time cost=4396.840
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0044.params"
INFO:root:Epoch[43] Validation-accuracy=0.561364
INFO:root:Epoch[43] Validation-top_k_accuracy_5=0.805325
INFO:root:Epoch[44] Batch [50]	Speed: 307.23 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[44] Batch [50]	Speed: 307.23 samples/sec	Train-top_k_accuracy_5=0.746250
INFO:root:Epoch[44] Batch [100]	Speed: 295.20 samples/sec	Train-accuracy=0.506367
INFO:root:Epoch[44] Batch [100]	Speed: 295.20 samples/sec	Train-top_k_accuracy_5=0.746797
INFO:root:Epoch[44] Batch [150]	Speed: 292.66 samples/sec	Train-accuracy=0.510273
INFO:root:Epoch[44] Batch [150]	Speed: 292.66 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[44] Batch [200]	Speed: 298.84 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[44] Batch [200]	Speed: 298.84 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[44] Batch [250]	Speed: 300.83 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[44] Batch [250]	Speed: 300.83 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[44] Batch [300]	Speed: 292.47 samples/sec	Train-accuracy=0.513516
INFO:root:Epoch[44] Batch [300]	Speed: 292.47 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[44] Batch [350]	Speed: 288.50 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[44] Batch [350]	Speed: 288.50 samples/sec	Train-top_k_accuracy_5=0.746094
INFO:root:Epoch[44] Batch [400]	Speed: 282.44 samples/sec	Train-accuracy=0.506641
INFO:root:Epoch[44] Batch [400]	Speed: 282.44 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[44] Batch [450]	Speed: 294.78 samples/sec	Train-accuracy=0.502109
INFO:root:Epoch[44] Batch [450]	Speed: 294.78 samples/sec	Train-top_k_accuracy_5=0.747695
INFO:root:Epoch[44] Batch [500]	Speed: 292.42 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[44] Batch [500]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[44] Batch [550]	Speed: 292.32 samples/sec	Train-accuracy=0.509883
INFO:root:Epoch[44] Batch [550]	Speed: 292.32 samples/sec	Train-top_k_accuracy_5=0.749180
INFO:root:Epoch[44] Batch [600]	Speed: 301.05 samples/sec	Train-accuracy=0.516406
INFO:root:Epoch[44] Batch [600]	Speed: 301.05 samples/sec	Train-top_k_accuracy_5=0.753594
INFO:root:Epoch[44] Batch [650]	Speed: 290.17 samples/sec	Train-accuracy=0.507852
INFO:root:Epoch[44] Batch [650]	Speed: 290.17 samples/sec	Train-top_k_accuracy_5=0.745586
INFO:root:Epoch[44] Batch [700]	Speed: 288.97 samples/sec	Train-accuracy=0.506367
INFO:root:Epoch[44] Batch [700]	Speed: 288.97 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[44] Batch [750]	Speed: 305.66 samples/sec	Train-accuracy=0.507852
INFO:root:Epoch[44] Batch [750]	Speed: 305.66 samples/sec	Train-top_k_accuracy_5=0.746797
INFO:root:Epoch[44] Batch [800]	Speed: 282.42 samples/sec	Train-accuracy=0.506641
INFO:root:Epoch[44] Batch [800]	Speed: 282.42 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[44] Batch [850]	Speed: 294.49 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[44] Batch [850]	Speed: 294.49 samples/sec	Train-top_k_accuracy_5=0.749648
INFO:root:Epoch[44] Batch [900]	Speed: 284.33 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[44] Batch [900]	Speed: 284.33 samples/sec	Train-top_k_accuracy_5=0.748828
INFO:root:Epoch[44] Batch [950]	Speed: 286.23 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[44] Batch [950]	Speed: 286.23 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[44] Batch [1000]	Speed: 280.06 samples/sec	Train-accuracy=0.503750
INFO:root:Epoch[44] Batch [1000]	Speed: 280.06 samples/sec	Train-top_k_accuracy_5=0.748164
INFO:root:Epoch[44] Batch [1050]	Speed: 274.68 samples/sec	Train-accuracy=0.505313
INFO:root:Epoch[44] Batch [1050]	Speed: 274.68 samples/sec	Train-top_k_accuracy_5=0.746523
INFO:root:Epoch[44] Batch [1100]	Speed: 286.58 samples/sec	Train-accuracy=0.505313
INFO:root:Epoch[44] Batch [1100]	Speed: 286.58 samples/sec	Train-top_k_accuracy_5=0.748633
INFO:root:Epoch[44] Batch [1150]	Speed: 290.12 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[44] Batch [1150]	Speed: 290.12 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[44] Batch [1200]	Speed: 286.28 samples/sec	Train-accuracy=0.503086
INFO:root:Epoch[44] Batch [1200]	Speed: 286.28 samples/sec	Train-top_k_accuracy_5=0.746055
INFO:root:Epoch[44] Batch [1250]	Speed: 294.53 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[44] Batch [1250]	Speed: 294.53 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[44] Batch [1300]	Speed: 296.72 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[44] Batch [1300]	Speed: 296.72 samples/sec	Train-top_k_accuracy_5=0.752930
INFO:root:Epoch[44] Batch [1350]	Speed: 297.05 samples/sec	Train-accuracy=0.508633
INFO:root:Epoch[44] Batch [1350]	Speed: 297.05 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[44] Batch [1400]	Speed: 296.11 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[44] Batch [1400]	Speed: 296.11 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[44] Batch [1450]	Speed: 296.81 samples/sec	Train-accuracy=0.513437
INFO:root:Epoch[44] Batch [1450]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[44] Batch [1500]	Speed: 292.28 samples/sec	Train-accuracy=0.506133
INFO:root:Epoch[44] Batch [1500]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[44] Batch [1550]	Speed: 296.41 samples/sec	Train-accuracy=0.510430
INFO:root:Epoch[44] Batch [1550]	Speed: 296.41 samples/sec	Train-top_k_accuracy_5=0.747695
INFO:root:Epoch[44] Batch [1600]	Speed: 286.33 samples/sec	Train-accuracy=0.511250
INFO:root:Epoch[44] Batch [1600]	Speed: 286.33 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[44] Batch [1650]	Speed: 290.29 samples/sec	Train-accuracy=0.506758
INFO:root:Epoch[44] Batch [1650]	Speed: 290.29 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[44] Batch [1700]	Speed: 294.55 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[44] Batch [1700]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[44] Batch [1750]	Speed: 294.68 samples/sec	Train-accuracy=0.511719
INFO:root:Epoch[44] Batch [1750]	Speed: 294.68 samples/sec	Train-top_k_accuracy_5=0.745781
INFO:root:Epoch[44] Batch [1800]	Speed: 296.57 samples/sec	Train-accuracy=0.508398
INFO:root:Epoch[44] Batch [1800]	Speed: 296.57 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[44] Batch [1850]	Speed: 288.81 samples/sec	Train-accuracy=0.508203
INFO:root:Epoch[44] Batch [1850]	Speed: 288.81 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[44] Batch [1900]	Speed: 312.51 samples/sec	Train-accuracy=0.505586
INFO:root:Epoch[44] Batch [1900]	Speed: 312.51 samples/sec	Train-top_k_accuracy_5=0.745430
INFO:root:Epoch[44] Batch [1950]	Speed: 276.79 samples/sec	Train-accuracy=0.508086
INFO:root:Epoch[44] Batch [1950]	Speed: 276.79 samples/sec	Train-top_k_accuracy_5=0.745508
INFO:root:Epoch[44] Batch [2000]	Speed: 292.62 samples/sec	Train-accuracy=0.509570
INFO:root:Epoch[44] Batch [2000]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[44] Batch [2050]	Speed: 286.41 samples/sec	Train-accuracy=0.499023
INFO:root:Epoch[44] Batch [2050]	Speed: 286.41 samples/sec	Train-top_k_accuracy_5=0.744648
INFO:root:Epoch[44] Batch [2100]	Speed: 282.20 samples/sec	Train-accuracy=0.508008
INFO:root:Epoch[44] Batch [2100]	Speed: 282.20 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[44] Batch [2150]	Speed: 291.77 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[44] Batch [2150]	Speed: 291.77 samples/sec	Train-top_k_accuracy_5=0.743984
INFO:root:Epoch[44] Batch [2200]	Speed: 288.35 samples/sec	Train-accuracy=0.511602
INFO:root:Epoch[44] Batch [2200]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[44] Batch [2250]	Speed: 286.21 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[44] Batch [2250]	Speed: 286.21 samples/sec	Train-top_k_accuracy_5=0.751914
INFO:root:Epoch[44] Batch [2300]	Speed: 290.28 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[44] Batch [2300]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[44] Batch [2350]	Speed: 298.81 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[44] Batch [2350]	Speed: 298.81 samples/sec	Train-top_k_accuracy_5=0.746016
INFO:root:Epoch[44] Batch [2400]	Speed: 292.52 samples/sec	Train-accuracy=0.505273
INFO:root:Epoch[44] Batch [2400]	Speed: 292.52 samples/sec	Train-top_k_accuracy_5=0.747031
INFO:root:Epoch[44] Batch [2450]	Speed: 284.47 samples/sec	Train-accuracy=0.509883
INFO:root:Epoch[44] Batch [2450]	Speed: 284.47 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[44] Batch [2500]	Speed: 296.53 samples/sec	Train-accuracy=0.510195
INFO:root:Epoch[44] Batch [2500]	Speed: 296.53 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[44] Resetting Data Iterator
INFO:root:Epoch[44] Time cost=4394.357
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0045.params"
INFO:root:Epoch[44] Validation-accuracy=0.567383
INFO:root:Epoch[44] Validation-top_k_accuracy_5=0.809371
INFO:root:Epoch[45] Batch [50]	Speed: 295.57 samples/sec	Train-accuracy=0.519961
INFO:root:Epoch[45] Batch [50]	Speed: 295.57 samples/sec	Train-top_k_accuracy_5=0.756836
INFO:root:Epoch[45] Batch [100]	Speed: 274.70 samples/sec	Train-accuracy=0.508789
INFO:root:Epoch[45] Batch [100]	Speed: 274.70 samples/sec	Train-top_k_accuracy_5=0.747188
INFO:root:Epoch[45] Batch [150]	Speed: 272.47 samples/sec	Train-accuracy=0.509883
INFO:root:Epoch[45] Batch [150]	Speed: 272.47 samples/sec	Train-top_k_accuracy_5=0.751953
INFO:root:Epoch[45] Batch [200]	Speed: 287.50 samples/sec	Train-accuracy=0.503516
INFO:root:Epoch[45] Batch [200]	Speed: 287.50 samples/sec	Train-top_k_accuracy_5=0.744219
INFO:root:Epoch[45] Batch [250]	Speed: 300.55 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[45] Batch [250]	Speed: 300.55 samples/sec	Train-top_k_accuracy_5=0.754922
INFO:root:Epoch[45] Batch [300]	Speed: 310.58 samples/sec	Train-accuracy=0.508633
INFO:root:Epoch[45] Batch [300]	Speed: 310.58 samples/sec	Train-top_k_accuracy_5=0.749180
INFO:root:Epoch[45] Batch [350]	Speed: 296.71 samples/sec	Train-accuracy=0.503828
INFO:root:Epoch[45] Batch [350]	Speed: 296.71 samples/sec	Train-top_k_accuracy_5=0.745234
INFO:root:Epoch[45] Batch [400]	Speed: 286.13 samples/sec	Train-accuracy=0.502617
INFO:root:Epoch[45] Batch [400]	Speed: 286.13 samples/sec	Train-top_k_accuracy_5=0.744687
INFO:root:Epoch[45] Batch [450]	Speed: 272.56 samples/sec	Train-accuracy=0.501563
INFO:root:Epoch[45] Batch [450]	Speed: 272.56 samples/sec	Train-top_k_accuracy_5=0.747188
INFO:root:Epoch[45] Batch [500]	Speed: 276.14 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[45] Batch [500]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[45] Batch [550]	Speed: 276.28 samples/sec	Train-accuracy=0.510703
INFO:root:Epoch[45] Batch [550]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.752773
INFO:root:Epoch[45] Batch [600]	Speed: 276.11 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[45] Batch [600]	Speed: 276.11 samples/sec	Train-top_k_accuracy_5=0.748437
INFO:root:Epoch[45] Batch [650]	Speed: 277.92 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[45] Batch [650]	Speed: 277.92 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[45] Batch [700]	Speed: 274.17 samples/sec	Train-accuracy=0.507031
INFO:root:Epoch[45] Batch [700]	Speed: 274.17 samples/sec	Train-top_k_accuracy_5=0.747891
INFO:root:Epoch[45] Batch [750]	Speed: 280.21 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[45] Batch [750]	Speed: 280.21 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[45] Batch [800]	Speed: 272.32 samples/sec	Train-accuracy=0.503672
INFO:root:Epoch[45] Batch [800]	Speed: 272.32 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[45] Batch [850]	Speed: 276.19 samples/sec	Train-accuracy=0.502773
INFO:root:Epoch[45] Batch [850]	Speed: 276.19 samples/sec	Train-top_k_accuracy_5=0.744727
INFO:root:Epoch[45] Batch [900]	Speed: 274.56 samples/sec	Train-accuracy=0.504023
INFO:root:Epoch[45] Batch [900]	Speed: 274.56 samples/sec	Train-top_k_accuracy_5=0.746328
INFO:root:Epoch[45] Batch [950]	Speed: 273.88 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[45] Batch [950]	Speed: 273.88 samples/sec	Train-top_k_accuracy_5=0.745469
INFO:root:Epoch[45] Batch [1000]	Speed: 272.53 samples/sec	Train-accuracy=0.507109
INFO:root:Epoch[45] Batch [1000]	Speed: 272.53 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[45] Batch [1050]	Speed: 274.28 samples/sec	Train-accuracy=0.509453
INFO:root:Epoch[45] Batch [1050]	Speed: 274.28 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[45] Batch [1100]	Speed: 276.20 samples/sec	Train-accuracy=0.506680
INFO:root:Epoch[45] Batch [1100]	Speed: 276.20 samples/sec	Train-top_k_accuracy_5=0.746602
INFO:root:Epoch[45] Batch [1150]	Speed: 276.17 samples/sec	Train-accuracy=0.503906
INFO:root:Epoch[45] Batch [1150]	Speed: 276.17 samples/sec	Train-top_k_accuracy_5=0.748437
INFO:root:Epoch[45] Batch [1200]	Speed: 277.96 samples/sec	Train-accuracy=0.510898
INFO:root:Epoch[45] Batch [1200]	Speed: 277.96 samples/sec	Train-top_k_accuracy_5=0.749883
INFO:root:Epoch[45] Batch [1250]	Speed: 279.31 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[45] Batch [1250]	Speed: 279.31 samples/sec	Train-top_k_accuracy_5=0.744805
INFO:root:Epoch[45] Batch [1300]	Speed: 270.79 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[45] Batch [1300]	Speed: 270.79 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[45] Batch [1350]	Speed: 272.35 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[45] Batch [1350]	Speed: 272.35 samples/sec	Train-top_k_accuracy_5=0.748750
INFO:root:Epoch[45] Batch [1400]	Speed: 277.54 samples/sec	Train-accuracy=0.514570
INFO:root:Epoch[45] Batch [1400]	Speed: 277.54 samples/sec	Train-top_k_accuracy_5=0.754375
INFO:root:Epoch[45] Batch [1450]	Speed: 276.18 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[45] Batch [1450]	Speed: 276.18 samples/sec	Train-top_k_accuracy_5=0.746797
INFO:root:Epoch[45] Batch [1500]	Speed: 268.66 samples/sec	Train-accuracy=0.501445
INFO:root:Epoch[45] Batch [1500]	Speed: 268.66 samples/sec	Train-top_k_accuracy_5=0.748086
INFO:root:Epoch[45] Batch [1550]	Speed: 274.42 samples/sec	Train-accuracy=0.509687
INFO:root:Epoch[45] Batch [1550]	Speed: 274.42 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[45] Batch [1600]	Speed: 277.91 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[45] Batch [1600]	Speed: 277.91 samples/sec	Train-top_k_accuracy_5=0.753398
INFO:root:Epoch[45] Batch [1650]	Speed: 272.43 samples/sec	Train-accuracy=0.503125
INFO:root:Epoch[45] Batch [1650]	Speed: 272.43 samples/sec	Train-top_k_accuracy_5=0.748359
INFO:root:Epoch[45] Batch [1700]	Speed: 272.38 samples/sec	Train-accuracy=0.508906
INFO:root:Epoch[45] Batch [1700]	Speed: 272.38 samples/sec	Train-top_k_accuracy_5=0.752070
INFO:root:Epoch[45] Batch [1750]	Speed: 270.63 samples/sec	Train-accuracy=0.510508
INFO:root:Epoch[45] Batch [1750]	Speed: 270.63 samples/sec	Train-top_k_accuracy_5=0.747617
INFO:root:Epoch[45] Batch [1800]	Speed: 270.28 samples/sec	Train-accuracy=0.504102
INFO:root:Epoch[45] Batch [1800]	Speed: 270.28 samples/sec	Train-top_k_accuracy_5=0.750000
INFO:root:Epoch[45] Batch [1850]	Speed: 270.75 samples/sec	Train-accuracy=0.504961
INFO:root:Epoch[45] Batch [1850]	Speed: 270.75 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[45] Batch [1900]	Speed: 270.69 samples/sec	Train-accuracy=0.505586
INFO:root:Epoch[45] Batch [1900]	Speed: 270.69 samples/sec	Train-top_k_accuracy_5=0.745547
INFO:root:Epoch[45] Batch [1950]	Speed: 277.90 samples/sec	Train-accuracy=0.504805
INFO:root:Epoch[45] Batch [1950]	Speed: 277.90 samples/sec	Train-top_k_accuracy_5=0.746523
INFO:root:Epoch[45] Batch [2000]	Speed: 271.92 samples/sec	Train-accuracy=0.516797
INFO:root:Epoch[45] Batch [2000]	Speed: 271.92 samples/sec	Train-top_k_accuracy_5=0.752930
INFO:root:Epoch[45] Batch [2050]	Speed: 269.05 samples/sec	Train-accuracy=0.504375
INFO:root:Epoch[45] Batch [2050]	Speed: 269.05 samples/sec	Train-top_k_accuracy_5=0.745977
INFO:root:Epoch[45] Batch [2100]	Speed: 270.68 samples/sec	Train-accuracy=0.507812
INFO:root:Epoch[45] Batch [2100]	Speed: 270.68 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[45] Batch [2150]	Speed: 275.76 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[45] Batch [2150]	Speed: 275.76 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[45] Batch [2200]	Speed: 269.01 samples/sec	Train-accuracy=0.506133
INFO:root:Epoch[45] Batch [2200]	Speed: 269.01 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[45] Batch [2250]	Speed: 274.32 samples/sec	Train-accuracy=0.507422
INFO:root:Epoch[45] Batch [2250]	Speed: 274.32 samples/sec	Train-top_k_accuracy_5=0.751641
INFO:root:Epoch[45] Batch [2300]	Speed: 276.18 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[45] Batch [2300]	Speed: 276.18 samples/sec	Train-top_k_accuracy_5=0.747227
INFO:root:Epoch[45] Batch [2350]	Speed: 270.55 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[45] Batch [2350]	Speed: 270.55 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[45] Batch [2400]	Speed: 270.69 samples/sec	Train-accuracy=0.508984
INFO:root:Epoch[45] Batch [2400]	Speed: 270.69 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[45] Batch [2450]	Speed: 272.42 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[45] Batch [2450]	Speed: 272.42 samples/sec	Train-top_k_accuracy_5=0.750859
INFO:root:Epoch[45] Batch [2500]	Speed: 289.56 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[45] Batch [2500]	Speed: 289.56 samples/sec	Train-top_k_accuracy_5=0.746602
INFO:root:Epoch[45] Resetting Data Iterator
INFO:root:Epoch[45] Time cost=4633.822
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0046.params"
INFO:root:Epoch[45] Validation-accuracy=0.564493
INFO:root:Epoch[45] Validation-top_k_accuracy_5=0.807717
INFO:root:Epoch[46] Batch [50]	Speed: 309.46 samples/sec	Train-accuracy=0.516641
INFO:root:Epoch[46] Batch [50]	Speed: 309.46 samples/sec	Train-top_k_accuracy_5=0.753789
INFO:root:Epoch[46] Batch [100]	Speed: 299.34 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[46] Batch [100]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.746289
INFO:root:Epoch[46] Batch [150]	Speed: 301.49 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[46] Batch [150]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.751133
INFO:root:Epoch[46] Batch [200]	Speed: 301.55 samples/sec	Train-accuracy=0.509102
INFO:root:Epoch[46] Batch [200]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[46] Batch [250]	Speed: 301.63 samples/sec	Train-accuracy=0.513633
INFO:root:Epoch[46] Batch [250]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.750938
INFO:root:Epoch[46] Batch [300]	Speed: 301.46 samples/sec	Train-accuracy=0.509727
INFO:root:Epoch[46] Batch [300]	Speed: 301.46 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[46] Batch [350]	Speed: 297.09 samples/sec	Train-accuracy=0.510469
INFO:root:Epoch[46] Batch [350]	Speed: 297.09 samples/sec	Train-top_k_accuracy_5=0.747891
INFO:root:Epoch[46] Batch [400]	Speed: 301.56 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[46] Batch [400]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.747930
INFO:root:Epoch[46] Batch [450]	Speed: 294.65 samples/sec	Train-accuracy=0.499414
INFO:root:Epoch[46] Batch [450]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.746445
INFO:root:Epoch[46] Batch [500]	Speed: 297.29 samples/sec	Train-accuracy=0.507344
INFO:root:Epoch[46] Batch [500]	Speed: 297.29 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[46] Batch [550]	Speed: 301.23 samples/sec	Train-accuracy=0.511133
INFO:root:Epoch[46] Batch [550]	Speed: 301.23 samples/sec	Train-top_k_accuracy_5=0.754102
INFO:root:Epoch[46] Batch [600]	Speed: 299.35 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[46] Batch [600]	Speed: 299.35 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[46] Batch [650]	Speed: 299.44 samples/sec	Train-accuracy=0.507734
INFO:root:Epoch[46] Batch [650]	Speed: 299.44 samples/sec	Train-top_k_accuracy_5=0.747109
INFO:root:Epoch[46] Batch [700]	Speed: 299.16 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[46] Batch [700]	Speed: 299.16 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[46] Batch [750]	Speed: 301.24 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[46] Batch [750]	Speed: 301.24 samples/sec	Train-top_k_accuracy_5=0.745156
INFO:root:Epoch[46] Batch [800]	Speed: 299.49 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[46] Batch [800]	Speed: 299.49 samples/sec	Train-top_k_accuracy_5=0.748555
INFO:root:Epoch[46] Batch [850]	Speed: 299.43 samples/sec	Train-accuracy=0.510469
INFO:root:Epoch[46] Batch [850]	Speed: 299.43 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[46] Batch [900]	Speed: 297.32 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[46] Batch [900]	Speed: 297.32 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[46] Batch [950]	Speed: 292.94 samples/sec	Train-accuracy=0.506172
INFO:root:Epoch[46] Batch [950]	Speed: 292.94 samples/sec	Train-top_k_accuracy_5=0.748359
INFO:root:Epoch[46] Batch [1000]	Speed: 301.55 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[46] Batch [1000]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.748516
INFO:root:Epoch[46] Batch [1050]	Speed: 301.33 samples/sec	Train-accuracy=0.507227
INFO:root:Epoch[46] Batch [1050]	Speed: 301.33 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[46] Batch [1100]	Speed: 301.75 samples/sec	Train-accuracy=0.508750
INFO:root:Epoch[46] Batch [1100]	Speed: 301.75 samples/sec	Train-top_k_accuracy_5=0.747422
INFO:root:Epoch[46] Batch [1150]	Speed: 299.11 samples/sec	Train-accuracy=0.504766
INFO:root:Epoch[46] Batch [1150]	Speed: 299.11 samples/sec	Train-top_k_accuracy_5=0.747930
INFO:root:Epoch[46] Batch [1200]	Speed: 297.07 samples/sec	Train-accuracy=0.510273
INFO:root:Epoch[46] Batch [1200]	Speed: 297.07 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[46] Batch [1250]	Speed: 299.05 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[46] Batch [1250]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[46] Batch [1300]	Speed: 299.03 samples/sec	Train-accuracy=0.507773
INFO:root:Epoch[46] Batch [1300]	Speed: 299.03 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[46] Batch [1350]	Speed: 288.37 samples/sec	Train-accuracy=0.513711
INFO:root:Epoch[46] Batch [1350]	Speed: 288.37 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[46] Batch [1400]	Speed: 301.81 samples/sec	Train-accuracy=0.512305
INFO:root:Epoch[46] Batch [1400]	Speed: 301.81 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[46] Batch [1450]	Speed: 299.02 samples/sec	Train-accuracy=0.513984
INFO:root:Epoch[46] Batch [1450]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.749766
INFO:root:Epoch[46] Batch [1500]	Speed: 294.73 samples/sec	Train-accuracy=0.502344
INFO:root:Epoch[46] Batch [1500]	Speed: 294.73 samples/sec	Train-top_k_accuracy_5=0.743672
INFO:root:Epoch[46] Batch [1550]	Speed: 299.50 samples/sec	Train-accuracy=0.501563
INFO:root:Epoch[46] Batch [1550]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.744258
INFO:root:Epoch[46] Batch [1600]	Speed: 299.03 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[46] Batch [1600]	Speed: 299.03 samples/sec	Train-top_k_accuracy_5=0.755898
INFO:root:Epoch[46] Batch [1650]	Speed: 299.19 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[46] Batch [1650]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[46] Batch [1700]	Speed: 299.12 samples/sec	Train-accuracy=0.508359
INFO:root:Epoch[46] Batch [1700]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[46] Batch [1750]	Speed: 298.92 samples/sec	Train-accuracy=0.507383
INFO:root:Epoch[46] Batch [1750]	Speed: 298.92 samples/sec	Train-top_k_accuracy_5=0.747773
INFO:root:Epoch[46] Batch [1800]	Speed: 297.05 samples/sec	Train-accuracy=0.510586
INFO:root:Epoch[46] Batch [1800]	Speed: 297.05 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[46] Batch [1850]	Speed: 298.91 samples/sec	Train-accuracy=0.509336
INFO:root:Epoch[46] Batch [1850]	Speed: 298.91 samples/sec	Train-top_k_accuracy_5=0.750586
INFO:root:Epoch[46] Batch [1900]	Speed: 296.97 samples/sec	Train-accuracy=0.513242
INFO:root:Epoch[46] Batch [1900]	Speed: 296.97 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[46] Batch [1950]	Speed: 296.97 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[46] Batch [1950]	Speed: 296.97 samples/sec	Train-top_k_accuracy_5=0.743711
INFO:root:Epoch[46] Batch [2000]	Speed: 296.68 samples/sec	Train-accuracy=0.513945
INFO:root:Epoch[46] Batch [2000]	Speed: 296.68 samples/sec	Train-top_k_accuracy_5=0.752461
INFO:root:Epoch[46] Batch [2050]	Speed: 299.09 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[46] Batch [2050]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.743516
INFO:root:Epoch[46] Batch [2100]	Speed: 299.02 samples/sec	Train-accuracy=0.507188
INFO:root:Epoch[46] Batch [2100]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.751563
INFO:root:Epoch[46] Batch [2150]	Speed: 296.78 samples/sec	Train-accuracy=0.509062
INFO:root:Epoch[46] Batch [2150]	Speed: 296.78 samples/sec	Train-top_k_accuracy_5=0.747812
INFO:root:Epoch[46] Batch [2200]	Speed: 297.26 samples/sec	Train-accuracy=0.509023
INFO:root:Epoch[46] Batch [2200]	Speed: 297.26 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[46] Batch [2250]	Speed: 294.74 samples/sec	Train-accuracy=0.510508
INFO:root:Epoch[46] Batch [2250]	Speed: 294.74 samples/sec	Train-top_k_accuracy_5=0.748555
INFO:root:Epoch[46] Batch [2300]	Speed: 301.46 samples/sec	Train-accuracy=0.509102
INFO:root:Epoch[46] Batch [2300]	Speed: 301.46 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[46] Batch [2350]	Speed: 296.73 samples/sec	Train-accuracy=0.511016
INFO:root:Epoch[46] Batch [2350]	Speed: 296.73 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[46] Batch [2400]	Speed: 301.42 samples/sec	Train-accuracy=0.504609
INFO:root:Epoch[46] Batch [2400]	Speed: 301.42 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[46] Batch [2450]	Speed: 298.93 samples/sec	Train-accuracy=0.513633
INFO:root:Epoch[46] Batch [2450]	Speed: 298.93 samples/sec	Train-top_k_accuracy_5=0.754805
INFO:root:Epoch[46] Batch [2500]	Speed: 296.93 samples/sec	Train-accuracy=0.510938
INFO:root:Epoch[46] Batch [2500]	Speed: 296.93 samples/sec	Train-top_k_accuracy_5=0.748711
INFO:root:Epoch[46] Resetting Data Iterator
INFO:root:Epoch[46] Time cost=4287.084
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0047.params"
INFO:root:Epoch[46] Validation-accuracy=0.561125
INFO:root:Epoch[46] Validation-top_k_accuracy_5=0.804927
INFO:root:Epoch[47] Batch [50]	Speed: 307.10 samples/sec	Train-accuracy=0.509141
INFO:root:Epoch[47] Batch [50]	Speed: 307.10 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[47] Batch [100]	Speed: 294.59 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[47] Batch [100]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[47] Batch [150]	Speed: 294.75 samples/sec	Train-accuracy=0.508672
INFO:root:Epoch[47] Batch [150]	Speed: 294.75 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[47] Batch [200]	Speed: 292.73 samples/sec	Train-accuracy=0.508008
INFO:root:Epoch[47] Batch [200]	Speed: 292.73 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[47] Batch [250]	Speed: 292.67 samples/sec	Train-accuracy=0.513203
INFO:root:Epoch[47] Batch [250]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.754336
INFO:root:Epoch[47] Batch [300]	Speed: 299.02 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[47] Batch [300]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.744492
INFO:root:Epoch[47] Batch [350]	Speed: 299.13 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[47] Batch [350]	Speed: 299.13 samples/sec	Train-top_k_accuracy_5=0.747969
INFO:root:Epoch[47] Batch [400]	Speed: 298.88 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[47] Batch [400]	Speed: 298.88 samples/sec	Train-top_k_accuracy_5=0.748203
INFO:root:Epoch[47] Batch [450]	Speed: 296.83 samples/sec	Train-accuracy=0.504687
INFO:root:Epoch[47] Batch [450]	Speed: 296.83 samples/sec	Train-top_k_accuracy_5=0.745898
INFO:root:Epoch[47] Batch [500]	Speed: 299.07 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[47] Batch [500]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.749180
INFO:root:Epoch[47] Batch [550]	Speed: 292.35 samples/sec	Train-accuracy=0.516055
INFO:root:Epoch[47] Batch [550]	Speed: 292.35 samples/sec	Train-top_k_accuracy_5=0.753203
INFO:root:Epoch[47] Batch [600]	Speed: 297.01 samples/sec	Train-accuracy=0.512305
INFO:root:Epoch[47] Batch [600]	Speed: 297.01 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[47] Batch [650]	Speed: 296.98 samples/sec	Train-accuracy=0.509062
INFO:root:Epoch[47] Batch [650]	Speed: 296.98 samples/sec	Train-top_k_accuracy_5=0.747578
INFO:root:Epoch[47] Batch [700]	Speed: 294.65 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[47] Batch [700]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.749648
INFO:root:Epoch[47] Batch [750]	Speed: 290.55 samples/sec	Train-accuracy=0.508828
INFO:root:Epoch[47] Batch [750]	Speed: 290.55 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[47] Batch [800]	Speed: 296.68 samples/sec	Train-accuracy=0.500313
INFO:root:Epoch[47] Batch [800]	Speed: 296.68 samples/sec	Train-top_k_accuracy_5=0.746563
INFO:root:Epoch[47] Batch [850]	Speed: 298.92 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[47] Batch [850]	Speed: 298.92 samples/sec	Train-top_k_accuracy_5=0.747852
INFO:root:Epoch[47] Batch [900]	Speed: 299.25 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[47] Batch [900]	Speed: 299.25 samples/sec	Train-top_k_accuracy_5=0.743867
INFO:root:Epoch[47] Batch [950]	Speed: 296.68 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[47] Batch [950]	Speed: 296.68 samples/sec	Train-top_k_accuracy_5=0.748242
INFO:root:Epoch[47] Batch [1000]	Speed: 296.85 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[47] Batch [1000]	Speed: 296.85 samples/sec	Train-top_k_accuracy_5=0.753320
INFO:root:Epoch[47] Batch [1050]	Speed: 288.48 samples/sec	Train-accuracy=0.504687
INFO:root:Epoch[47] Batch [1050]	Speed: 288.48 samples/sec	Train-top_k_accuracy_5=0.748398
INFO:root:Epoch[47] Batch [1100]	Speed: 301.34 samples/sec	Train-accuracy=0.512734
INFO:root:Epoch[47] Batch [1100]	Speed: 301.34 samples/sec	Train-top_k_accuracy_5=0.752422
INFO:root:Epoch[47] Batch [1150]	Speed: 296.66 samples/sec	Train-accuracy=0.507383
INFO:root:Epoch[47] Batch [1150]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.748633
INFO:root:Epoch[47] Batch [1200]	Speed: 294.60 samples/sec	Train-accuracy=0.509258
INFO:root:Epoch[47] Batch [1200]	Speed: 294.60 samples/sec	Train-top_k_accuracy_5=0.749687
INFO:root:Epoch[47] Batch [1250]	Speed: 299.10 samples/sec	Train-accuracy=0.504180
INFO:root:Epoch[47] Batch [1250]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.745742
INFO:root:Epoch[47] Batch [1300]	Speed: 294.50 samples/sec	Train-accuracy=0.501992
INFO:root:Epoch[47] Batch [1300]	Speed: 294.50 samples/sec	Train-top_k_accuracy_5=0.747070
INFO:root:Epoch[47] Batch [1350]	Speed: 296.65 samples/sec	Train-accuracy=0.508125
INFO:root:Epoch[47] Batch [1350]	Speed: 296.65 samples/sec	Train-top_k_accuracy_5=0.751484
INFO:root:Epoch[47] Batch [1400]	Speed: 299.13 samples/sec	Train-accuracy=0.510430
INFO:root:Epoch[47] Batch [1400]	Speed: 299.13 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[47] Batch [1450]	Speed: 299.09 samples/sec	Train-accuracy=0.509570
INFO:root:Epoch[47] Batch [1450]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.753242
INFO:root:Epoch[47] Batch [1500]	Speed: 299.01 samples/sec	Train-accuracy=0.508359
INFO:root:Epoch[47] Batch [1500]	Speed: 299.01 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[47] Batch [1550]	Speed: 296.70 samples/sec	Train-accuracy=0.508320
INFO:root:Epoch[47] Batch [1550]	Speed: 296.70 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[47] Batch [1600]	Speed: 294.72 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[47] Batch [1600]	Speed: 294.72 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[47] Batch [1650]	Speed: 292.85 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[47] Batch [1650]	Speed: 292.85 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[47] Batch [1700]	Speed: 299.05 samples/sec	Train-accuracy=0.505898
INFO:root:Epoch[47] Batch [1700]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[47] Batch [1750]	Speed: 296.75 samples/sec	Train-accuracy=0.514687
INFO:root:Epoch[47] Batch [1750]	Speed: 296.75 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[47] Batch [1800]	Speed: 299.07 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[47] Batch [1800]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[47] Batch [1850]	Speed: 299.02 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[47] Batch [1850]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[47] Batch [1900]	Speed: 296.78 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[47] Batch [1900]	Speed: 296.78 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[47] Batch [1950]	Speed: 299.03 samples/sec	Train-accuracy=0.506523
INFO:root:Epoch[47] Batch [1950]	Speed: 299.03 samples/sec	Train-top_k_accuracy_5=0.742930
INFO:root:Epoch[47] Batch [2000]	Speed: 296.83 samples/sec	Train-accuracy=0.514023
INFO:root:Epoch[47] Batch [2000]	Speed: 296.83 samples/sec	Train-top_k_accuracy_5=0.753125
INFO:root:Epoch[47] Batch [2050]	Speed: 296.72 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[47] Batch [2050]	Speed: 296.72 samples/sec	Train-top_k_accuracy_5=0.750977
INFO:root:Epoch[47] Batch [2100]	Speed: 299.26 samples/sec	Train-accuracy=0.509570
INFO:root:Epoch[47] Batch [2100]	Speed: 299.26 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[47] Batch [2150]	Speed: 290.77 samples/sec	Train-accuracy=0.510156
INFO:root:Epoch[47] Batch [2150]	Speed: 290.77 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[47] Batch [2200]	Speed: 296.84 samples/sec	Train-accuracy=0.512188
INFO:root:Epoch[47] Batch [2200]	Speed: 296.84 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[47] Batch [2250]	Speed: 295.01 samples/sec	Train-accuracy=0.510039
INFO:root:Epoch[47] Batch [2250]	Speed: 295.01 samples/sec	Train-top_k_accuracy_5=0.748594
INFO:root:Epoch[47] Batch [2300]	Speed: 294.97 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[47] Batch [2300]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.746250
INFO:root:Epoch[47] Batch [2350]	Speed: 301.44 samples/sec	Train-accuracy=0.511094
INFO:root:Epoch[47] Batch [2350]	Speed: 301.44 samples/sec	Train-top_k_accuracy_5=0.750391
INFO:root:Epoch[47] Batch [2400]	Speed: 299.00 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[47] Batch [2400]	Speed: 299.00 samples/sec	Train-top_k_accuracy_5=0.747031
INFO:root:Epoch[47] Batch [2450]	Speed: 296.76 samples/sec	Train-accuracy=0.513711
INFO:root:Epoch[47] Batch [2450]	Speed: 296.76 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[47] Batch [2500]	Speed: 296.84 samples/sec	Train-accuracy=0.512422
INFO:root:Epoch[47] Batch [2500]	Speed: 296.84 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[47] Resetting Data Iterator
INFO:root:Epoch[47] Time cost=4316.869
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0048.params"
INFO:root:Epoch[47] Validation-accuracy=0.568280
INFO:root:Epoch[47] Validation-top_k_accuracy_5=0.811284
INFO:root:Epoch[48] Batch [50]	Speed: 299.69 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[48] Batch [50]	Speed: 299.69 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[48] Batch [100]	Speed: 299.10 samples/sec	Train-accuracy=0.508867
INFO:root:Epoch[48] Batch [100]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[48] Batch [150]	Speed: 299.11 samples/sec	Train-accuracy=0.509023
INFO:root:Epoch[48] Batch [150]	Speed: 299.11 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[48] Batch [200]	Speed: 299.04 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[48] Batch [200]	Speed: 299.04 samples/sec	Train-top_k_accuracy_5=0.750938
INFO:root:Epoch[48] Batch [250]	Speed: 299.12 samples/sec	Train-accuracy=0.517148
INFO:root:Epoch[48] Batch [250]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.754375
INFO:root:Epoch[48] Batch [300]	Speed: 301.34 samples/sec	Train-accuracy=0.514414
INFO:root:Epoch[48] Batch [300]	Speed: 301.34 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[48] Batch [350]	Speed: 294.68 samples/sec	Train-accuracy=0.508320
INFO:root:Epoch[48] Batch [350]	Speed: 294.68 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[48] Batch [400]	Speed: 299.19 samples/sec	Train-accuracy=0.502422
INFO:root:Epoch[48] Batch [400]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[48] Batch [450]	Speed: 299.19 samples/sec	Train-accuracy=0.508672
INFO:root:Epoch[48] Batch [450]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.750000
INFO:root:Epoch[48] Batch [500]	Speed: 298.94 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[48] Batch [500]	Speed: 298.94 samples/sec	Train-top_k_accuracy_5=0.751523
INFO:root:Epoch[48] Batch [550]	Speed: 299.05 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[48] Batch [550]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.750234
INFO:root:Epoch[48] Batch [600]	Speed: 296.81 samples/sec	Train-accuracy=0.505664
INFO:root:Epoch[48] Batch [600]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[48] Batch [650]	Speed: 292.42 samples/sec	Train-accuracy=0.507617
INFO:root:Epoch[48] Batch [650]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[48] Batch [700]	Speed: 301.47 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[48] Batch [700]	Speed: 301.47 samples/sec	Train-top_k_accuracy_5=0.752109
INFO:root:Epoch[48] Batch [750]	Speed: 298.87 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[48] Batch [750]	Speed: 298.87 samples/sec	Train-top_k_accuracy_5=0.744961
INFO:root:Epoch[48] Batch [800]	Speed: 297.18 samples/sec	Train-accuracy=0.504297
INFO:root:Epoch[48] Batch [800]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.746719
INFO:root:Epoch[48] Batch [850]	Speed: 301.55 samples/sec	Train-accuracy=0.507852
INFO:root:Epoch[48] Batch [850]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[48] Batch [900]	Speed: 304.02 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[48] Batch [900]	Speed: 304.02 samples/sec	Train-top_k_accuracy_5=0.751055
INFO:root:Epoch[48] Batch [950]	Speed: 299.17 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[48] Batch [950]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.747578
INFO:root:Epoch[48] Batch [1000]	Speed: 304.00 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[48] Batch [1000]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[48] Batch [1050]	Speed: 294.85 samples/sec	Train-accuracy=0.505938
INFO:root:Epoch[48] Batch [1050]	Speed: 294.85 samples/sec	Train-top_k_accuracy_5=0.746680
INFO:root:Epoch[48] Batch [1100]	Speed: 299.55 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[48] Batch [1100]	Speed: 299.55 samples/sec	Train-top_k_accuracy_5=0.747305
INFO:root:Epoch[48] Batch [1150]	Speed: 297.33 samples/sec	Train-accuracy=0.507539
INFO:root:Epoch[48] Batch [1150]	Speed: 297.33 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[48] Batch [1200]	Speed: 294.96 samples/sec	Train-accuracy=0.509102
INFO:root:Epoch[48] Batch [1200]	Speed: 294.96 samples/sec	Train-top_k_accuracy_5=0.746211
INFO:root:Epoch[48] Batch [1250]	Speed: 299.14 samples/sec	Train-accuracy=0.508125
INFO:root:Epoch[48] Batch [1250]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[48] Batch [1300]	Speed: 299.13 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[48] Batch [1300]	Speed: 299.13 samples/sec	Train-top_k_accuracy_5=0.750977
INFO:root:Epoch[48] Batch [1350]	Speed: 301.57 samples/sec	Train-accuracy=0.509453
INFO:root:Epoch[48] Batch [1350]	Speed: 301.57 samples/sec	Train-top_k_accuracy_5=0.748750
INFO:root:Epoch[48] Batch [1400]	Speed: 301.47 samples/sec	Train-accuracy=0.512188
INFO:root:Epoch[48] Batch [1400]	Speed: 301.47 samples/sec	Train-top_k_accuracy_5=0.751680
INFO:root:Epoch[48] Batch [1450]	Speed: 299.01 samples/sec	Train-accuracy=0.509844
INFO:root:Epoch[48] Batch [1450]	Speed: 299.01 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[48] Batch [1500]	Speed: 299.27 samples/sec	Train-accuracy=0.505195
INFO:root:Epoch[48] Batch [1500]	Speed: 299.27 samples/sec	Train-top_k_accuracy_5=0.745625
INFO:root:Epoch[48] Batch [1550]	Speed: 301.36 samples/sec	Train-accuracy=0.507188
INFO:root:Epoch[48] Batch [1550]	Speed: 301.36 samples/sec	Train-top_k_accuracy_5=0.747383
INFO:root:Epoch[48] Batch [1600]	Speed: 297.18 samples/sec	Train-accuracy=0.516289
INFO:root:Epoch[48] Batch [1600]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.751914
INFO:root:Epoch[48] Batch [1650]	Speed: 301.06 samples/sec	Train-accuracy=0.516133
INFO:root:Epoch[48] Batch [1650]	Speed: 301.06 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[48] Batch [1700]	Speed: 301.59 samples/sec	Train-accuracy=0.507422
INFO:root:Epoch[48] Batch [1700]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[48] Batch [1750]	Speed: 301.50 samples/sec	Train-accuracy=0.513789
INFO:root:Epoch[48] Batch [1750]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.753164
INFO:root:Epoch[48] Batch [1800]	Speed: 301.37 samples/sec	Train-accuracy=0.511328
INFO:root:Epoch[48] Batch [1800]	Speed: 301.37 samples/sec	Train-top_k_accuracy_5=0.751328
INFO:root:Epoch[48] Batch [1850]	Speed: 299.30 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[48] Batch [1850]	Speed: 299.30 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[48] Batch [1900]	Speed: 301.40 samples/sec	Train-accuracy=0.513125
INFO:root:Epoch[48] Batch [1900]	Speed: 301.40 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[48] Batch [1950]	Speed: 299.63 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[48] Batch [1950]	Speed: 299.63 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[48] Batch [2000]	Speed: 299.34 samples/sec	Train-accuracy=0.518242
INFO:root:Epoch[48] Batch [2000]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.756133
INFO:root:Epoch[48] Batch [2050]	Speed: 293.09 samples/sec	Train-accuracy=0.506328
INFO:root:Epoch[48] Batch [2050]	Speed: 293.09 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[48] Batch [2100]	Speed: 301.48 samples/sec	Train-accuracy=0.508906
INFO:root:Epoch[48] Batch [2100]	Speed: 301.48 samples/sec	Train-top_k_accuracy_5=0.748437
INFO:root:Epoch[48] Batch [2150]	Speed: 303.89 samples/sec	Train-accuracy=0.509805
INFO:root:Epoch[48] Batch [2150]	Speed: 303.89 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[48] Batch [2200]	Speed: 301.59 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[48] Batch [2200]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.747812
INFO:root:Epoch[48] Batch [2250]	Speed: 301.66 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[48] Batch [2250]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[48] Batch [2300]	Speed: 301.46 samples/sec	Train-accuracy=0.509062
INFO:root:Epoch[48] Batch [2300]	Speed: 301.46 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[48] Batch [2350]	Speed: 301.72 samples/sec	Train-accuracy=0.508242
INFO:root:Epoch[48] Batch [2350]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[48] Batch [2400]	Speed: 303.79 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[48] Batch [2400]	Speed: 303.79 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[48] Batch [2450]	Speed: 301.85 samples/sec	Train-accuracy=0.517383
INFO:root:Epoch[48] Batch [2450]	Speed: 301.85 samples/sec	Train-top_k_accuracy_5=0.753320
INFO:root:Epoch[48] Batch [2500]	Speed: 297.42 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[48] Batch [2500]	Speed: 297.42 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[48] Resetting Data Iterator
INFO:root:Epoch[48] Time cost=4277.958
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0049.params"
INFO:root:Epoch[48] Validation-accuracy=0.566087
INFO:root:Epoch[48] Validation-top_k_accuracy_5=0.810188
INFO:root:Epoch[49] Batch [50]	Speed: 302.75 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[49] Batch [50]	Speed: 302.75 samples/sec	Train-top_k_accuracy_5=0.752344
INFO:root:Epoch[49] Batch [100]	Speed: 301.84 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[49] Batch [100]	Speed: 301.84 samples/sec	Train-top_k_accuracy_5=0.749180
INFO:root:Epoch[49] Batch [150]	Speed: 301.64 samples/sec	Train-accuracy=0.514336
INFO:root:Epoch[49] Batch [150]	Speed: 301.64 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[49] Batch [200]	Speed: 299.38 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[49] Batch [200]	Speed: 299.38 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[49] Batch [250]	Speed: 304.01 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[49] Batch [250]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.752383
INFO:root:Epoch[49] Batch [300]	Speed: 292.75 samples/sec	Train-accuracy=0.510469
INFO:root:Epoch[49] Batch [300]	Speed: 292.75 samples/sec	Train-top_k_accuracy_5=0.751641
INFO:root:Epoch[49] Batch [350]	Speed: 303.77 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[49] Batch [350]	Speed: 303.77 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[49] Batch [400]	Speed: 301.79 samples/sec	Train-accuracy=0.505898
INFO:root:Epoch[49] Batch [400]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.746992
INFO:root:Epoch[49] Batch [450]	Speed: 287.05 samples/sec	Train-accuracy=0.506719
INFO:root:Epoch[49] Batch [450]	Speed: 287.05 samples/sec	Train-top_k_accuracy_5=0.751523
INFO:root:Epoch[49] Batch [500]	Speed: 293.29 samples/sec	Train-accuracy=0.508750
INFO:root:Epoch[49] Batch [500]	Speed: 293.29 samples/sec	Train-top_k_accuracy_5=0.749492
INFO:root:Epoch[49] Batch [550]	Speed: 304.10 samples/sec	Train-accuracy=0.517773
INFO:root:Epoch[49] Batch [550]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[49] Batch [600]	Speed: 299.77 samples/sec	Train-accuracy=0.510195
INFO:root:Epoch[49] Batch [600]	Speed: 299.77 samples/sec	Train-top_k_accuracy_5=0.750391
INFO:root:Epoch[49] Batch [650]	Speed: 306.66 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[49] Batch [650]	Speed: 306.66 samples/sec	Train-top_k_accuracy_5=0.749023
INFO:root:Epoch[49] Batch [700]	Speed: 311.64 samples/sec	Train-accuracy=0.511758
INFO:root:Epoch[49] Batch [700]	Speed: 311.64 samples/sec	Train-top_k_accuracy_5=0.748984
INFO:root:Epoch[49] Batch [750]	Speed: 296.02 samples/sec	Train-accuracy=0.510469
INFO:root:Epoch[49] Batch [750]	Speed: 296.02 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[49] Batch [800]	Speed: 294.47 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[49] Batch [800]	Speed: 294.47 samples/sec	Train-top_k_accuracy_5=0.749766
INFO:root:Epoch[49] Batch [850]	Speed: 288.15 samples/sec	Train-accuracy=0.507539
INFO:root:Epoch[49] Batch [850]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.747812
INFO:root:Epoch[49] Batch [900]	Speed: 292.23 samples/sec	Train-accuracy=0.504805
INFO:root:Epoch[49] Batch [900]	Speed: 292.23 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[49] Batch [950]	Speed: 276.72 samples/sec	Train-accuracy=0.510000
INFO:root:Epoch[49] Batch [950]	Speed: 276.72 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[49] Batch [1000]	Speed: 290.65 samples/sec	Train-accuracy=0.505469
INFO:root:Epoch[49] Batch [1000]	Speed: 290.65 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[49] Batch [1050]	Speed: 286.58 samples/sec	Train-accuracy=0.506523
INFO:root:Epoch[49] Batch [1050]	Speed: 286.58 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[49] Batch [1100]	Speed: 298.94 samples/sec	Train-accuracy=0.511094
INFO:root:Epoch[49] Batch [1100]	Speed: 298.94 samples/sec	Train-top_k_accuracy_5=0.750586
INFO:root:Epoch[49] Batch [1150]	Speed: 288.39 samples/sec	Train-accuracy=0.507539
INFO:root:Epoch[49] Batch [1150]	Speed: 288.39 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[49] Batch [1200]	Speed: 290.42 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[49] Batch [1200]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.748711
INFO:root:Epoch[49] Batch [1250]	Speed: 292.42 samples/sec	Train-accuracy=0.507266
INFO:root:Epoch[49] Batch [1250]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[49] Batch [1300]	Speed: 290.25 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[49] Batch [1300]	Speed: 290.25 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[49] Batch [1350]	Speed: 294.69 samples/sec	Train-accuracy=0.509531
INFO:root:Epoch[49] Batch [1350]	Speed: 294.69 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[49] Batch [1400]	Speed: 288.15 samples/sec	Train-accuracy=0.513125
INFO:root:Epoch[49] Batch [1400]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[49] Batch [1450]	Speed: 288.45 samples/sec	Train-accuracy=0.512852
INFO:root:Epoch[49] Batch [1450]	Speed: 288.45 samples/sec	Train-top_k_accuracy_5=0.747383
INFO:root:Epoch[49] Batch [1500]	Speed: 296.65 samples/sec	Train-accuracy=0.507969
INFO:root:Epoch[49] Batch [1500]	Speed: 296.65 samples/sec	Train-top_k_accuracy_5=0.744844
INFO:root:Epoch[49] Batch [1550]	Speed: 290.32 samples/sec	Train-accuracy=0.505820
INFO:root:Epoch[49] Batch [1550]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.747461
INFO:root:Epoch[49] Batch [1600]	Speed: 284.15 samples/sec	Train-accuracy=0.517305
INFO:root:Epoch[49] Batch [1600]	Speed: 284.15 samples/sec	Train-top_k_accuracy_5=0.755625
INFO:root:Epoch[49] Batch [1650]	Speed: 290.53 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[49] Batch [1650]	Speed: 290.53 samples/sec	Train-top_k_accuracy_5=0.747852
INFO:root:Epoch[49] Batch [1700]	Speed: 290.21 samples/sec	Train-accuracy=0.513828
INFO:root:Epoch[49] Batch [1700]	Speed: 290.21 samples/sec	Train-top_k_accuracy_5=0.755156
INFO:root:Epoch[49] Batch [1750]	Speed: 288.06 samples/sec	Train-accuracy=0.513555
INFO:root:Epoch[49] Batch [1750]	Speed: 288.06 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[49] Batch [1800]	Speed: 292.65 samples/sec	Train-accuracy=0.507930
INFO:root:Epoch[49] Batch [1800]	Speed: 292.65 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[49] Batch [1850]	Speed: 294.51 samples/sec	Train-accuracy=0.506523
INFO:root:Epoch[49] Batch [1850]	Speed: 294.51 samples/sec	Train-top_k_accuracy_5=0.747695
INFO:root:Epoch[49] Batch [1900]	Speed: 290.13 samples/sec	Train-accuracy=0.505234
INFO:root:Epoch[49] Batch [1900]	Speed: 290.13 samples/sec	Train-top_k_accuracy_5=0.747617
INFO:root:Epoch[49] Batch [1950]	Speed: 298.80 samples/sec	Train-accuracy=0.513164
INFO:root:Epoch[49] Batch [1950]	Speed: 298.80 samples/sec	Train-top_k_accuracy_5=0.748398
INFO:root:Epoch[49] Batch [2000]	Speed: 286.31 samples/sec	Train-accuracy=0.517656
INFO:root:Epoch[49] Batch [2000]	Speed: 286.31 samples/sec	Train-top_k_accuracy_5=0.755078
INFO:root:Epoch[49] Batch [2050]	Speed: 292.64 samples/sec	Train-accuracy=0.508633
INFO:root:Epoch[49] Batch [2050]	Speed: 292.64 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[49] Batch [2100]	Speed: 296.63 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[49] Batch [2100]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.753867
INFO:root:Epoch[49] Batch [2150]	Speed: 294.59 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[49] Batch [2150]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[49] Batch [2200]	Speed: 288.00 samples/sec	Train-accuracy=0.508047
INFO:root:Epoch[49] Batch [2200]	Speed: 288.00 samples/sec	Train-top_k_accuracy_5=0.752422
INFO:root:Epoch[49] Batch [2250]	Speed: 296.55 samples/sec	Train-accuracy=0.508320
INFO:root:Epoch[49] Batch [2250]	Speed: 296.55 samples/sec	Train-top_k_accuracy_5=0.751367
INFO:root:Epoch[49] Batch [2300]	Speed: 276.72 samples/sec	Train-accuracy=0.508555
INFO:root:Epoch[49] Batch [2300]	Speed: 276.72 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[49] Batch [2350]	Speed: 294.68 samples/sec	Train-accuracy=0.509727
INFO:root:Epoch[49] Batch [2350]	Speed: 294.68 samples/sec	Train-top_k_accuracy_5=0.748516
INFO:root:Epoch[49] Batch [2400]	Speed: 288.38 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[49] Batch [2400]	Speed: 288.38 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[49] Batch [2450]	Speed: 294.35 samples/sec	Train-accuracy=0.514492
INFO:root:Epoch[49] Batch [2450]	Speed: 294.35 samples/sec	Train-top_k_accuracy_5=0.751289
INFO:root:Epoch[49] Batch [2500]	Speed: 292.55 samples/sec	Train-accuracy=0.506406
INFO:root:Epoch[49] Batch [2500]	Speed: 292.55 samples/sec	Train-top_k_accuracy_5=0.749648
INFO:root:Epoch[49] Resetting Data Iterator
INFO:root:Epoch[49] Time cost=4365.090
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0050.params"
INFO:root:Epoch[49] Validation-accuracy=0.555704
INFO:root:Epoch[49] Validation-top_k_accuracy_5=0.802415
INFO:root:Epoch[50] Batch [50]	Speed: 292.18 samples/sec	Train-accuracy=0.512461
INFO:root:Epoch[50] Batch [50]	Speed: 292.18 samples/sec	Train-top_k_accuracy_5=0.755000
INFO:root:Epoch[50] Batch [100]	Speed: 305.86 samples/sec	Train-accuracy=0.512305
INFO:root:Epoch[50] Batch [100]	Speed: 305.86 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[50] Batch [150]	Speed: 284.00 samples/sec	Train-accuracy=0.514062
INFO:root:Epoch[50] Batch [150]	Speed: 284.00 samples/sec	Train-top_k_accuracy_5=0.755273
INFO:root:Epoch[50] Batch [200]	Speed: 288.47 samples/sec	Train-accuracy=0.502188
INFO:root:Epoch[50] Batch [200]	Speed: 288.47 samples/sec	Train-top_k_accuracy_5=0.743281
INFO:root:Epoch[50] Batch [250]	Speed: 280.37 samples/sec	Train-accuracy=0.514766
INFO:root:Epoch[50] Batch [250]	Speed: 280.37 samples/sec	Train-top_k_accuracy_5=0.752734
INFO:root:Epoch[50] Batch [300]	Speed: 294.55 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[50] Batch [300]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[50] Batch [350]	Speed: 290.33 samples/sec	Train-accuracy=0.511055
INFO:root:Epoch[50] Batch [350]	Speed: 290.33 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[50] Batch [400]	Speed: 296.56 samples/sec	Train-accuracy=0.501055
INFO:root:Epoch[50] Batch [400]	Speed: 296.56 samples/sec	Train-top_k_accuracy_5=0.744414
INFO:root:Epoch[50] Batch [450]	Speed: 291.26 samples/sec	Train-accuracy=0.500234
INFO:root:Epoch[50] Batch [450]	Speed: 291.26 samples/sec	Train-top_k_accuracy_5=0.746484
INFO:root:Epoch[50] Batch [500]	Speed: 288.55 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[50] Batch [500]	Speed: 288.55 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[50] Batch [550]	Speed: 291.10 samples/sec	Train-accuracy=0.513437
INFO:root:Epoch[50] Batch [550]	Speed: 291.10 samples/sec	Train-top_k_accuracy_5=0.753984
INFO:root:Epoch[50] Batch [600]	Speed: 284.02 samples/sec	Train-accuracy=0.510938
INFO:root:Epoch[50] Batch [600]	Speed: 284.02 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[50] Batch [650]	Speed: 292.38 samples/sec	Train-accuracy=0.511758
INFO:root:Epoch[50] Batch [650]	Speed: 292.38 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[50] Batch [700]	Speed: 296.66 samples/sec	Train-accuracy=0.507305
INFO:root:Epoch[50] Batch [700]	Speed: 296.66 samples/sec	Train-top_k_accuracy_5=0.746992
INFO:root:Epoch[50] Batch [750]	Speed: 294.48 samples/sec	Train-accuracy=0.512656
INFO:root:Epoch[50] Batch [750]	Speed: 294.48 samples/sec	Train-top_k_accuracy_5=0.753398
INFO:root:Epoch[50] Batch [800]	Speed: 299.34 samples/sec	Train-accuracy=0.510430
INFO:root:Epoch[50] Batch [800]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[50] Batch [850]	Speed: 296.51 samples/sec	Train-accuracy=0.511719
INFO:root:Epoch[50] Batch [850]	Speed: 296.51 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[50] Batch [900]	Speed: 294.61 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[50] Batch [900]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[50] Batch [950]	Speed: 298.42 samples/sec	Train-accuracy=0.509492
INFO:root:Epoch[50] Batch [950]	Speed: 298.42 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[50] Batch [1000]	Speed: 286.38 samples/sec	Train-accuracy=0.508711
INFO:root:Epoch[50] Batch [1000]	Speed: 286.38 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[50] Batch [1050]	Speed: 281.02 samples/sec	Train-accuracy=0.506602
INFO:root:Epoch[50] Batch [1050]	Speed: 281.02 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[50] Batch [1100]	Speed: 286.51 samples/sec	Train-accuracy=0.510703
INFO:root:Epoch[50] Batch [1100]	Speed: 286.51 samples/sec	Train-top_k_accuracy_5=0.747227
INFO:root:Epoch[50] Batch [1150]	Speed: 288.35 samples/sec	Train-accuracy=0.507656
INFO:root:Epoch[50] Batch [1150]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[50] Batch [1200]	Speed: 299.10 samples/sec	Train-accuracy=0.509961
INFO:root:Epoch[50] Batch [1200]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[50] Batch [1250]	Speed: 290.05 samples/sec	Train-accuracy=0.507500
INFO:root:Epoch[50] Batch [1250]	Speed: 290.05 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[50] Batch [1300]	Speed: 297.24 samples/sec	Train-accuracy=0.510742
INFO:root:Epoch[50] Batch [1300]	Speed: 297.24 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[50] Batch [1350]	Speed: 294.59 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[50] Batch [1350]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[50] Batch [1400]	Speed: 290.32 samples/sec	Train-accuracy=0.512617
INFO:root:Epoch[50] Batch [1400]	Speed: 290.32 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[50] Batch [1450]	Speed: 286.06 samples/sec	Train-accuracy=0.510859
INFO:root:Epoch[50] Batch [1450]	Speed: 286.06 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[50] Batch [1500]	Speed: 298.94 samples/sec	Train-accuracy=0.501719
INFO:root:Epoch[50] Batch [1500]	Speed: 298.94 samples/sec	Train-top_k_accuracy_5=0.747734
INFO:root:Epoch[50] Batch [1550]	Speed: 286.44 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[50] Batch [1550]	Speed: 286.44 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[50] Batch [1600]	Speed: 288.35 samples/sec	Train-accuracy=0.512305
INFO:root:Epoch[50] Batch [1600]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.756289
INFO:root:Epoch[50] Batch [1650]	Speed: 301.19 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[50] Batch [1650]	Speed: 301.19 samples/sec	Train-top_k_accuracy_5=0.748984
INFO:root:Epoch[50] Batch [1700]	Speed: 292.30 samples/sec	Train-accuracy=0.512773
INFO:root:Epoch[50] Batch [1700]	Speed: 292.30 samples/sec	Train-top_k_accuracy_5=0.751523
INFO:root:Epoch[50] Batch [1750]	Speed: 292.21 samples/sec	Train-accuracy=0.513672
INFO:root:Epoch[50] Batch [1750]	Speed: 292.21 samples/sec	Train-top_k_accuracy_5=0.753945
INFO:root:Epoch[50] Batch [1800]	Speed: 290.71 samples/sec	Train-accuracy=0.508711
INFO:root:Epoch[50] Batch [1800]	Speed: 290.71 samples/sec	Train-top_k_accuracy_5=0.751523
INFO:root:Epoch[50] Batch [1850]	Speed: 292.49 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[50] Batch [1850]	Speed: 292.49 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[50] Batch [1900]	Speed: 290.59 samples/sec	Train-accuracy=0.512539
INFO:root:Epoch[50] Batch [1900]	Speed: 290.59 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[50] Batch [1950]	Speed: 290.45 samples/sec	Train-accuracy=0.506836
INFO:root:Epoch[50] Batch [1950]	Speed: 290.45 samples/sec	Train-top_k_accuracy_5=0.748359
INFO:root:Epoch[50] Batch [2000]	Speed: 296.78 samples/sec	Train-accuracy=0.511719
INFO:root:Epoch[50] Batch [2000]	Speed: 296.78 samples/sec	Train-top_k_accuracy_5=0.753945
INFO:root:Epoch[50] Batch [2050]	Speed: 301.03 samples/sec	Train-accuracy=0.504531
INFO:root:Epoch[50] Batch [2050]	Speed: 301.03 samples/sec	Train-top_k_accuracy_5=0.746563
INFO:root:Epoch[50] Batch [2100]	Speed: 294.55 samples/sec	Train-accuracy=0.510898
INFO:root:Epoch[50] Batch [2100]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[50] Batch [2150]	Speed: 303.20 samples/sec	Train-accuracy=0.509727
INFO:root:Epoch[50] Batch [2150]	Speed: 303.20 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[50] Batch [2200]	Speed: 286.00 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[50] Batch [2200]	Speed: 286.00 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[50] Batch [2250]	Speed: 297.16 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[50] Batch [2250]	Speed: 297.16 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[50] Batch [2300]	Speed: 298.79 samples/sec	Train-accuracy=0.509258
INFO:root:Epoch[50] Batch [2300]	Speed: 298.79 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[50] Batch [2350]	Speed: 290.20 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[50] Batch [2350]	Speed: 290.20 samples/sec	Train-top_k_accuracy_5=0.752695
INFO:root:Epoch[50] Batch [2400]	Speed: 286.43 samples/sec	Train-accuracy=0.507383
INFO:root:Epoch[50] Batch [2400]	Speed: 286.43 samples/sec	Train-top_k_accuracy_5=0.742461
INFO:root:Epoch[50] Batch [2450]	Speed: 297.03 samples/sec	Train-accuracy=0.511563
INFO:root:Epoch[50] Batch [2450]	Speed: 297.03 samples/sec	Train-top_k_accuracy_5=0.753672
INFO:root:Epoch[50] Batch [2500]	Speed: 303.16 samples/sec	Train-accuracy=0.510938
INFO:root:Epoch[50] Batch [2500]	Speed: 303.16 samples/sec	Train-top_k_accuracy_5=0.746641
INFO:root:Epoch[50] Resetting Data Iterator
INFO:root:Epoch[50] Time cost=4378.903
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0051.params"
INFO:root:Epoch[50] Validation-accuracy=0.567343
INFO:root:Epoch[50] Validation-top_k_accuracy_5=0.808534
INFO:root:Epoch[51] Batch [50]	Speed: 305.02 samples/sec	Train-accuracy=0.516055
INFO:root:Epoch[51] Batch [50]	Speed: 305.02 samples/sec	Train-top_k_accuracy_5=0.754258
INFO:root:Epoch[51] Batch [100]	Speed: 294.52 samples/sec	Train-accuracy=0.513594
INFO:root:Epoch[51] Batch [100]	Speed: 294.52 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[51] Batch [150]	Speed: 288.33 samples/sec	Train-accuracy=0.513906
INFO:root:Epoch[51] Batch [150]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.754922
INFO:root:Epoch[51] Batch [200]	Speed: 265.58 samples/sec	Train-accuracy=0.506680
INFO:root:Epoch[51] Batch [200]	Speed: 265.58 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[51] Batch [250]	Speed: 301.94 samples/sec	Train-accuracy=0.510898
INFO:root:Epoch[51] Batch [250]	Speed: 301.94 samples/sec	Train-top_k_accuracy_5=0.753047
INFO:root:Epoch[51] Batch [300]	Speed: 305.70 samples/sec	Train-accuracy=0.511250
INFO:root:Epoch[51] Batch [300]	Speed: 305.70 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[51] Batch [350]	Speed: 290.41 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[51] Batch [350]	Speed: 290.41 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[51] Batch [400]	Speed: 305.71 samples/sec	Train-accuracy=0.508125
INFO:root:Epoch[51] Batch [400]	Speed: 305.71 samples/sec	Train-top_k_accuracy_5=0.747852
INFO:root:Epoch[51] Batch [450]	Speed: 294.47 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[51] Batch [450]	Speed: 294.47 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[51] Batch [500]	Speed: 296.93 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[51] Batch [500]	Speed: 296.93 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[51] Batch [550]	Speed: 296.64 samples/sec	Train-accuracy=0.513164
INFO:root:Epoch[51] Batch [550]	Speed: 296.64 samples/sec	Train-top_k_accuracy_5=0.753672
INFO:root:Epoch[51] Batch [600]	Speed: 292.34 samples/sec	Train-accuracy=0.511016
INFO:root:Epoch[51] Batch [600]	Speed: 292.34 samples/sec	Train-top_k_accuracy_5=0.748633
INFO:root:Epoch[51] Batch [650]	Speed: 272.83 samples/sec	Train-accuracy=0.510352
INFO:root:Epoch[51] Batch [650]	Speed: 272.83 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[51] Batch [700]	Speed: 283.97 samples/sec	Train-accuracy=0.508516
INFO:root:Epoch[51] Batch [700]	Speed: 283.97 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[51] Batch [750]	Speed: 278.16 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[51] Batch [750]	Speed: 278.16 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[51] Batch [800]	Speed: 278.41 samples/sec	Train-accuracy=0.506250
INFO:root:Epoch[51] Batch [800]	Speed: 278.41 samples/sec	Train-top_k_accuracy_5=0.746914
INFO:root:Epoch[51] Batch [850]	Speed: 283.85 samples/sec	Train-accuracy=0.512813
INFO:root:Epoch[51] Batch [850]	Speed: 283.85 samples/sec	Train-top_k_accuracy_5=0.755039
INFO:root:Epoch[51] Batch [900]	Speed: 270.63 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[51] Batch [900]	Speed: 270.63 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[51] Batch [950]	Speed: 283.79 samples/sec	Train-accuracy=0.507695
INFO:root:Epoch[51] Batch [950]	Speed: 283.79 samples/sec	Train-top_k_accuracy_5=0.747109
INFO:root:Epoch[51] Batch [1000]	Speed: 271.88 samples/sec	Train-accuracy=0.509805
INFO:root:Epoch[51] Batch [1000]	Speed: 271.88 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[51] Batch [1050]	Speed: 272.50 samples/sec	Train-accuracy=0.507305
INFO:root:Epoch[51] Batch [1050]	Speed: 272.50 samples/sec	Train-top_k_accuracy_5=0.747266
INFO:root:Epoch[51] Batch [1100]	Speed: 282.27 samples/sec	Train-accuracy=0.513633
INFO:root:Epoch[51] Batch [1100]	Speed: 282.27 samples/sec	Train-top_k_accuracy_5=0.754141
INFO:root:Epoch[51] Batch [1150]	Speed: 284.16 samples/sec	Train-accuracy=0.499063
INFO:root:Epoch[51] Batch [1150]	Speed: 284.16 samples/sec	Train-top_k_accuracy_5=0.744453
INFO:root:Epoch[51] Batch [1200]	Speed: 283.86 samples/sec	Train-accuracy=0.508867
INFO:root:Epoch[51] Batch [1200]	Speed: 283.86 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[51] Batch [1250]	Speed: 277.92 samples/sec	Train-accuracy=0.510352
INFO:root:Epoch[51] Batch [1250]	Speed: 277.92 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[51] Batch [1300]	Speed: 274.06 samples/sec	Train-accuracy=0.503945
INFO:root:Epoch[51] Batch [1300]	Speed: 274.06 samples/sec	Train-top_k_accuracy_5=0.743945
INFO:root:Epoch[51] Batch [1350]	Speed: 270.66 samples/sec	Train-accuracy=0.515586
INFO:root:Epoch[51] Batch [1350]	Speed: 270.66 samples/sec	Train-top_k_accuracy_5=0.751055
INFO:root:Epoch[51] Batch [1400]	Speed: 278.42 samples/sec	Train-accuracy=0.515312
INFO:root:Epoch[51] Batch [1400]	Speed: 278.42 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[51] Batch [1450]	Speed: 288.08 samples/sec	Train-accuracy=0.511211
INFO:root:Epoch[51] Batch [1450]	Speed: 288.08 samples/sec	Train-top_k_accuracy_5=0.746406
INFO:root:Epoch[51] Batch [1500]	Speed: 279.89 samples/sec	Train-accuracy=0.504883
INFO:root:Epoch[51] Batch [1500]	Speed: 279.89 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[51] Batch [1550]	Speed: 279.91 samples/sec	Train-accuracy=0.507461
INFO:root:Epoch[51] Batch [1550]	Speed: 279.91 samples/sec	Train-top_k_accuracy_5=0.745078
INFO:root:Epoch[51] Batch [1600]	Speed: 274.11 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[51] Batch [1600]	Speed: 274.11 samples/sec	Train-top_k_accuracy_5=0.753164
INFO:root:Epoch[51] Batch [1650]	Speed: 272.39 samples/sec	Train-accuracy=0.506445
INFO:root:Epoch[51] Batch [1650]	Speed: 272.39 samples/sec	Train-top_k_accuracy_5=0.746367
INFO:root:Epoch[51] Batch [1700]	Speed: 281.80 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[51] Batch [1700]	Speed: 281.80 samples/sec	Train-top_k_accuracy_5=0.753789
INFO:root:Epoch[51] Batch [1750]	Speed: 280.27 samples/sec	Train-accuracy=0.511719
INFO:root:Epoch[51] Batch [1750]	Speed: 280.27 samples/sec	Train-top_k_accuracy_5=0.750938
INFO:root:Epoch[51] Batch [1800]	Speed: 287.90 samples/sec	Train-accuracy=0.509727
INFO:root:Epoch[51] Batch [1800]	Speed: 287.90 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[51] Batch [1850]	Speed: 274.03 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[51] Batch [1850]	Speed: 274.03 samples/sec	Train-top_k_accuracy_5=0.752461
INFO:root:Epoch[51] Batch [1900]	Speed: 278.34 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[51] Batch [1900]	Speed: 278.34 samples/sec	Train-top_k_accuracy_5=0.747852
INFO:root:Epoch[51] Batch [1950]	Speed: 276.28 samples/sec	Train-accuracy=0.510430
INFO:root:Epoch[51] Batch [1950]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.745117
INFO:root:Epoch[51] Batch [2000]	Speed: 280.13 samples/sec	Train-accuracy=0.512695
INFO:root:Epoch[51] Batch [2000]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.752070
INFO:root:Epoch[51] Batch [2050]	Speed: 286.03 samples/sec	Train-accuracy=0.506758
INFO:root:Epoch[51] Batch [2050]	Speed: 286.03 samples/sec	Train-top_k_accuracy_5=0.750586
INFO:root:Epoch[51] Batch [2100]	Speed: 275.97 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[51] Batch [2100]	Speed: 275.97 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[51] Batch [2150]	Speed: 276.00 samples/sec	Train-accuracy=0.506563
INFO:root:Epoch[51] Batch [2150]	Speed: 276.00 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[51] Batch [2200]	Speed: 281.70 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[51] Batch [2200]	Speed: 281.70 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[51] Batch [2250]	Speed: 274.49 samples/sec	Train-accuracy=0.505977
INFO:root:Epoch[51] Batch [2250]	Speed: 274.49 samples/sec	Train-top_k_accuracy_5=0.748555
INFO:root:Epoch[51] Batch [2300]	Speed: 277.96 samples/sec	Train-accuracy=0.513242
INFO:root:Epoch[51] Batch [2300]	Speed: 277.96 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[51] Batch [2350]	Speed: 274.29 samples/sec	Train-accuracy=0.512695
INFO:root:Epoch[51] Batch [2350]	Speed: 274.29 samples/sec	Train-top_k_accuracy_5=0.754141
INFO:root:Epoch[51] Batch [2400]	Speed: 287.64 samples/sec	Train-accuracy=0.507070
INFO:root:Epoch[51] Batch [2400]	Speed: 287.64 samples/sec	Train-top_k_accuracy_5=0.747773
INFO:root:Epoch[51] Batch [2450]	Speed: 275.96 samples/sec	Train-accuracy=0.513477
INFO:root:Epoch[51] Batch [2450]	Speed: 275.96 samples/sec	Train-top_k_accuracy_5=0.755742
INFO:root:Epoch[51] Batch [2500]	Speed: 274.46 samples/sec	Train-accuracy=0.508047
INFO:root:Epoch[51] Batch [2500]	Speed: 274.46 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[51] Resetting Data Iterator
INFO:root:Epoch[51] Time cost=4540.492
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0052.params"
INFO:root:Epoch[51] Validation-accuracy=0.568599
INFO:root:Epoch[51] Validation-top_k_accuracy_5=0.807358
INFO:root:Epoch[52] Batch [50]	Speed: 295.43 samples/sec	Train-accuracy=0.517656
INFO:root:Epoch[52] Batch [50]	Speed: 295.43 samples/sec	Train-top_k_accuracy_5=0.755391
INFO:root:Epoch[52] Batch [100]	Speed: 276.06 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[52] Batch [100]	Speed: 276.06 samples/sec	Train-top_k_accuracy_5=0.752070
INFO:root:Epoch[52] Batch [150]	Speed: 304.80 samples/sec	Train-accuracy=0.511328
INFO:root:Epoch[52] Batch [150]	Speed: 304.80 samples/sec	Train-top_k_accuracy_5=0.751367
INFO:root:Epoch[52] Batch [200]	Speed: 302.18 samples/sec	Train-accuracy=0.506172
INFO:root:Epoch[52] Batch [200]	Speed: 302.18 samples/sec	Train-top_k_accuracy_5=0.747500
INFO:root:Epoch[52] Batch [250]	Speed: 291.00 samples/sec	Train-accuracy=0.513633
INFO:root:Epoch[52] Batch [250]	Speed: 291.00 samples/sec	Train-top_k_accuracy_5=0.754805
INFO:root:Epoch[52] Batch [300]	Speed: 276.50 samples/sec	Train-accuracy=0.507109
INFO:root:Epoch[52] Batch [300]	Speed: 276.50 samples/sec	Train-top_k_accuracy_5=0.753203
INFO:root:Epoch[52] Batch [350]	Speed: 272.49 samples/sec	Train-accuracy=0.507266
INFO:root:Epoch[52] Batch [350]	Speed: 272.49 samples/sec	Train-top_k_accuracy_5=0.748750
INFO:root:Epoch[52] Batch [400]	Speed: 270.47 samples/sec	Train-accuracy=0.505703
INFO:root:Epoch[52] Batch [400]	Speed: 270.47 samples/sec	Train-top_k_accuracy_5=0.744141
INFO:root:Epoch[52] Batch [450]	Speed: 284.35 samples/sec	Train-accuracy=0.504844
INFO:root:Epoch[52] Batch [450]	Speed: 284.35 samples/sec	Train-top_k_accuracy_5=0.747109
INFO:root:Epoch[52] Batch [500]	Speed: 278.26 samples/sec	Train-accuracy=0.515859
INFO:root:Epoch[52] Batch [500]	Speed: 278.26 samples/sec	Train-top_k_accuracy_5=0.751016
INFO:root:Epoch[52] Batch [550]	Speed: 281.95 samples/sec	Train-accuracy=0.517383
INFO:root:Epoch[52] Batch [550]	Speed: 281.95 samples/sec	Train-top_k_accuracy_5=0.758477
INFO:root:Epoch[52] Batch [600]	Speed: 283.83 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[52] Batch [600]	Speed: 283.83 samples/sec	Train-top_k_accuracy_5=0.752461
INFO:root:Epoch[52] Batch [650]	Speed: 279.85 samples/sec	Train-accuracy=0.513164
INFO:root:Epoch[52] Batch [650]	Speed: 279.85 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[52] Batch [700]	Speed: 274.09 samples/sec	Train-accuracy=0.513477
INFO:root:Epoch[52] Batch [700]	Speed: 274.09 samples/sec	Train-top_k_accuracy_5=0.751797
INFO:root:Epoch[52] Batch [750]	Speed: 280.00 samples/sec	Train-accuracy=0.507266
INFO:root:Epoch[52] Batch [750]	Speed: 280.00 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[52] Batch [800]	Speed: 283.92 samples/sec	Train-accuracy=0.507695
INFO:root:Epoch[52] Batch [800]	Speed: 283.92 samples/sec	Train-top_k_accuracy_5=0.752773
INFO:root:Epoch[52] Batch [850]	Speed: 279.73 samples/sec	Train-accuracy=0.508867
INFO:root:Epoch[52] Batch [850]	Speed: 279.73 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[52] Batch [900]	Speed: 274.08 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[52] Batch [900]	Speed: 274.08 samples/sec	Train-top_k_accuracy_5=0.748984
INFO:root:Epoch[52] Batch [950]	Speed: 274.07 samples/sec	Train-accuracy=0.510078
INFO:root:Epoch[52] Batch [950]	Speed: 274.07 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[52] Batch [1000]	Speed: 280.10 samples/sec	Train-accuracy=0.510156
INFO:root:Epoch[52] Batch [1000]	Speed: 280.10 samples/sec	Train-top_k_accuracy_5=0.754766
INFO:root:Epoch[52] Batch [1050]	Speed: 287.64 samples/sec	Train-accuracy=0.505039
INFO:root:Epoch[52] Batch [1050]	Speed: 287.64 samples/sec	Train-top_k_accuracy_5=0.748359
INFO:root:Epoch[52] Batch [1100]	Speed: 276.30 samples/sec	Train-accuracy=0.513242
INFO:root:Epoch[52] Batch [1100]	Speed: 276.30 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[52] Batch [1150]	Speed: 278.36 samples/sec	Train-accuracy=0.509648
INFO:root:Epoch[52] Batch [1150]	Speed: 278.36 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[52] Batch [1200]	Speed: 274.00 samples/sec	Train-accuracy=0.507305
INFO:root:Epoch[52] Batch [1200]	Speed: 274.00 samples/sec	Train-top_k_accuracy_5=0.745938
INFO:root:Epoch[52] Batch [1250]	Speed: 277.95 samples/sec	Train-accuracy=0.510547
INFO:root:Epoch[52] Batch [1250]	Speed: 277.95 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[52] Batch [1300]	Speed: 284.00 samples/sec	Train-accuracy=0.509648
INFO:root:Epoch[52] Batch [1300]	Speed: 284.00 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[52] Batch [1350]	Speed: 276.06 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[52] Batch [1350]	Speed: 276.06 samples/sec	Train-top_k_accuracy_5=0.753477
INFO:root:Epoch[52] Batch [1400]	Speed: 280.12 samples/sec	Train-accuracy=0.511797
INFO:root:Epoch[52] Batch [1400]	Speed: 280.12 samples/sec	Train-top_k_accuracy_5=0.752461
INFO:root:Epoch[52] Batch [1450]	Speed: 283.83 samples/sec	Train-accuracy=0.506758
INFO:root:Epoch[52] Batch [1450]	Speed: 283.83 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[52] Batch [1500]	Speed: 272.50 samples/sec	Train-accuracy=0.504766
INFO:root:Epoch[52] Batch [1500]	Speed: 272.50 samples/sec	Train-top_k_accuracy_5=0.748750
INFO:root:Epoch[52] Batch [1550]	Speed: 277.84 samples/sec	Train-accuracy=0.513398
INFO:root:Epoch[52] Batch [1550]	Speed: 277.84 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[52] Batch [1600]	Speed: 276.28 samples/sec	Train-accuracy=0.519492
INFO:root:Epoch[52] Batch [1600]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.757383
INFO:root:Epoch[52] Batch [1650]	Speed: 289.86 samples/sec	Train-accuracy=0.508555
INFO:root:Epoch[52] Batch [1650]	Speed: 289.86 samples/sec	Train-top_k_accuracy_5=0.746875
INFO:root:Epoch[52] Batch [1700]	Speed: 280.00 samples/sec	Train-accuracy=0.509844
INFO:root:Epoch[52] Batch [1700]	Speed: 280.00 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[52] Batch [1750]	Speed: 277.76 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[52] Batch [1750]	Speed: 277.76 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[52] Batch [1800]	Speed: 272.75 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[52] Batch [1800]	Speed: 272.75 samples/sec	Train-top_k_accuracy_5=0.752461
INFO:root:Epoch[52] Batch [1850]	Speed: 277.97 samples/sec	Train-accuracy=0.510156
INFO:root:Epoch[52] Batch [1850]	Speed: 277.97 samples/sec	Train-top_k_accuracy_5=0.750977
INFO:root:Epoch[52] Batch [1900]	Speed: 278.16 samples/sec	Train-accuracy=0.513477
INFO:root:Epoch[52] Batch [1900]	Speed: 278.16 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[52] Batch [1950]	Speed: 276.31 samples/sec	Train-accuracy=0.511797
INFO:root:Epoch[52] Batch [1950]	Speed: 276.31 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[52] Batch [2000]	Speed: 281.92 samples/sec	Train-accuracy=0.515742
INFO:root:Epoch[52] Batch [2000]	Speed: 281.92 samples/sec	Train-top_k_accuracy_5=0.755625
INFO:root:Epoch[52] Batch [2050]	Speed: 282.01 samples/sec	Train-accuracy=0.507227
INFO:root:Epoch[52] Batch [2050]	Speed: 282.01 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[52] Batch [2100]	Speed: 279.64 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[52] Batch [2100]	Speed: 279.64 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[52] Batch [2150]	Speed: 276.23 samples/sec	Train-accuracy=0.507422
INFO:root:Epoch[52] Batch [2150]	Speed: 276.23 samples/sec	Train-top_k_accuracy_5=0.749141
INFO:root:Epoch[52] Batch [2200]	Speed: 278.21 samples/sec	Train-accuracy=0.515000
INFO:root:Epoch[52] Batch [2200]	Speed: 278.21 samples/sec	Train-top_k_accuracy_5=0.755156
INFO:root:Epoch[52] Batch [2250]	Speed: 274.53 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[52] Batch [2250]	Speed: 274.53 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[52] Batch [2300]	Speed: 283.75 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[52] Batch [2300]	Speed: 283.75 samples/sec	Train-top_k_accuracy_5=0.750430
INFO:root:Epoch[52] Batch [2350]	Speed: 279.78 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[52] Batch [2350]	Speed: 279.78 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[52] Batch [2400]	Speed: 272.31 samples/sec	Train-accuracy=0.509453
INFO:root:Epoch[52] Batch [2400]	Speed: 272.31 samples/sec	Train-top_k_accuracy_5=0.754023
INFO:root:Epoch[52] Batch [2450]	Speed: 270.67 samples/sec	Train-accuracy=0.518711
INFO:root:Epoch[52] Batch [2450]	Speed: 270.67 samples/sec	Train-top_k_accuracy_5=0.758437
INFO:root:Epoch[52] Batch [2500]	Speed: 283.86 samples/sec	Train-accuracy=0.507734
INFO:root:Epoch[52] Batch [2500]	Speed: 283.86 samples/sec	Train-top_k_accuracy_5=0.748203
INFO:root:Epoch[52] Resetting Data Iterator
INFO:root:Epoch[52] Time cost=4578.667
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0053.params"
INFO:root:Epoch[52] Validation-accuracy=0.572883
INFO:root:Epoch[52] Validation-top_k_accuracy_5=0.812101
INFO:root:Epoch[53] Batch [50]	Speed: 297.59 samples/sec	Train-accuracy=0.515195
INFO:root:Epoch[53] Batch [50]	Speed: 297.59 samples/sec	Train-top_k_accuracy_5=0.753516
INFO:root:Epoch[53] Batch [100]	Speed: 287.86 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[53] Batch [100]	Speed: 287.86 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[53] Batch [150]	Speed: 276.00 samples/sec	Train-accuracy=0.507773
INFO:root:Epoch[53] Batch [150]	Speed: 276.00 samples/sec	Train-top_k_accuracy_5=0.753164
INFO:root:Epoch[53] Batch [200]	Speed: 272.44 samples/sec	Train-accuracy=0.511797
INFO:root:Epoch[53] Batch [200]	Speed: 272.44 samples/sec	Train-top_k_accuracy_5=0.749766
INFO:root:Epoch[53] Batch [250]	Speed: 273.98 samples/sec	Train-accuracy=0.514258
INFO:root:Epoch[53] Batch [250]	Speed: 273.98 samples/sec	Train-top_k_accuracy_5=0.756523
INFO:root:Epoch[53] Batch [300]	Speed: 276.22 samples/sec	Train-accuracy=0.511719
INFO:root:Epoch[53] Batch [300]	Speed: 276.22 samples/sec	Train-top_k_accuracy_5=0.754219
INFO:root:Epoch[53] Batch [350]	Speed: 278.36 samples/sec	Train-accuracy=0.507188
INFO:root:Epoch[53] Batch [350]	Speed: 278.36 samples/sec	Train-top_k_accuracy_5=0.745586
INFO:root:Epoch[53] Batch [400]	Speed: 278.20 samples/sec	Train-accuracy=0.506445
INFO:root:Epoch[53] Batch [400]	Speed: 278.20 samples/sec	Train-top_k_accuracy_5=0.748516
INFO:root:Epoch[53] Batch [450]	Speed: 279.72 samples/sec	Train-accuracy=0.504336
INFO:root:Epoch[53] Batch [450]	Speed: 279.72 samples/sec	Train-top_k_accuracy_5=0.753555
INFO:root:Epoch[53] Batch [500]	Speed: 270.77 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[53] Batch [500]	Speed: 270.77 samples/sec	Train-top_k_accuracy_5=0.748516
INFO:root:Epoch[53] Batch [550]	Speed: 275.91 samples/sec	Train-accuracy=0.518242
INFO:root:Epoch[53] Batch [550]	Speed: 275.91 samples/sec	Train-top_k_accuracy_5=0.756641
INFO:root:Epoch[53] Batch [600]	Speed: 278.00 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[53] Batch [600]	Speed: 278.00 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[53] Batch [650]	Speed: 285.58 samples/sec	Train-accuracy=0.510859
INFO:root:Epoch[53] Batch [650]	Speed: 285.58 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[53] Batch [700]	Speed: 278.58 samples/sec	Train-accuracy=0.511172
INFO:root:Epoch[53] Batch [700]	Speed: 278.58 samples/sec	Train-top_k_accuracy_5=0.754609
INFO:root:Epoch[53] Batch [750]	Speed: 285.78 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[53] Batch [750]	Speed: 285.78 samples/sec	Train-top_k_accuracy_5=0.748125
INFO:root:Epoch[53] Batch [800]	Speed: 275.93 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[53] Batch [800]	Speed: 275.93 samples/sec	Train-top_k_accuracy_5=0.750547
INFO:root:Epoch[53] Batch [850]	Speed: 270.69 samples/sec	Train-accuracy=0.516250
INFO:root:Epoch[53] Batch [850]	Speed: 270.69 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[53] Batch [900]	Speed: 274.28 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[53] Batch [900]	Speed: 274.28 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[53] Batch [950]	Speed: 274.11 samples/sec	Train-accuracy=0.512617
INFO:root:Epoch[53] Batch [950]	Speed: 274.11 samples/sec	Train-top_k_accuracy_5=0.753203
INFO:root:Epoch[53] Batch [1000]	Speed: 278.40 samples/sec	Train-accuracy=0.509648
INFO:root:Epoch[53] Batch [1000]	Speed: 278.40 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[53] Batch [1050]	Speed: 281.91 samples/sec	Train-accuracy=0.505781
INFO:root:Epoch[53] Batch [1050]	Speed: 281.91 samples/sec	Train-top_k_accuracy_5=0.747656
INFO:root:Epoch[53] Batch [1100]	Speed: 284.21 samples/sec	Train-accuracy=0.513281
INFO:root:Epoch[53] Batch [1100]	Speed: 284.21 samples/sec	Train-top_k_accuracy_5=0.752422
INFO:root:Epoch[53] Batch [1150]	Speed: 270.66 samples/sec	Train-accuracy=0.504805
INFO:root:Epoch[53] Batch [1150]	Speed: 270.66 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[53] Batch [1200]	Speed: 277.95 samples/sec	Train-accuracy=0.506133
INFO:root:Epoch[53] Batch [1200]	Speed: 277.95 samples/sec	Train-top_k_accuracy_5=0.748867
INFO:root:Epoch[53] Batch [1250]	Speed: 279.86 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[53] Batch [1250]	Speed: 279.86 samples/sec	Train-top_k_accuracy_5=0.755703
INFO:root:Epoch[53] Batch [1300]	Speed: 272.62 samples/sec	Train-accuracy=0.507305
INFO:root:Epoch[53] Batch [1300]	Speed: 272.62 samples/sec	Train-top_k_accuracy_5=0.751328
INFO:root:Epoch[53] Batch [1350]	Speed: 278.20 samples/sec	Train-accuracy=0.515430
INFO:root:Epoch[53] Batch [1350]	Speed: 278.20 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[53] Batch [1400]	Speed: 280.07 samples/sec	Train-accuracy=0.517305
INFO:root:Epoch[53] Batch [1400]	Speed: 280.07 samples/sec	Train-top_k_accuracy_5=0.753867
INFO:root:Epoch[53] Batch [1450]	Speed: 276.23 samples/sec	Train-accuracy=0.514453
INFO:root:Epoch[53] Batch [1450]	Speed: 276.23 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[53] Batch [1500]	Speed: 275.82 samples/sec	Train-accuracy=0.506797
INFO:root:Epoch[53] Batch [1500]	Speed: 275.82 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[53] Batch [1550]	Speed: 274.54 samples/sec	Train-accuracy=0.511328
INFO:root:Epoch[53] Batch [1550]	Speed: 274.54 samples/sec	Train-top_k_accuracy_5=0.746992
INFO:root:Epoch[53] Batch [1600]	Speed: 272.25 samples/sec	Train-accuracy=0.515312
INFO:root:Epoch[53] Batch [1600]	Speed: 272.25 samples/sec	Train-top_k_accuracy_5=0.756563
INFO:root:Epoch[53] Batch [1650]	Speed: 276.28 samples/sec	Train-accuracy=0.510625
INFO:root:Epoch[53] Batch [1650]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[53] Batch [1700]	Speed: 280.05 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[53] Batch [1700]	Speed: 280.05 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[53] Batch [1750]	Speed: 282.03 samples/sec	Train-accuracy=0.510664
INFO:root:Epoch[53] Batch [1750]	Speed: 282.03 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[53] Batch [1800]	Speed: 276.07 samples/sec	Train-accuracy=0.508633
INFO:root:Epoch[53] Batch [1800]	Speed: 276.07 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[53] Batch [1850]	Speed: 278.26 samples/sec	Train-accuracy=0.510430
INFO:root:Epoch[53] Batch [1850]	Speed: 278.26 samples/sec	Train-top_k_accuracy_5=0.749883
INFO:root:Epoch[53] Batch [1900]	Speed: 276.31 samples/sec	Train-accuracy=0.511602
INFO:root:Epoch[53] Batch [1900]	Speed: 276.31 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[53] Batch [1950]	Speed: 277.84 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[53] Batch [1950]	Speed: 277.84 samples/sec	Train-top_k_accuracy_5=0.746172
INFO:root:Epoch[53] Batch [2000]	Speed: 276.20 samples/sec	Train-accuracy=0.517461
INFO:root:Epoch[53] Batch [2000]	Speed: 276.20 samples/sec	Train-top_k_accuracy_5=0.754844
INFO:root:Epoch[53] Batch [2050]	Speed: 276.14 samples/sec	Train-accuracy=0.507148
INFO:root:Epoch[53] Batch [2050]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.752969
INFO:root:Epoch[53] Batch [2100]	Speed: 281.65 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[53] Batch [2100]	Speed: 281.65 samples/sec	Train-top_k_accuracy_5=0.755039
INFO:root:Epoch[53] Batch [2150]	Speed: 280.27 samples/sec	Train-accuracy=0.510195
INFO:root:Epoch[53] Batch [2150]	Speed: 280.27 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[53] Batch [2200]	Speed: 278.08 samples/sec	Train-accuracy=0.512422
INFO:root:Epoch[53] Batch [2200]	Speed: 278.08 samples/sec	Train-top_k_accuracy_5=0.751406
INFO:root:Epoch[53] Batch [2250]	Speed: 277.81 samples/sec	Train-accuracy=0.513633
INFO:root:Epoch[53] Batch [2250]	Speed: 277.81 samples/sec	Train-top_k_accuracy_5=0.754336
INFO:root:Epoch[53] Batch [2300]	Speed: 276.14 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[53] Batch [2300]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.751016
INFO:root:Epoch[53] Batch [2350]	Speed: 278.13 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[53] Batch [2350]	Speed: 278.13 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[53] Batch [2400]	Speed: 283.91 samples/sec	Train-accuracy=0.514102
INFO:root:Epoch[53] Batch [2400]	Speed: 283.91 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[53] Batch [2450]	Speed: 283.67 samples/sec	Train-accuracy=0.514961
INFO:root:Epoch[53] Batch [2450]	Speed: 283.67 samples/sec	Train-top_k_accuracy_5=0.751563
INFO:root:Epoch[53] Batch [2500]	Speed: 278.06 samples/sec	Train-accuracy=0.509141
INFO:root:Epoch[53] Batch [2500]	Speed: 278.06 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[53] Resetting Data Iterator
INFO:root:Epoch[53] Time cost=4606.760
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0054.params"
INFO:root:Epoch[53] Validation-accuracy=0.559829
INFO:root:Epoch[53] Validation-top_k_accuracy_5=0.802535
INFO:root:Epoch[54] Batch [50]	Speed: 301.61 samples/sec	Train-accuracy=0.515781
INFO:root:Epoch[54] Batch [50]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.752969
INFO:root:Epoch[54] Batch [100]	Speed: 270.19 samples/sec	Train-accuracy=0.515156
INFO:root:Epoch[54] Batch [100]	Speed: 270.19 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[54] Batch [150]	Speed: 274.51 samples/sec	Train-accuracy=0.515391
INFO:root:Epoch[54] Batch [150]	Speed: 274.51 samples/sec	Train-top_k_accuracy_5=0.754492
INFO:root:Epoch[54] Batch [200]	Speed: 277.87 samples/sec	Train-accuracy=0.508984
INFO:root:Epoch[54] Batch [200]	Speed: 277.87 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[54] Batch [250]	Speed: 285.64 samples/sec	Train-accuracy=0.513789
INFO:root:Epoch[54] Batch [250]	Speed: 285.64 samples/sec	Train-top_k_accuracy_5=0.752930
INFO:root:Epoch[54] Batch [300]	Speed: 280.32 samples/sec	Train-accuracy=0.514492
INFO:root:Epoch[54] Batch [300]	Speed: 280.32 samples/sec	Train-top_k_accuracy_5=0.751133
INFO:root:Epoch[54] Batch [350]	Speed: 272.39 samples/sec	Train-accuracy=0.508086
INFO:root:Epoch[54] Batch [350]	Speed: 272.39 samples/sec	Train-top_k_accuracy_5=0.749336
INFO:root:Epoch[54] Batch [400]	Speed: 272.17 samples/sec	Train-accuracy=0.505000
INFO:root:Epoch[54] Batch [400]	Speed: 272.17 samples/sec	Train-top_k_accuracy_5=0.746836
INFO:root:Epoch[54] Batch [450]	Speed: 269.33 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[54] Batch [450]	Speed: 269.33 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[54] Batch [500]	Speed: 279.69 samples/sec	Train-accuracy=0.506484
INFO:root:Epoch[54] Batch [500]	Speed: 279.69 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[54] Batch [550]	Speed: 280.14 samples/sec	Train-accuracy=0.515000
INFO:root:Epoch[54] Batch [550]	Speed: 280.14 samples/sec	Train-top_k_accuracy_5=0.756680
INFO:root:Epoch[54] Batch [600]	Speed: 279.94 samples/sec	Train-accuracy=0.513164
INFO:root:Epoch[54] Batch [600]	Speed: 279.94 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[54] Batch [650]	Speed: 278.18 samples/sec	Train-accuracy=0.502578
INFO:root:Epoch[54] Batch [650]	Speed: 278.18 samples/sec	Train-top_k_accuracy_5=0.742344
INFO:root:Epoch[54] Batch [700]	Speed: 285.84 samples/sec	Train-accuracy=0.510898
INFO:root:Epoch[54] Batch [700]	Speed: 285.84 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[54] Batch [750]	Speed: 272.37 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[54] Batch [750]	Speed: 272.37 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[54] Batch [800]	Speed: 276.14 samples/sec	Train-accuracy=0.513711
INFO:root:Epoch[54] Batch [800]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[54] Batch [850]	Speed: 275.70 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[54] Batch [850]	Speed: 275.70 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[54] Batch [900]	Speed: 276.43 samples/sec	Train-accuracy=0.504453
INFO:root:Epoch[54] Batch [900]	Speed: 276.43 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[54] Batch [950]	Speed: 283.71 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[54] Batch [950]	Speed: 283.71 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[54] Batch [1000]	Speed: 274.45 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[54] Batch [1000]	Speed: 274.45 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[54] Batch [1050]	Speed: 279.84 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[54] Batch [1050]	Speed: 279.84 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[54] Batch [1100]	Speed: 267.07 samples/sec	Train-accuracy=0.513477
INFO:root:Epoch[54] Batch [1100]	Speed: 267.07 samples/sec	Train-top_k_accuracy_5=0.753789
INFO:root:Epoch[54] Batch [1150]	Speed: 280.02 samples/sec	Train-accuracy=0.505859
INFO:root:Epoch[54] Batch [1150]	Speed: 280.02 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[54] Batch [1200]	Speed: 281.64 samples/sec	Train-accuracy=0.512891
INFO:root:Epoch[54] Batch [1200]	Speed: 281.64 samples/sec	Train-top_k_accuracy_5=0.753477
INFO:root:Epoch[54] Batch [1250]	Speed: 279.79 samples/sec	Train-accuracy=0.509258
INFO:root:Epoch[54] Batch [1250]	Speed: 279.79 samples/sec	Train-top_k_accuracy_5=0.750664
INFO:root:Epoch[54] Batch [1300]	Speed: 277.95 samples/sec	Train-accuracy=0.509687
INFO:root:Epoch[54] Batch [1300]	Speed: 277.95 samples/sec	Train-top_k_accuracy_5=0.754141
INFO:root:Epoch[54] Batch [1350]	Speed: 278.29 samples/sec	Train-accuracy=0.514687
INFO:root:Epoch[54] Batch [1350]	Speed: 278.29 samples/sec	Train-top_k_accuracy_5=0.753633
INFO:root:Epoch[54] Batch [1400]	Speed: 278.01 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[54] Batch [1400]	Speed: 278.01 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[54] Batch [1450]	Speed: 276.15 samples/sec	Train-accuracy=0.512656
INFO:root:Epoch[54] Batch [1450]	Speed: 276.15 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[54] Batch [1500]	Speed: 272.24 samples/sec	Train-accuracy=0.508203
INFO:root:Epoch[54] Batch [1500]	Speed: 272.24 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[54] Batch [1550]	Speed: 276.08 samples/sec	Train-accuracy=0.506211
INFO:root:Epoch[54] Batch [1550]	Speed: 276.08 samples/sec	Train-top_k_accuracy_5=0.746602
INFO:root:Epoch[54] Batch [1600]	Speed: 277.93 samples/sec	Train-accuracy=0.515547
INFO:root:Epoch[54] Batch [1600]	Speed: 277.93 samples/sec	Train-top_k_accuracy_5=0.753281
INFO:root:Epoch[54] Batch [1650]	Speed: 280.12 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[54] Batch [1650]	Speed: 280.12 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[54] Batch [1700]	Speed: 281.45 samples/sec	Train-accuracy=0.513867
INFO:root:Epoch[54] Batch [1700]	Speed: 281.45 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[54] Batch [1750]	Speed: 282.15 samples/sec	Train-accuracy=0.514727
INFO:root:Epoch[54] Batch [1750]	Speed: 282.15 samples/sec	Train-top_k_accuracy_5=0.750742
INFO:root:Epoch[54] Batch [1800]	Speed: 279.92 samples/sec	Train-accuracy=0.509687
INFO:root:Epoch[54] Batch [1800]	Speed: 279.92 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[54] Batch [1850]	Speed: 277.94 samples/sec	Train-accuracy=0.508711
INFO:root:Epoch[54] Batch [1850]	Speed: 277.94 samples/sec	Train-top_k_accuracy_5=0.751797
INFO:root:Epoch[54] Batch [1900]	Speed: 272.58 samples/sec	Train-accuracy=0.513125
INFO:root:Epoch[54] Batch [1900]	Speed: 272.58 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[54] Batch [1950]	Speed: 275.97 samples/sec	Train-accuracy=0.510664
INFO:root:Epoch[54] Batch [1950]	Speed: 275.97 samples/sec	Train-top_k_accuracy_5=0.747188
INFO:root:Epoch[54] Batch [2000]	Speed: 281.88 samples/sec	Train-accuracy=0.514648
INFO:root:Epoch[54] Batch [2000]	Speed: 281.88 samples/sec	Train-top_k_accuracy_5=0.754805
INFO:root:Epoch[54] Batch [2050]	Speed: 272.38 samples/sec	Train-accuracy=0.510078
INFO:root:Epoch[54] Batch [2050]	Speed: 272.38 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[54] Batch [2100]	Speed: 287.95 samples/sec	Train-accuracy=0.508281
INFO:root:Epoch[54] Batch [2100]	Speed: 287.95 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[54] Batch [2150]	Speed: 276.17 samples/sec	Train-accuracy=0.505625
INFO:root:Epoch[54] Batch [2150]	Speed: 276.17 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[54] Batch [2200]	Speed: 276.12 samples/sec	Train-accuracy=0.515938
INFO:root:Epoch[54] Batch [2200]	Speed: 276.12 samples/sec	Train-top_k_accuracy_5=0.758125
INFO:root:Epoch[54] Batch [2250]	Speed: 274.06 samples/sec	Train-accuracy=0.511328
INFO:root:Epoch[54] Batch [2250]	Speed: 274.06 samples/sec	Train-top_k_accuracy_5=0.752578
INFO:root:Epoch[54] Batch [2300]	Speed: 276.12 samples/sec	Train-accuracy=0.510586
INFO:root:Epoch[54] Batch [2300]	Speed: 276.12 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[54] Batch [2350]	Speed: 280.31 samples/sec	Train-accuracy=0.512656
INFO:root:Epoch[54] Batch [2350]	Speed: 280.31 samples/sec	Train-top_k_accuracy_5=0.753320
INFO:root:Epoch[54] Batch [2400]	Speed: 273.96 samples/sec	Train-accuracy=0.513867
INFO:root:Epoch[54] Batch [2400]	Speed: 273.96 samples/sec	Train-top_k_accuracy_5=0.755898
INFO:root:Epoch[54] Batch [2450]	Speed: 286.30 samples/sec	Train-accuracy=0.517617
INFO:root:Epoch[54] Batch [2450]	Speed: 286.30 samples/sec	Train-top_k_accuracy_5=0.754062
INFO:root:Epoch[54] Batch [2500]	Speed: 281.65 samples/sec	Train-accuracy=0.511328
INFO:root:Epoch[54] Batch [2500]	Speed: 281.65 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[54] Resetting Data Iterator
INFO:root:Epoch[54] Time cost=4607.366
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0055.params"
INFO:root:Epoch[54] Validation-accuracy=0.560886
INFO:root:Epoch[54] Validation-top_k_accuracy_5=0.805345
INFO:root:Epoch[55] Batch [50]	Speed: 288.70 samples/sec	Train-accuracy=0.514844
INFO:root:Epoch[55] Batch [50]	Speed: 288.70 samples/sec	Train-top_k_accuracy_5=0.753867
INFO:root:Epoch[55] Batch [100]	Speed: 270.70 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[55] Batch [100]	Speed: 270.70 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[55] Batch [150]	Speed: 272.46 samples/sec	Train-accuracy=0.508320
INFO:root:Epoch[55] Batch [150]	Speed: 272.46 samples/sec	Train-top_k_accuracy_5=0.753398
INFO:root:Epoch[55] Batch [200]	Speed: 311.70 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[55] Batch [200]	Speed: 311.70 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[55] Batch [250]	Speed: 306.71 samples/sec	Train-accuracy=0.518633
INFO:root:Epoch[55] Batch [250]	Speed: 306.71 samples/sec	Train-top_k_accuracy_5=0.757539
INFO:root:Epoch[55] Batch [300]	Speed: 306.65 samples/sec	Train-accuracy=0.512852
INFO:root:Epoch[55] Batch [300]	Speed: 306.65 samples/sec	Train-top_k_accuracy_5=0.749570
INFO:root:Epoch[55] Batch [350]	Speed: 304.24 samples/sec	Train-accuracy=0.510586
INFO:root:Epoch[55] Batch [350]	Speed: 304.24 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[55] Batch [400]	Speed: 304.26 samples/sec	Train-accuracy=0.507031
INFO:root:Epoch[55] Batch [400]	Speed: 304.26 samples/sec	Train-top_k_accuracy_5=0.746289
INFO:root:Epoch[55] Batch [450]	Speed: 304.44 samples/sec	Train-accuracy=0.507617
INFO:root:Epoch[55] Batch [450]	Speed: 304.44 samples/sec	Train-top_k_accuracy_5=0.754687
INFO:root:Epoch[55] Batch [500]	Speed: 306.62 samples/sec	Train-accuracy=0.509844
INFO:root:Epoch[55] Batch [500]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.749258
INFO:root:Epoch[55] Batch [550]	Speed: 299.49 samples/sec	Train-accuracy=0.515859
INFO:root:Epoch[55] Batch [550]	Speed: 299.49 samples/sec	Train-top_k_accuracy_5=0.754805
INFO:root:Epoch[55] Batch [600]	Speed: 290.94 samples/sec	Train-accuracy=0.510586
INFO:root:Epoch[55] Batch [600]	Speed: 290.94 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[55] Batch [650]	Speed: 309.25 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[55] Batch [650]	Speed: 309.25 samples/sec	Train-top_k_accuracy_5=0.751953
INFO:root:Epoch[55] Batch [700]	Speed: 306.37 samples/sec	Train-accuracy=0.519062
INFO:root:Epoch[55] Batch [700]	Speed: 306.37 samples/sec	Train-top_k_accuracy_5=0.754141
INFO:root:Epoch[55] Batch [750]	Speed: 304.28 samples/sec	Train-accuracy=0.514727
INFO:root:Epoch[55] Batch [750]	Speed: 304.28 samples/sec	Train-top_k_accuracy_5=0.752578
INFO:root:Epoch[55] Batch [800]	Speed: 306.51 samples/sec	Train-accuracy=0.513008
INFO:root:Epoch[55] Batch [800]	Speed: 306.51 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[55] Batch [850]	Speed: 304.07 samples/sec	Train-accuracy=0.506758
INFO:root:Epoch[55] Batch [850]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[55] Batch [900]	Speed: 304.19 samples/sec	Train-accuracy=0.509609
INFO:root:Epoch[55] Batch [900]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.752266
INFO:root:Epoch[55] Batch [950]	Speed: 301.87 samples/sec	Train-accuracy=0.511406
INFO:root:Epoch[55] Batch [950]	Speed: 301.87 samples/sec	Train-top_k_accuracy_5=0.749297
INFO:root:Epoch[55] Batch [1000]	Speed: 299.27 samples/sec	Train-accuracy=0.513242
INFO:root:Epoch[55] Batch [1000]	Speed: 299.27 samples/sec	Train-top_k_accuracy_5=0.752266
INFO:root:Epoch[55] Batch [1050]	Speed: 301.76 samples/sec	Train-accuracy=0.509570
INFO:root:Epoch[55] Batch [1050]	Speed: 301.76 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[55] Batch [1100]	Speed: 304.08 samples/sec	Train-accuracy=0.514414
INFO:root:Epoch[55] Batch [1100]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.749805
INFO:root:Epoch[55] Batch [1150]	Speed: 304.06 samples/sec	Train-accuracy=0.505117
INFO:root:Epoch[55] Batch [1150]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.748125
INFO:root:Epoch[55] Batch [1200]	Speed: 306.59 samples/sec	Train-accuracy=0.515703
INFO:root:Epoch[55] Batch [1200]	Speed: 306.59 samples/sec	Train-top_k_accuracy_5=0.753320
INFO:root:Epoch[55] Batch [1250]	Speed: 304.25 samples/sec	Train-accuracy=0.514180
INFO:root:Epoch[55] Batch [1250]	Speed: 304.25 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[55] Batch [1300]	Speed: 297.58 samples/sec	Train-accuracy=0.512656
INFO:root:Epoch[55] Batch [1300]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.753789
INFO:root:Epoch[55] Batch [1350]	Speed: 293.27 samples/sec	Train-accuracy=0.509414
INFO:root:Epoch[55] Batch [1350]	Speed: 293.27 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[55] Batch [1400]	Speed: 304.01 samples/sec	Train-accuracy=0.512578
INFO:root:Epoch[55] Batch [1400]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.752695
INFO:root:Epoch[55] Batch [1450]	Speed: 301.52 samples/sec	Train-accuracy=0.519102
INFO:root:Epoch[55] Batch [1450]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.754336
INFO:root:Epoch[55] Batch [1500]	Speed: 303.86 samples/sec	Train-accuracy=0.506875
INFO:root:Epoch[55] Batch [1500]	Speed: 303.86 samples/sec	Train-top_k_accuracy_5=0.748047
INFO:root:Epoch[55] Batch [1550]	Speed: 304.31 samples/sec	Train-accuracy=0.509844
INFO:root:Epoch[55] Batch [1550]	Speed: 304.31 samples/sec	Train-top_k_accuracy_5=0.746758
INFO:root:Epoch[55] Batch [1600]	Speed: 304.13 samples/sec	Train-accuracy=0.516406
INFO:root:Epoch[55] Batch [1600]	Speed: 304.13 samples/sec	Train-top_k_accuracy_5=0.753906
INFO:root:Epoch[55] Batch [1650]	Speed: 299.61 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[55] Batch [1650]	Speed: 299.61 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[55] Batch [1700]	Speed: 299.76 samples/sec	Train-accuracy=0.514609
INFO:root:Epoch[55] Batch [1700]	Speed: 299.76 samples/sec	Train-top_k_accuracy_5=0.752695
INFO:root:Epoch[55] Batch [1750]	Speed: 306.82 samples/sec	Train-accuracy=0.511211
INFO:root:Epoch[55] Batch [1750]	Speed: 306.82 samples/sec	Train-top_k_accuracy_5=0.750703
INFO:root:Epoch[55] Batch [1800]	Speed: 295.47 samples/sec	Train-accuracy=0.504492
INFO:root:Epoch[55] Batch [1800]	Speed: 295.47 samples/sec	Train-top_k_accuracy_5=0.752344
INFO:root:Epoch[55] Batch [1850]	Speed: 301.75 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[55] Batch [1850]	Speed: 301.75 samples/sec	Train-top_k_accuracy_5=0.750195
INFO:root:Epoch[55] Batch [1900]	Speed: 297.12 samples/sec	Train-accuracy=0.513281
INFO:root:Epoch[55] Batch [1900]	Speed: 297.12 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[55] Batch [1950]	Speed: 304.41 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[55] Batch [1950]	Speed: 304.41 samples/sec	Train-top_k_accuracy_5=0.753164
INFO:root:Epoch[55] Batch [2000]	Speed: 304.07 samples/sec	Train-accuracy=0.517305
INFO:root:Epoch[55] Batch [2000]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.755742
INFO:root:Epoch[55] Batch [2050]	Speed: 306.55 samples/sec	Train-accuracy=0.504102
INFO:root:Epoch[55] Batch [2050]	Speed: 306.55 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[55] Batch [2100]	Speed: 306.62 samples/sec	Train-accuracy=0.512617
INFO:root:Epoch[55] Batch [2100]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.752383
INFO:root:Epoch[55] Batch [2150]	Speed: 306.44 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[55] Batch [2150]	Speed: 306.44 samples/sec	Train-top_k_accuracy_5=0.747070
INFO:root:Epoch[55] Batch [2200]	Speed: 302.09 samples/sec	Train-accuracy=0.511406
INFO:root:Epoch[55] Batch [2200]	Speed: 302.09 samples/sec	Train-top_k_accuracy_5=0.753398
INFO:root:Epoch[55] Batch [2250]	Speed: 293.00 samples/sec	Train-accuracy=0.510273
INFO:root:Epoch[55] Batch [2250]	Speed: 293.00 samples/sec	Train-top_k_accuracy_5=0.754336
INFO:root:Epoch[55] Batch [2300]	Speed: 293.33 samples/sec	Train-accuracy=0.510117
INFO:root:Epoch[55] Batch [2300]	Speed: 293.33 samples/sec	Train-top_k_accuracy_5=0.751680
INFO:root:Epoch[55] Batch [2350]	Speed: 297.65 samples/sec	Train-accuracy=0.505078
INFO:root:Epoch[55] Batch [2350]	Speed: 297.65 samples/sec	Train-top_k_accuracy_5=0.746211
INFO:root:Epoch[55] Batch [2400]	Speed: 306.38 samples/sec	Train-accuracy=0.508945
INFO:root:Epoch[55] Batch [2400]	Speed: 306.38 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[55] Batch [2450]	Speed: 302.15 samples/sec	Train-accuracy=0.517773
INFO:root:Epoch[55] Batch [2450]	Speed: 302.15 samples/sec	Train-top_k_accuracy_5=0.753633
INFO:root:Epoch[55] Batch [2500]	Speed: 304.09 samples/sec	Train-accuracy=0.510820
INFO:root:Epoch[55] Batch [2500]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.751289
INFO:root:Epoch[55] Resetting Data Iterator
INFO:root:Epoch[55] Time cost=4258.634
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0056.params"
INFO:root:Epoch[55] Validation-accuracy=0.566805
INFO:root:Epoch[55] Validation-top_k_accuracy_5=0.807777
INFO:root:Epoch[56] Batch [50]	Speed: 309.58 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[56] Batch [50]	Speed: 309.58 samples/sec	Train-top_k_accuracy_5=0.752656
INFO:root:Epoch[56] Batch [100]	Speed: 301.77 samples/sec	Train-accuracy=0.512344
INFO:root:Epoch[56] Batch [100]	Speed: 301.77 samples/sec	Train-top_k_accuracy_5=0.749766
INFO:root:Epoch[56] Batch [150]	Speed: 301.69 samples/sec	Train-accuracy=0.512188
INFO:root:Epoch[56] Batch [150]	Speed: 301.69 samples/sec	Train-top_k_accuracy_5=0.756719
INFO:root:Epoch[56] Batch [200]	Speed: 295.26 samples/sec	Train-accuracy=0.508633
INFO:root:Epoch[56] Batch [200]	Speed: 295.26 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[56] Batch [250]	Speed: 288.95 samples/sec	Train-accuracy=0.520312
INFO:root:Epoch[56] Batch [250]	Speed: 288.95 samples/sec	Train-top_k_accuracy_5=0.755469
INFO:root:Epoch[56] Batch [300]	Speed: 282.98 samples/sec	Train-accuracy=0.507070
INFO:root:Epoch[56] Batch [300]	Speed: 282.98 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[56] Batch [350]	Speed: 274.62 samples/sec	Train-accuracy=0.507695
INFO:root:Epoch[56] Batch [350]	Speed: 274.62 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[56] Batch [400]	Speed: 281.91 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[56] Batch [400]	Speed: 281.91 samples/sec	Train-top_k_accuracy_5=0.752656
INFO:root:Epoch[56] Batch [450]	Speed: 283.81 samples/sec	Train-accuracy=0.512188
INFO:root:Epoch[56] Batch [450]	Speed: 283.81 samples/sec	Train-top_k_accuracy_5=0.753047
INFO:root:Epoch[56] Batch [500]	Speed: 285.79 samples/sec	Train-accuracy=0.509141
INFO:root:Epoch[56] Batch [500]	Speed: 285.79 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[56] Batch [550]	Speed: 279.62 samples/sec	Train-accuracy=0.515195
INFO:root:Epoch[56] Batch [550]	Speed: 279.62 samples/sec	Train-top_k_accuracy_5=0.753437
INFO:root:Epoch[56] Batch [600]	Speed: 280.16 samples/sec	Train-accuracy=0.507617
INFO:root:Epoch[56] Batch [600]	Speed: 280.16 samples/sec	Train-top_k_accuracy_5=0.748945
INFO:root:Epoch[56] Batch [650]	Speed: 268.63 samples/sec	Train-accuracy=0.514922
INFO:root:Epoch[56] Batch [650]	Speed: 268.63 samples/sec	Train-top_k_accuracy_5=0.754922
INFO:root:Epoch[56] Batch [700]	Speed: 274.69 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[56] Batch [700]	Speed: 274.69 samples/sec	Train-top_k_accuracy_5=0.750586
INFO:root:Epoch[56] Batch [750]	Speed: 279.96 samples/sec	Train-accuracy=0.513672
INFO:root:Epoch[56] Batch [750]	Speed: 279.96 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[56] Batch [800]	Speed: 279.86 samples/sec	Train-accuracy=0.508867
INFO:root:Epoch[56] Batch [800]	Speed: 279.86 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[56] Batch [850]	Speed: 276.24 samples/sec	Train-accuracy=0.509883
INFO:root:Epoch[56] Batch [850]	Speed: 276.24 samples/sec	Train-top_k_accuracy_5=0.753164
INFO:root:Epoch[56] Batch [900]	Speed: 279.93 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[56] Batch [900]	Speed: 279.93 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[56] Batch [950]	Speed: 279.72 samples/sec	Train-accuracy=0.511484
INFO:root:Epoch[56] Batch [950]	Speed: 279.72 samples/sec	Train-top_k_accuracy_5=0.750469
INFO:root:Epoch[56] Batch [1000]	Speed: 270.32 samples/sec	Train-accuracy=0.507695
INFO:root:Epoch[56] Batch [1000]	Speed: 270.32 samples/sec	Train-top_k_accuracy_5=0.749375
INFO:root:Epoch[56] Batch [1050]	Speed: 274.43 samples/sec	Train-accuracy=0.506172
INFO:root:Epoch[56] Batch [1050]	Speed: 274.43 samples/sec	Train-top_k_accuracy_5=0.747773
INFO:root:Epoch[56] Batch [1100]	Speed: 280.29 samples/sec	Train-accuracy=0.512070
INFO:root:Epoch[56] Batch [1100]	Speed: 280.29 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[56] Batch [1150]	Speed: 283.76 samples/sec	Train-accuracy=0.505352
INFO:root:Epoch[56] Batch [1150]	Speed: 283.76 samples/sec	Train-top_k_accuracy_5=0.744883
INFO:root:Epoch[56] Batch [1200]	Speed: 281.63 samples/sec	Train-accuracy=0.511875
INFO:root:Epoch[56] Batch [1200]	Speed: 281.63 samples/sec	Train-top_k_accuracy_5=0.755039
INFO:root:Epoch[56] Batch [1250]	Speed: 286.15 samples/sec	Train-accuracy=0.513945
INFO:root:Epoch[56] Batch [1250]	Speed: 286.15 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[56] Batch [1300]	Speed: 283.80 samples/sec	Train-accuracy=0.505742
INFO:root:Epoch[56] Batch [1300]	Speed: 283.80 samples/sec	Train-top_k_accuracy_5=0.751836
INFO:root:Epoch[56] Batch [1350]	Speed: 270.71 samples/sec	Train-accuracy=0.512422
INFO:root:Epoch[56] Batch [1350]	Speed: 270.71 samples/sec	Train-top_k_accuracy_5=0.751094
INFO:root:Epoch[56] Batch [1400]	Speed: 276.04 samples/sec	Train-accuracy=0.511953
INFO:root:Epoch[56] Batch [1400]	Speed: 276.04 samples/sec	Train-top_k_accuracy_5=0.752109
INFO:root:Epoch[56] Batch [1450]	Speed: 272.26 samples/sec	Train-accuracy=0.514727
INFO:root:Epoch[56] Batch [1450]	Speed: 272.26 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[56] Batch [1500]	Speed: 274.67 samples/sec	Train-accuracy=0.509922
INFO:root:Epoch[56] Batch [1500]	Speed: 274.67 samples/sec	Train-top_k_accuracy_5=0.749102
INFO:root:Epoch[56] Batch [1550]	Speed: 279.52 samples/sec	Train-accuracy=0.509844
INFO:root:Epoch[56] Batch [1550]	Speed: 279.52 samples/sec	Train-top_k_accuracy_5=0.748008
INFO:root:Epoch[56] Batch [1600]	Speed: 280.22 samples/sec	Train-accuracy=0.514961
INFO:root:Epoch[56] Batch [1600]	Speed: 280.22 samples/sec	Train-top_k_accuracy_5=0.757578
INFO:root:Epoch[56] Batch [1650]	Speed: 274.48 samples/sec	Train-accuracy=0.515078
INFO:root:Epoch[56] Batch [1650]	Speed: 274.48 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[56] Batch [1700]	Speed: 280.02 samples/sec	Train-accuracy=0.512344
INFO:root:Epoch[56] Batch [1700]	Speed: 280.02 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[56] Batch [1750]	Speed: 272.45 samples/sec	Train-accuracy=0.512109
INFO:root:Epoch[56] Batch [1750]	Speed: 272.45 samples/sec	Train-top_k_accuracy_5=0.750313
INFO:root:Epoch[56] Batch [1800]	Speed: 279.79 samples/sec	Train-accuracy=0.512773
INFO:root:Epoch[56] Batch [1800]	Speed: 279.79 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[56] Batch [1850]	Speed: 272.25 samples/sec	Train-accuracy=0.513047
INFO:root:Epoch[56] Batch [1850]	Speed: 272.25 samples/sec	Train-top_k_accuracy_5=0.754375
INFO:root:Epoch[56] Batch [1900]	Speed: 272.40 samples/sec	Train-accuracy=0.508320
INFO:root:Epoch[56] Batch [1900]	Speed: 272.40 samples/sec	Train-top_k_accuracy_5=0.753672
INFO:root:Epoch[56] Batch [1950]	Speed: 276.47 samples/sec	Train-accuracy=0.508906
INFO:root:Epoch[56] Batch [1950]	Speed: 276.47 samples/sec	Train-top_k_accuracy_5=0.748984
INFO:root:Epoch[56] Batch [2000]	Speed: 272.58 samples/sec	Train-accuracy=0.517148
INFO:root:Epoch[56] Batch [2000]	Speed: 272.58 samples/sec	Train-top_k_accuracy_5=0.756094
INFO:root:Epoch[56] Batch [2050]	Speed: 276.23 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[56] Batch [2050]	Speed: 276.23 samples/sec	Train-top_k_accuracy_5=0.748906
INFO:root:Epoch[56] Batch [2100]	Speed: 284.20 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[56] Batch [2100]	Speed: 284.20 samples/sec	Train-top_k_accuracy_5=0.751211
INFO:root:Epoch[56] Batch [2150]	Speed: 280.17 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[56] Batch [2150]	Speed: 280.17 samples/sec	Train-top_k_accuracy_5=0.748594
INFO:root:Epoch[56] Batch [2200]	Speed: 277.47 samples/sec	Train-accuracy=0.511211
INFO:root:Epoch[56] Batch [2200]	Speed: 277.47 samples/sec	Train-top_k_accuracy_5=0.756953
INFO:root:Epoch[56] Batch [2250]	Speed: 278.21 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[56] Batch [2250]	Speed: 278.21 samples/sec	Train-top_k_accuracy_5=0.754961
INFO:root:Epoch[56] Batch [2300]	Speed: 283.18 samples/sec	Train-accuracy=0.511133
INFO:root:Epoch[56] Batch [2300]	Speed: 283.18 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[56] Batch [2350]	Speed: 280.00 samples/sec	Train-accuracy=0.516875
INFO:root:Epoch[56] Batch [2350]	Speed: 280.00 samples/sec	Train-top_k_accuracy_5=0.753828
INFO:root:Epoch[56] Batch [2400]	Speed: 281.69 samples/sec	Train-accuracy=0.513672
INFO:root:Epoch[56] Batch [2400]	Speed: 281.69 samples/sec	Train-top_k_accuracy_5=0.751602
INFO:root:Epoch[56] Batch [2450]	Speed: 278.42 samples/sec	Train-accuracy=0.516992
INFO:root:Epoch[56] Batch [2450]	Speed: 278.42 samples/sec	Train-top_k_accuracy_5=0.755000
INFO:root:Epoch[56] Batch [2500]	Speed: 293.76 samples/sec	Train-accuracy=0.507578
INFO:root:Epoch[56] Batch [2500]	Speed: 293.76 samples/sec	Train-top_k_accuracy_5=0.748789
INFO:root:Epoch[56] Resetting Data Iterator
INFO:root:Epoch[56] Time cost=4569.234
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0057.params"
INFO:root:Epoch[56] Validation-accuracy=0.560248
INFO:root:Epoch[56] Validation-top_k_accuracy_5=0.805983
INFO:root:Epoch[57] Batch [50]	Speed: 293.05 samples/sec	Train-accuracy=0.522813
INFO:root:Epoch[57] Batch [50]	Speed: 293.05 samples/sec	Train-top_k_accuracy_5=0.760781
INFO:root:Epoch[57] Batch [100]	Speed: 268.87 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[57] Batch [100]	Speed: 268.87 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[57] Batch [150]	Speed: 274.68 samples/sec	Train-accuracy=0.516016
INFO:root:Epoch[57] Batch [150]	Speed: 274.68 samples/sec	Train-top_k_accuracy_5=0.756992
INFO:root:Epoch[57] Batch [200]	Speed: 274.42 samples/sec	Train-accuracy=0.511094
INFO:root:Epoch[57] Batch [200]	Speed: 274.42 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[57] Batch [250]	Speed: 289.55 samples/sec	Train-accuracy=0.515273
INFO:root:Epoch[57] Batch [250]	Speed: 289.55 samples/sec	Train-top_k_accuracy_5=0.757539
INFO:root:Epoch[57] Batch [300]	Speed: 288.06 samples/sec	Train-accuracy=0.516250
INFO:root:Epoch[57] Batch [300]	Speed: 288.06 samples/sec	Train-top_k_accuracy_5=0.753711
INFO:root:Epoch[57] Batch [350]	Speed: 296.81 samples/sec	Train-accuracy=0.512539
INFO:root:Epoch[57] Batch [350]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.754258
INFO:root:Epoch[57] Batch [400]	Speed: 288.59 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[57] Batch [400]	Speed: 288.59 samples/sec	Train-top_k_accuracy_5=0.749219
INFO:root:Epoch[57] Batch [450]	Speed: 301.80 samples/sec	Train-accuracy=0.510547
INFO:root:Epoch[57] Batch [450]	Speed: 301.80 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[57] Batch [500]	Speed: 296.82 samples/sec	Train-accuracy=0.514297
INFO:root:Epoch[57] Batch [500]	Speed: 296.82 samples/sec	Train-top_k_accuracy_5=0.755234
INFO:root:Epoch[57] Batch [550]	Speed: 299.22 samples/sec	Train-accuracy=0.518320
INFO:root:Epoch[57] Batch [550]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.755508
INFO:root:Epoch[57] Batch [600]	Speed: 299.08 samples/sec	Train-accuracy=0.515430
INFO:root:Epoch[57] Batch [600]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.754297
INFO:root:Epoch[57] Batch [650]	Speed: 296.67 samples/sec	Train-accuracy=0.514062
INFO:root:Epoch[57] Batch [650]	Speed: 296.67 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[57] Batch [700]	Speed: 296.73 samples/sec	Train-accuracy=0.512227
INFO:root:Epoch[57] Batch [700]	Speed: 296.73 samples/sec	Train-top_k_accuracy_5=0.757031
INFO:root:Epoch[57] Batch [750]	Speed: 299.07 samples/sec	Train-accuracy=0.507734
INFO:root:Epoch[57] Batch [750]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.750781
INFO:root:Epoch[57] Batch [800]	Speed: 298.90 samples/sec	Train-accuracy=0.515391
INFO:root:Epoch[57] Batch [800]	Speed: 298.90 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[57] Batch [850]	Speed: 292.42 samples/sec	Train-accuracy=0.507891
INFO:root:Epoch[57] Batch [850]	Speed: 292.42 samples/sec	Train-top_k_accuracy_5=0.749414
INFO:root:Epoch[57] Batch [900]	Speed: 296.78 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[57] Batch [900]	Speed: 296.78 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[57] Batch [950]	Speed: 296.91 samples/sec	Train-accuracy=0.516172
INFO:root:Epoch[57] Batch [950]	Speed: 296.91 samples/sec	Train-top_k_accuracy_5=0.750938
INFO:root:Epoch[57] Batch [1000]	Speed: 294.21 samples/sec	Train-accuracy=0.513008
INFO:root:Epoch[57] Batch [1000]	Speed: 294.21 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[57] Batch [1050]	Speed: 294.68 samples/sec	Train-accuracy=0.514922
INFO:root:Epoch[57] Batch [1050]	Speed: 294.68 samples/sec	Train-top_k_accuracy_5=0.751797
INFO:root:Epoch[57] Batch [1100]	Speed: 296.62 samples/sec	Train-accuracy=0.519961
INFO:root:Epoch[57] Batch [1100]	Speed: 296.62 samples/sec	Train-top_k_accuracy_5=0.756602
INFO:root:Epoch[57] Batch [1150]	Speed: 294.62 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[57] Batch [1150]	Speed: 294.62 samples/sec	Train-top_k_accuracy_5=0.751758
INFO:root:Epoch[57] Batch [1200]	Speed: 298.90 samples/sec	Train-accuracy=0.512539
INFO:root:Epoch[57] Batch [1200]	Speed: 298.90 samples/sec	Train-top_k_accuracy_5=0.752539
INFO:root:Epoch[57] Batch [1250]	Speed: 292.87 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[57] Batch [1250]	Speed: 292.87 samples/sec	Train-top_k_accuracy_5=0.754727
INFO:root:Epoch[57] Batch [1300]	Speed: 296.94 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[57] Batch [1300]	Speed: 296.94 samples/sec	Train-top_k_accuracy_5=0.750234
INFO:root:Epoch[57] Batch [1350]	Speed: 297.03 samples/sec	Train-accuracy=0.511875
INFO:root:Epoch[57] Batch [1350]	Speed: 297.03 samples/sec	Train-top_k_accuracy_5=0.751914
INFO:root:Epoch[57] Batch [1400]	Speed: 296.74 samples/sec	Train-accuracy=0.510898
INFO:root:Epoch[57] Batch [1400]	Speed: 296.74 samples/sec	Train-top_k_accuracy_5=0.750078
INFO:root:Epoch[57] Batch [1450]	Speed: 301.55 samples/sec	Train-accuracy=0.518633
INFO:root:Epoch[57] Batch [1450]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.752695
INFO:root:Epoch[57] Batch [1500]	Speed: 299.10 samples/sec	Train-accuracy=0.507773
INFO:root:Epoch[57] Batch [1500]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.749531
INFO:root:Epoch[57] Batch [1550]	Speed: 303.30 samples/sec	Train-accuracy=0.506016
INFO:root:Epoch[57] Batch [1550]	Speed: 303.30 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[57] Batch [1600]	Speed: 297.02 samples/sec	Train-accuracy=0.514766
INFO:root:Epoch[57] Batch [1600]	Speed: 297.02 samples/sec	Train-top_k_accuracy_5=0.756484
INFO:root:Epoch[57] Batch [1650]	Speed: 294.56 samples/sec	Train-accuracy=0.512734
INFO:root:Epoch[57] Batch [1650]	Speed: 294.56 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[57] Batch [1700]	Speed: 301.45 samples/sec	Train-accuracy=0.514453
INFO:root:Epoch[57] Batch [1700]	Speed: 301.45 samples/sec	Train-top_k_accuracy_5=0.755742
INFO:root:Epoch[57] Batch [1750]	Speed: 294.80 samples/sec	Train-accuracy=0.520312
INFO:root:Epoch[57] Batch [1750]	Speed: 294.80 samples/sec	Train-top_k_accuracy_5=0.755703
INFO:root:Epoch[57] Batch [1800]	Speed: 299.27 samples/sec	Train-accuracy=0.506914
INFO:root:Epoch[57] Batch [1800]	Speed: 299.27 samples/sec	Train-top_k_accuracy_5=0.748086
INFO:root:Epoch[57] Batch [1850]	Speed: 299.10 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[57] Batch [1850]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.752539
INFO:root:Epoch[57] Batch [1900]	Speed: 299.30 samples/sec	Train-accuracy=0.512930
INFO:root:Epoch[57] Batch [1900]	Speed: 299.30 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[57] Batch [1950]	Speed: 301.82 samples/sec	Train-accuracy=0.507812
INFO:root:Epoch[57] Batch [1950]	Speed: 301.82 samples/sec	Train-top_k_accuracy_5=0.747109
INFO:root:Epoch[57] Batch [2000]	Speed: 303.83 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[57] Batch [2000]	Speed: 303.83 samples/sec	Train-top_k_accuracy_5=0.753359
INFO:root:Epoch[57] Batch [2050]	Speed: 301.79 samples/sec	Train-accuracy=0.509492
INFO:root:Epoch[57] Batch [2050]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.751836
INFO:root:Epoch[57] Batch [2100]	Speed: 297.36 samples/sec	Train-accuracy=0.513437
INFO:root:Epoch[57] Batch [2100]	Speed: 297.36 samples/sec	Train-top_k_accuracy_5=0.753281
INFO:root:Epoch[57] Batch [2150]	Speed: 293.30 samples/sec	Train-accuracy=0.510352
INFO:root:Epoch[57] Batch [2150]	Speed: 293.30 samples/sec	Train-top_k_accuracy_5=0.748398
INFO:root:Epoch[57] Batch [2200]	Speed: 304.14 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[57] Batch [2200]	Speed: 304.14 samples/sec	Train-top_k_accuracy_5=0.752578
INFO:root:Epoch[57] Batch [2250]	Speed: 271.93 samples/sec	Train-accuracy=0.508711
INFO:root:Epoch[57] Batch [2250]	Speed: 271.93 samples/sec	Train-top_k_accuracy_5=0.755000
INFO:root:Epoch[57] Batch [2300]	Speed: 283.78 samples/sec	Train-accuracy=0.512109
INFO:root:Epoch[57] Batch [2300]	Speed: 283.78 samples/sec	Train-top_k_accuracy_5=0.752344
INFO:root:Epoch[57] Batch [2350]	Speed: 275.80 samples/sec	Train-accuracy=0.511680
INFO:root:Epoch[57] Batch [2350]	Speed: 275.80 samples/sec	Train-top_k_accuracy_5=0.755703
INFO:root:Epoch[57] Batch [2400]	Speed: 290.22 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[57] Batch [2400]	Speed: 290.22 samples/sec	Train-top_k_accuracy_5=0.751563
INFO:root:Epoch[57] Batch [2450]	Speed: 281.58 samples/sec	Train-accuracy=0.517578
INFO:root:Epoch[57] Batch [2450]	Speed: 281.58 samples/sec	Train-top_k_accuracy_5=0.758086
INFO:root:Epoch[57] Batch [2500]	Speed: 277.91 samples/sec	Train-accuracy=0.517539
INFO:root:Epoch[57] Batch [2500]	Speed: 277.91 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[57] Resetting Data Iterator
INFO:root:Epoch[57] Time cost=4369.253
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0058.params"
INFO:root:Epoch[57] Validation-accuracy=0.566725
INFO:root:Epoch[57] Validation-top_k_accuracy_5=0.809032
INFO:root:Epoch[58] Batch [50]	Speed: 277.01 samples/sec	Train-accuracy=0.515938
INFO:root:Epoch[58] Batch [50]	Speed: 277.01 samples/sec	Train-top_k_accuracy_5=0.758008
INFO:root:Epoch[58] Batch [100]	Speed: 281.69 samples/sec	Train-accuracy=0.509258
INFO:root:Epoch[58] Batch [100]	Speed: 281.69 samples/sec	Train-top_k_accuracy_5=0.749453
INFO:root:Epoch[58] Batch [150]	Speed: 277.79 samples/sec	Train-accuracy=0.516602
INFO:root:Epoch[58] Batch [150]	Speed: 277.79 samples/sec	Train-top_k_accuracy_5=0.752266
INFO:root:Epoch[58] Batch [200]	Speed: 280.38 samples/sec	Train-accuracy=0.505898
INFO:root:Epoch[58] Batch [200]	Speed: 280.38 samples/sec	Train-top_k_accuracy_5=0.745391
INFO:root:Epoch[58] Batch [250]	Speed: 306.94 samples/sec	Train-accuracy=0.517656
INFO:root:Epoch[58] Batch [250]	Speed: 306.94 samples/sec	Train-top_k_accuracy_5=0.755625
INFO:root:Epoch[58] Batch [300]	Speed: 306.42 samples/sec	Train-accuracy=0.511367
INFO:root:Epoch[58] Batch [300]	Speed: 306.42 samples/sec	Train-top_k_accuracy_5=0.753555
INFO:root:Epoch[58] Batch [350]	Speed: 302.15 samples/sec	Train-accuracy=0.504922
INFO:root:Epoch[58] Batch [350]	Speed: 302.15 samples/sec	Train-top_k_accuracy_5=0.745977
INFO:root:Epoch[58] Batch [400]	Speed: 304.09 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[58] Batch [400]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.752695
INFO:root:Epoch[58] Batch [450]	Speed: 301.54 samples/sec	Train-accuracy=0.505664
INFO:root:Epoch[58] Batch [450]	Speed: 301.54 samples/sec	Train-top_k_accuracy_5=0.747969
INFO:root:Epoch[58] Batch [500]	Speed: 293.25 samples/sec	Train-accuracy=0.511250
INFO:root:Epoch[58] Batch [500]	Speed: 293.25 samples/sec	Train-top_k_accuracy_5=0.754258
INFO:root:Epoch[58] Batch [550]	Speed: 292.99 samples/sec	Train-accuracy=0.515039
INFO:root:Epoch[58] Batch [550]	Speed: 292.99 samples/sec	Train-top_k_accuracy_5=0.754023
INFO:root:Epoch[58] Batch [600]	Speed: 306.60 samples/sec	Train-accuracy=0.511953
INFO:root:Epoch[58] Batch [600]	Speed: 306.60 samples/sec	Train-top_k_accuracy_5=0.753789
INFO:root:Epoch[58] Batch [650]	Speed: 295.30 samples/sec	Train-accuracy=0.512148
INFO:root:Epoch[58] Batch [650]	Speed: 295.30 samples/sec	Train-top_k_accuracy_5=0.750117
INFO:root:Epoch[58] Batch [700]	Speed: 302.18 samples/sec	Train-accuracy=0.513594
INFO:root:Epoch[58] Batch [700]	Speed: 302.18 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[58] Batch [750]	Speed: 302.02 samples/sec	Train-accuracy=0.513516
INFO:root:Epoch[58] Batch [750]	Speed: 302.02 samples/sec	Train-top_k_accuracy_5=0.751367
INFO:root:Epoch[58] Batch [800]	Speed: 304.07 samples/sec	Train-accuracy=0.510156
INFO:root:Epoch[58] Batch [800]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[58] Batch [850]	Speed: 306.57 samples/sec	Train-accuracy=0.508672
INFO:root:Epoch[58] Batch [850]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[58] Batch [900]	Speed: 304.04 samples/sec	Train-accuracy=0.511094
INFO:root:Epoch[58] Batch [900]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.750820
INFO:root:Epoch[58] Batch [950]	Speed: 303.99 samples/sec	Train-accuracy=0.514531
INFO:root:Epoch[58] Batch [950]	Speed: 303.99 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[58] Batch [1000]	Speed: 297.58 samples/sec	Train-accuracy=0.514531
INFO:root:Epoch[58] Batch [1000]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.753750
INFO:root:Epoch[58] Batch [1050]	Speed: 300.18 samples/sec	Train-accuracy=0.507422
INFO:root:Epoch[58] Batch [1050]	Speed: 300.18 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[58] Batch [1100]	Speed: 291.30 samples/sec	Train-accuracy=0.512344
INFO:root:Epoch[58] Batch [1100]	Speed: 291.30 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[58] Batch [1150]	Speed: 274.03 samples/sec	Train-accuracy=0.506992
INFO:root:Epoch[58] Batch [1150]	Speed: 274.03 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[58] Batch [1200]	Speed: 285.98 samples/sec	Train-accuracy=0.511641
INFO:root:Epoch[58] Batch [1200]	Speed: 285.98 samples/sec	Train-top_k_accuracy_5=0.751992
INFO:root:Epoch[58] Batch [1250]	Speed: 277.98 samples/sec	Train-accuracy=0.513555
INFO:root:Epoch[58] Batch [1250]	Speed: 277.98 samples/sec	Train-top_k_accuracy_5=0.750391
INFO:root:Epoch[58] Batch [1300]	Speed: 281.84 samples/sec	Train-accuracy=0.512031
INFO:root:Epoch[58] Batch [1300]	Speed: 281.84 samples/sec	Train-top_k_accuracy_5=0.750156
INFO:root:Epoch[58] Batch [1350]	Speed: 281.99 samples/sec	Train-accuracy=0.511211
INFO:root:Epoch[58] Batch [1350]	Speed: 281.99 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[58] Batch [1400]	Speed: 281.94 samples/sec	Train-accuracy=0.514453
INFO:root:Epoch[58] Batch [1400]	Speed: 281.94 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[58] Batch [1450]	Speed: 291.42 samples/sec	Train-accuracy=0.516055
INFO:root:Epoch[58] Batch [1450]	Speed: 291.42 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[58] Batch [1500]	Speed: 274.56 samples/sec	Train-accuracy=0.504141
INFO:root:Epoch[58] Batch [1500]	Speed: 274.56 samples/sec	Train-top_k_accuracy_5=0.751328
INFO:root:Epoch[58] Batch [1550]	Speed: 283.86 samples/sec	Train-accuracy=0.511914
INFO:root:Epoch[58] Batch [1550]	Speed: 283.86 samples/sec	Train-top_k_accuracy_5=0.750352
INFO:root:Epoch[58] Batch [1600]	Speed: 276.12 samples/sec	Train-accuracy=0.516875
INFO:root:Epoch[58] Batch [1600]	Speed: 276.12 samples/sec	Train-top_k_accuracy_5=0.753945
INFO:root:Epoch[58] Batch [1650]	Speed: 280.24 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[58] Batch [1650]	Speed: 280.24 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[58] Batch [1700]	Speed: 275.75 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[58] Batch [1700]	Speed: 275.75 samples/sec	Train-top_k_accuracy_5=0.754141
INFO:root:Epoch[58] Batch [1750]	Speed: 288.38 samples/sec	Train-accuracy=0.512695
INFO:root:Epoch[58] Batch [1750]	Speed: 288.38 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[58] Batch [1800]	Speed: 279.92 samples/sec	Train-accuracy=0.513945
INFO:root:Epoch[58] Batch [1800]	Speed: 279.92 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[58] Batch [1850]	Speed: 281.73 samples/sec	Train-accuracy=0.508828
INFO:root:Epoch[58] Batch [1850]	Speed: 281.73 samples/sec	Train-top_k_accuracy_5=0.752305
INFO:root:Epoch[58] Batch [1900]	Speed: 283.58 samples/sec	Train-accuracy=0.510703
INFO:root:Epoch[58] Batch [1900]	Speed: 283.58 samples/sec	Train-top_k_accuracy_5=0.754180
INFO:root:Epoch[58] Batch [1950]	Speed: 282.10 samples/sec	Train-accuracy=0.505547
INFO:root:Epoch[58] Batch [1950]	Speed: 282.10 samples/sec	Train-top_k_accuracy_5=0.750391
INFO:root:Epoch[58] Batch [2000]	Speed: 276.22 samples/sec	Train-accuracy=0.513125
INFO:root:Epoch[58] Batch [2000]	Speed: 276.22 samples/sec	Train-top_k_accuracy_5=0.753711
INFO:root:Epoch[58] Batch [2050]	Speed: 285.78 samples/sec	Train-accuracy=0.508594
INFO:root:Epoch[58] Batch [2050]	Speed: 285.78 samples/sec	Train-top_k_accuracy_5=0.752578
INFO:root:Epoch[58] Batch [2100]	Speed: 281.77 samples/sec	Train-accuracy=0.511445
INFO:root:Epoch[58] Batch [2100]	Speed: 281.77 samples/sec	Train-top_k_accuracy_5=0.752656
INFO:root:Epoch[58] Batch [2150]	Speed: 287.80 samples/sec	Train-accuracy=0.510938
INFO:root:Epoch[58] Batch [2150]	Speed: 287.80 samples/sec	Train-top_k_accuracy_5=0.749062
INFO:root:Epoch[58] Batch [2200]	Speed: 281.99 samples/sec	Train-accuracy=0.517852
INFO:root:Epoch[58] Batch [2200]	Speed: 281.99 samples/sec	Train-top_k_accuracy_5=0.759375
INFO:root:Epoch[58] Batch [2250]	Speed: 286.05 samples/sec	Train-accuracy=0.511523
INFO:root:Epoch[58] Batch [2250]	Speed: 286.05 samples/sec	Train-top_k_accuracy_5=0.750898
INFO:root:Epoch[58] Batch [2300]	Speed: 287.89 samples/sec	Train-accuracy=0.511406
INFO:root:Epoch[58] Batch [2300]	Speed: 287.89 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[58] Batch [2350]	Speed: 285.70 samples/sec	Train-accuracy=0.515039
INFO:root:Epoch[58] Batch [2350]	Speed: 285.70 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[58] Batch [2400]	Speed: 276.29 samples/sec	Train-accuracy=0.510391
INFO:root:Epoch[58] Batch [2400]	Speed: 276.29 samples/sec	Train-top_k_accuracy_5=0.752500
INFO:root:Epoch[58] Batch [2450]	Speed: 280.04 samples/sec	Train-accuracy=0.516602
INFO:root:Epoch[58] Batch [2450]	Speed: 280.04 samples/sec	Train-top_k_accuracy_5=0.758047
INFO:root:Epoch[58] Batch [2500]	Speed: 285.64 samples/sec	Train-accuracy=0.512891
INFO:root:Epoch[58] Batch [2500]	Speed: 285.64 samples/sec	Train-top_k_accuracy_5=0.749961
INFO:root:Epoch[58] Resetting Data Iterator
INFO:root:Epoch[58] Time cost=4443.586
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0059.params"
INFO:root:Epoch[58] Validation-accuracy=0.559610
INFO:root:Epoch[58] Validation-top_k_accuracy_5=0.802396
INFO:root:Epoch[59] Batch [50]	Speed: 294.93 samples/sec	Train-accuracy=0.520703
INFO:root:Epoch[59] Batch [50]	Speed: 294.93 samples/sec	Train-top_k_accuracy_5=0.760430
INFO:root:Epoch[59] Batch [100]	Speed: 280.13 samples/sec	Train-accuracy=0.514023
INFO:root:Epoch[59] Batch [100]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.752344
INFO:root:Epoch[59] Batch [150]	Speed: 279.91 samples/sec	Train-accuracy=0.512266
INFO:root:Epoch[59] Batch [150]	Speed: 279.91 samples/sec	Train-top_k_accuracy_5=0.752891
INFO:root:Epoch[59] Batch [200]	Speed: 282.00 samples/sec	Train-accuracy=0.511250
INFO:root:Epoch[59] Batch [200]	Speed: 282.00 samples/sec	Train-top_k_accuracy_5=0.751133
INFO:root:Epoch[59] Batch [250]	Speed: 278.25 samples/sec	Train-accuracy=0.519219
INFO:root:Epoch[59] Batch [250]	Speed: 278.25 samples/sec	Train-top_k_accuracy_5=0.758867
INFO:root:Epoch[59] Batch [300]	Speed: 287.66 samples/sec	Train-accuracy=0.510938
INFO:root:Epoch[59] Batch [300]	Speed: 287.66 samples/sec	Train-top_k_accuracy_5=0.751328
INFO:root:Epoch[59] Batch [350]	Speed: 280.00 samples/sec	Train-accuracy=0.508437
INFO:root:Epoch[59] Batch [350]	Speed: 280.00 samples/sec	Train-top_k_accuracy_5=0.748320
INFO:root:Epoch[59] Batch [400]	Speed: 285.96 samples/sec	Train-accuracy=0.513789
INFO:root:Epoch[59] Batch [400]	Speed: 285.96 samples/sec	Train-top_k_accuracy_5=0.752188
INFO:root:Epoch[59] Batch [450]	Speed: 279.89 samples/sec	Train-accuracy=0.502656
INFO:root:Epoch[59] Batch [450]	Speed: 279.89 samples/sec	Train-top_k_accuracy_5=0.749727
INFO:root:Epoch[59] Batch [500]	Speed: 286.25 samples/sec	Train-accuracy=0.513906
INFO:root:Epoch[59] Batch [500]	Speed: 286.25 samples/sec	Train-top_k_accuracy_5=0.751250
INFO:root:Epoch[59] Batch [550]	Speed: 278.14 samples/sec	Train-accuracy=0.514219
INFO:root:Epoch[59] Batch [550]	Speed: 278.14 samples/sec	Train-top_k_accuracy_5=0.754883
INFO:root:Epoch[59] Batch [600]	Speed: 282.06 samples/sec	Train-accuracy=0.513086
INFO:root:Epoch[59] Batch [600]	Speed: 282.06 samples/sec	Train-top_k_accuracy_5=0.753984
INFO:root:Epoch[59] Batch [650]	Speed: 278.05 samples/sec	Train-accuracy=0.512227
INFO:root:Epoch[59] Batch [650]	Speed: 278.05 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[59] Batch [700]	Speed: 280.07 samples/sec	Train-accuracy=0.507305
INFO:root:Epoch[59] Batch [700]	Speed: 280.07 samples/sec	Train-top_k_accuracy_5=0.749922
INFO:root:Epoch[59] Batch [750]	Speed: 278.22 samples/sec	Train-accuracy=0.512109
INFO:root:Epoch[59] Batch [750]	Speed: 278.22 samples/sec	Train-top_k_accuracy_5=0.751055
INFO:root:Epoch[59] Batch [800]	Speed: 285.84 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[59] Batch [800]	Speed: 285.84 samples/sec	Train-top_k_accuracy_5=0.752539
INFO:root:Epoch[59] Batch [850]	Speed: 276.40 samples/sec	Train-accuracy=0.510234
INFO:root:Epoch[59] Batch [850]	Speed: 276.40 samples/sec	Train-top_k_accuracy_5=0.750273
INFO:root:Epoch[59] Batch [900]	Speed: 278.07 samples/sec	Train-accuracy=0.512617
INFO:root:Epoch[59] Batch [900]	Speed: 278.07 samples/sec	Train-top_k_accuracy_5=0.752266
INFO:root:Epoch[59] Batch [950]	Speed: 285.97 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[59] Batch [950]	Speed: 285.97 samples/sec	Train-top_k_accuracy_5=0.755000
INFO:root:Epoch[59] Batch [1000]	Speed: 276.01 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[59] Batch [1000]	Speed: 276.01 samples/sec	Train-top_k_accuracy_5=0.756133
INFO:root:Epoch[59] Batch [1050]	Speed: 288.06 samples/sec	Train-accuracy=0.510977
INFO:root:Epoch[59] Batch [1050]	Speed: 288.06 samples/sec	Train-top_k_accuracy_5=0.751445
INFO:root:Epoch[59] Batch [1100]	Speed: 279.78 samples/sec	Train-accuracy=0.509375
INFO:root:Epoch[59] Batch [1100]	Speed: 279.78 samples/sec	Train-top_k_accuracy_5=0.752969
INFO:root:Epoch[59] Batch [1150]	Speed: 277.91 samples/sec	Train-accuracy=0.512734
INFO:root:Epoch[59] Batch [1150]	Speed: 277.91 samples/sec	Train-top_k_accuracy_5=0.751211
INFO:root:Epoch[59] Batch [1200]	Speed: 280.35 samples/sec	Train-accuracy=0.513594
INFO:root:Epoch[59] Batch [1200]	Speed: 280.35 samples/sec	Train-top_k_accuracy_5=0.752031
INFO:root:Epoch[59] Batch [1250]	Speed: 282.01 samples/sec	Train-accuracy=0.509531
INFO:root:Epoch[59] Batch [1250]	Speed: 282.01 samples/sec	Train-top_k_accuracy_5=0.750000
INFO:root:Epoch[59] Batch [1300]	Speed: 280.04 samples/sec	Train-accuracy=0.511758
INFO:root:Epoch[59] Batch [1300]	Speed: 280.04 samples/sec	Train-top_k_accuracy_5=0.753750
INFO:root:Epoch[59] Batch [1350]	Speed: 272.70 samples/sec	Train-accuracy=0.515312
INFO:root:Epoch[59] Batch [1350]	Speed: 272.70 samples/sec	Train-top_k_accuracy_5=0.752344
INFO:root:Epoch[59] Batch [1400]	Speed: 279.61 samples/sec	Train-accuracy=0.511836
INFO:root:Epoch[59] Batch [1400]	Speed: 279.61 samples/sec	Train-top_k_accuracy_5=0.751719
INFO:root:Epoch[59] Batch [1450]	Speed: 284.08 samples/sec	Train-accuracy=0.515742
INFO:root:Epoch[59] Batch [1450]	Speed: 284.08 samples/sec	Train-top_k_accuracy_5=0.756406
INFO:root:Epoch[59] Batch [1500]	Speed: 278.15 samples/sec	Train-accuracy=0.509297
INFO:root:Epoch[59] Batch [1500]	Speed: 278.15 samples/sec	Train-top_k_accuracy_5=0.752617
INFO:root:Epoch[59] Batch [1550]	Speed: 280.02 samples/sec	Train-accuracy=0.502383
INFO:root:Epoch[59] Batch [1550]	Speed: 280.02 samples/sec	Train-top_k_accuracy_5=0.749844
INFO:root:Epoch[59] Batch [1600]	Speed: 283.97 samples/sec	Train-accuracy=0.515508
INFO:root:Epoch[59] Batch [1600]	Speed: 283.97 samples/sec	Train-top_k_accuracy_5=0.756523
INFO:root:Epoch[59] Batch [1650]	Speed: 281.56 samples/sec	Train-accuracy=0.513359
INFO:root:Epoch[59] Batch [1650]	Speed: 281.56 samples/sec	Train-top_k_accuracy_5=0.751211
INFO:root:Epoch[59] Batch [1700]	Speed: 280.13 samples/sec	Train-accuracy=0.513008
INFO:root:Epoch[59] Batch [1700]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.751875
INFO:root:Epoch[59] Batch [1750]	Speed: 282.04 samples/sec	Train-accuracy=0.518008
INFO:root:Epoch[59] Batch [1750]	Speed: 282.04 samples/sec	Train-top_k_accuracy_5=0.755391
INFO:root:Epoch[59] Batch [1800]	Speed: 283.74 samples/sec	Train-accuracy=0.508867
INFO:root:Epoch[59] Batch [1800]	Speed: 283.74 samples/sec	Train-top_k_accuracy_5=0.753477
INFO:root:Epoch[59] Batch [1850]	Speed: 280.20 samples/sec	Train-accuracy=0.511484
INFO:root:Epoch[59] Batch [1850]	Speed: 280.20 samples/sec	Train-top_k_accuracy_5=0.753047
INFO:root:Epoch[59] Batch [1900]	Speed: 289.82 samples/sec	Train-accuracy=0.511797
INFO:root:Epoch[59] Batch [1900]	Speed: 289.82 samples/sec	Train-top_k_accuracy_5=0.752148
INFO:root:Epoch[59] Batch [1950]	Speed: 276.30 samples/sec	Train-accuracy=0.506445
INFO:root:Epoch[59] Batch [1950]	Speed: 276.30 samples/sec	Train-top_k_accuracy_5=0.746602
INFO:root:Epoch[59] Batch [2000]	Speed: 285.73 samples/sec	Train-accuracy=0.514453
INFO:root:Epoch[59] Batch [2000]	Speed: 285.73 samples/sec	Train-top_k_accuracy_5=0.752812
INFO:root:Epoch[59] Batch [2050]	Speed: 276.02 samples/sec	Train-accuracy=0.508203
INFO:root:Epoch[59] Batch [2050]	Speed: 276.02 samples/sec	Train-top_k_accuracy_5=0.748672
INFO:root:Epoch[59] Batch [2100]	Speed: 280.26 samples/sec	Train-accuracy=0.509766
INFO:root:Epoch[59] Batch [2100]	Speed: 280.26 samples/sec	Train-top_k_accuracy_5=0.752422
INFO:root:Epoch[59] Batch [2150]	Speed: 281.91 samples/sec	Train-accuracy=0.511602
INFO:root:Epoch[59] Batch [2150]	Speed: 281.91 samples/sec	Train-top_k_accuracy_5=0.750625
INFO:root:Epoch[59] Batch [2200]	Speed: 275.98 samples/sec	Train-accuracy=0.511445
INFO:root:Epoch[59] Batch [2200]	Speed: 275.98 samples/sec	Train-top_k_accuracy_5=0.752422
INFO:root:Epoch[59] Batch [2250]	Speed: 291.63 samples/sec	Train-accuracy=0.512813
INFO:root:Epoch[59] Batch [2250]	Speed: 291.63 samples/sec	Train-top_k_accuracy_5=0.753828
INFO:root:Epoch[59] Batch [2300]	Speed: 280.42 samples/sec	Train-accuracy=0.509023
INFO:root:Epoch[59] Batch [2300]	Speed: 280.42 samples/sec	Train-top_k_accuracy_5=0.754414
INFO:root:Epoch[59] Batch [2350]	Speed: 279.86 samples/sec	Train-accuracy=0.515117
INFO:root:Epoch[59] Batch [2350]	Speed: 279.86 samples/sec	Train-top_k_accuracy_5=0.751016
INFO:root:Epoch[59] Batch [2400]	Speed: 278.49 samples/sec	Train-accuracy=0.509336
INFO:root:Epoch[59] Batch [2400]	Speed: 278.49 samples/sec	Train-top_k_accuracy_5=0.748477
INFO:root:Epoch[59] Batch [2450]	Speed: 284.11 samples/sec	Train-accuracy=0.520312
INFO:root:Epoch[59] Batch [2450]	Speed: 284.11 samples/sec	Train-top_k_accuracy_5=0.755781
INFO:root:Epoch[59] Batch [2500]	Speed: 282.04 samples/sec	Train-accuracy=0.507891
INFO:root:Epoch[59] Batch [2500]	Speed: 282.04 samples/sec	Train-top_k_accuracy_5=0.746133
INFO:root:Update[7507]: Change learning rate to 1.00000e-02
INFO:root:Epoch[59] Resetting Data Iterator
INFO:root:Epoch[59] Time cost=4553.794
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0060.params"
INFO:root:Epoch[59] Validation-accuracy=0.565808
INFO:root:Epoch[59] Validation-top_k_accuracy_5=0.808394
INFO:root:Epoch[60] Batch [50]	Speed: 276.29 samples/sec	Train-accuracy=0.533867
INFO:root:Epoch[60] Batch [50]	Speed: 276.29 samples/sec	Train-top_k_accuracy_5=0.772227
INFO:root:Epoch[60] Batch [100]	Speed: 287.85 samples/sec	Train-accuracy=0.556523
INFO:root:Epoch[60] Batch [100]	Speed: 287.85 samples/sec	Train-top_k_accuracy_5=0.779492
INFO:root:Epoch[60] Batch [150]	Speed: 275.62 samples/sec	Train-accuracy=0.561289
INFO:root:Epoch[60] Batch [150]	Speed: 275.62 samples/sec	Train-top_k_accuracy_5=0.788672
INFO:root:Epoch[60] Batch [200]	Speed: 278.10 samples/sec	Train-accuracy=0.562422
INFO:root:Epoch[60] Batch [200]	Speed: 278.10 samples/sec	Train-top_k_accuracy_5=0.787109
INFO:root:Epoch[60] Batch [250]	Speed: 274.08 samples/sec	Train-accuracy=0.575625
INFO:root:Epoch[60] Batch [250]	Speed: 274.08 samples/sec	Train-top_k_accuracy_5=0.794492
INFO:root:Epoch[60] Batch [300]	Speed: 281.94 samples/sec	Train-accuracy=0.572461
INFO:root:Epoch[60] Batch [300]	Speed: 281.94 samples/sec	Train-top_k_accuracy_5=0.792813
INFO:root:Epoch[60] Batch [350]	Speed: 276.23 samples/sec	Train-accuracy=0.572109
INFO:root:Epoch[60] Batch [350]	Speed: 276.23 samples/sec	Train-top_k_accuracy_5=0.794570
INFO:root:Epoch[60] Batch [400]	Speed: 277.97 samples/sec	Train-accuracy=0.573438
INFO:root:Epoch[60] Batch [400]	Speed: 277.97 samples/sec	Train-top_k_accuracy_5=0.795859
INFO:root:Epoch[60] Batch [450]	Speed: 277.88 samples/sec	Train-accuracy=0.576211
INFO:root:Epoch[60] Batch [450]	Speed: 277.88 samples/sec	Train-top_k_accuracy_5=0.799102
INFO:root:Epoch[60] Batch [500]	Speed: 276.58 samples/sec	Train-accuracy=0.578008
INFO:root:Epoch[60] Batch [500]	Speed: 276.58 samples/sec	Train-top_k_accuracy_5=0.800117
INFO:root:Epoch[60] Batch [550]	Speed: 276.13 samples/sec	Train-accuracy=0.581836
INFO:root:Epoch[60] Batch [550]	Speed: 276.13 samples/sec	Train-top_k_accuracy_5=0.802031
INFO:root:Epoch[60] Batch [600]	Speed: 278.06 samples/sec	Train-accuracy=0.582852
INFO:root:Epoch[60] Batch [600]	Speed: 278.06 samples/sec	Train-top_k_accuracy_5=0.801328
INFO:root:Epoch[60] Batch [650]	Speed: 280.35 samples/sec	Train-accuracy=0.584648
INFO:root:Epoch[60] Batch [650]	Speed: 280.35 samples/sec	Train-top_k_accuracy_5=0.806055
INFO:root:Epoch[60] Batch [700]	Speed: 282.29 samples/sec	Train-accuracy=0.590625
INFO:root:Epoch[60] Batch [700]	Speed: 282.29 samples/sec	Train-top_k_accuracy_5=0.808242
INFO:root:Epoch[60] Batch [750]	Speed: 280.14 samples/sec	Train-accuracy=0.586758
INFO:root:Epoch[60] Batch [750]	Speed: 280.14 samples/sec	Train-top_k_accuracy_5=0.806758
INFO:root:Epoch[60] Batch [800]	Speed: 278.29 samples/sec	Train-accuracy=0.581758
INFO:root:Epoch[60] Batch [800]	Speed: 278.29 samples/sec	Train-top_k_accuracy_5=0.804609
INFO:root:Epoch[60] Batch [850]	Speed: 280.13 samples/sec	Train-accuracy=0.592266
INFO:root:Epoch[60] Batch [850]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.808711
INFO:root:Epoch[60] Batch [900]	Speed: 279.77 samples/sec	Train-accuracy=0.588789
INFO:root:Epoch[60] Batch [900]	Speed: 279.77 samples/sec	Train-top_k_accuracy_5=0.807031
INFO:root:Epoch[60] Batch [950]	Speed: 280.11 samples/sec	Train-accuracy=0.589805
INFO:root:Epoch[60] Batch [950]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.809609
INFO:root:Epoch[60] Batch [1000]	Speed: 279.99 samples/sec	Train-accuracy=0.593203
INFO:root:Epoch[60] Batch [1000]	Speed: 279.99 samples/sec	Train-top_k_accuracy_5=0.808984
INFO:root:Epoch[60] Batch [1050]	Speed: 282.08 samples/sec	Train-accuracy=0.591289
INFO:root:Epoch[60] Batch [1050]	Speed: 282.08 samples/sec	Train-top_k_accuracy_5=0.811992
INFO:root:Epoch[60] Batch [1100]	Speed: 278.00 samples/sec	Train-accuracy=0.594297
INFO:root:Epoch[60] Batch [1100]	Speed: 278.00 samples/sec	Train-top_k_accuracy_5=0.806602
INFO:root:Epoch[60] Batch [1150]	Speed: 277.88 samples/sec	Train-accuracy=0.589570
INFO:root:Epoch[60] Batch [1150]	Speed: 277.88 samples/sec	Train-top_k_accuracy_5=0.811250
INFO:root:Epoch[60] Batch [1200]	Speed: 280.08 samples/sec	Train-accuracy=0.596289
INFO:root:Epoch[60] Batch [1200]	Speed: 280.08 samples/sec	Train-top_k_accuracy_5=0.813398
INFO:root:Epoch[60] Batch [1250]	Speed: 285.62 samples/sec	Train-accuracy=0.594414
INFO:root:Epoch[60] Batch [1250]	Speed: 285.62 samples/sec	Train-top_k_accuracy_5=0.813516
INFO:root:Epoch[60] Batch [1300]	Speed: 309.12 samples/sec	Train-accuracy=0.596797
INFO:root:Epoch[60] Batch [1300]	Speed: 309.12 samples/sec	Train-top_k_accuracy_5=0.812852
INFO:root:Epoch[60] Batch [1350]	Speed: 303.82 samples/sec	Train-accuracy=0.599570
INFO:root:Epoch[60] Batch [1350]	Speed: 303.82 samples/sec	Train-top_k_accuracy_5=0.811484
INFO:root:Epoch[60] Batch [1400]	Speed: 304.34 samples/sec	Train-accuracy=0.599922
INFO:root:Epoch[60] Batch [1400]	Speed: 304.34 samples/sec	Train-top_k_accuracy_5=0.815625
INFO:root:Epoch[60] Batch [1450]	Speed: 304.15 samples/sec	Train-accuracy=0.603164
INFO:root:Epoch[60] Batch [1450]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.815781
INFO:root:Epoch[60] Batch [1500]	Speed: 306.62 samples/sec	Train-accuracy=0.595039
INFO:root:Epoch[60] Batch [1500]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.815977
INFO:root:Epoch[60] Batch [1550]	Speed: 306.22 samples/sec	Train-accuracy=0.598984
INFO:root:Epoch[60] Batch [1550]	Speed: 306.22 samples/sec	Train-top_k_accuracy_5=0.817227
INFO:root:Epoch[60] Batch [1600]	Speed: 304.17 samples/sec	Train-accuracy=0.606523
INFO:root:Epoch[60] Batch [1600]	Speed: 304.17 samples/sec	Train-top_k_accuracy_5=0.824180
INFO:root:Epoch[60] Batch [1650]	Speed: 304.29 samples/sec	Train-accuracy=0.601641
INFO:root:Epoch[60] Batch [1650]	Speed: 304.29 samples/sec	Train-top_k_accuracy_5=0.817344
INFO:root:Epoch[60] Batch [1700]	Speed: 303.92 samples/sec	Train-accuracy=0.603984
INFO:root:Epoch[60] Batch [1700]	Speed: 303.92 samples/sec	Train-top_k_accuracy_5=0.818164
INFO:root:Epoch[60] Batch [1750]	Speed: 304.30 samples/sec	Train-accuracy=0.608125
INFO:root:Epoch[60] Batch [1750]	Speed: 304.30 samples/sec	Train-top_k_accuracy_5=0.822187
INFO:root:Epoch[60] Batch [1800]	Speed: 304.08 samples/sec	Train-accuracy=0.609180
INFO:root:Epoch[60] Batch [1800]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.824023
INFO:root:Epoch[60] Batch [1850]	Speed: 304.00 samples/sec	Train-accuracy=0.608281
INFO:root:Epoch[60] Batch [1850]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.819141
INFO:root:Epoch[60] Batch [1900]	Speed: 301.98 samples/sec	Train-accuracy=0.611211
INFO:root:Epoch[60] Batch [1900]	Speed: 301.98 samples/sec	Train-top_k_accuracy_5=0.822734
INFO:root:Epoch[60] Batch [1950]	Speed: 309.01 samples/sec	Train-accuracy=0.608398
INFO:root:Epoch[60] Batch [1950]	Speed: 309.01 samples/sec	Train-top_k_accuracy_5=0.818320
INFO:root:Epoch[60] Batch [2000]	Speed: 304.28 samples/sec	Train-accuracy=0.614102
INFO:root:Epoch[60] Batch [2000]	Speed: 304.28 samples/sec	Train-top_k_accuracy_5=0.823984
INFO:root:Epoch[60] Batch [2050]	Speed: 304.15 samples/sec	Train-accuracy=0.609922
INFO:root:Epoch[60] Batch [2050]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.822578
INFO:root:Epoch[60] Batch [2100]	Speed: 304.03 samples/sec	Train-accuracy=0.611289
INFO:root:Epoch[60] Batch [2100]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.823438
INFO:root:Epoch[60] Batch [2150]	Speed: 304.08 samples/sec	Train-accuracy=0.612031
INFO:root:Epoch[60] Batch [2150]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.824688
INFO:root:Epoch[60] Batch [2200]	Speed: 306.63 samples/sec	Train-accuracy=0.617500
INFO:root:Epoch[60] Batch [2200]	Speed: 306.63 samples/sec	Train-top_k_accuracy_5=0.828711
INFO:root:Epoch[60] Batch [2250]	Speed: 306.28 samples/sec	Train-accuracy=0.618437
INFO:root:Epoch[60] Batch [2250]	Speed: 306.28 samples/sec	Train-top_k_accuracy_5=0.829688
INFO:root:Epoch[60] Batch [2300]	Speed: 301.91 samples/sec	Train-accuracy=0.619727
INFO:root:Epoch[60] Batch [2300]	Speed: 301.91 samples/sec	Train-top_k_accuracy_5=0.830039
INFO:root:Epoch[60] Batch [2350]	Speed: 306.34 samples/sec	Train-accuracy=0.621172
INFO:root:Epoch[60] Batch [2350]	Speed: 306.34 samples/sec	Train-top_k_accuracy_5=0.827812
INFO:root:Epoch[60] Batch [2400]	Speed: 302.07 samples/sec	Train-accuracy=0.622891
INFO:root:Epoch[60] Batch [2400]	Speed: 302.07 samples/sec	Train-top_k_accuracy_5=0.830547
INFO:root:Epoch[60] Batch [2450]	Speed: 304.20 samples/sec	Train-accuracy=0.629414
INFO:root:Epoch[60] Batch [2450]	Speed: 304.20 samples/sec	Train-top_k_accuracy_5=0.833867
INFO:root:Epoch[60] Batch [2500]	Speed: 306.65 samples/sec	Train-accuracy=0.621914
INFO:root:Epoch[60] Batch [2500]	Speed: 306.65 samples/sec	Train-top_k_accuracy_5=0.828516
INFO:root:Epoch[60] Resetting Data Iterator
INFO:root:Epoch[60] Time cost=4397.739
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0061.params"
INFO:root:Epoch[60] Validation-accuracy=0.662707
INFO:root:Epoch[60] Validation-top_k_accuracy_5=0.870934
INFO:root:Epoch[61] Batch [50]	Speed: 309.94 samples/sec	Train-accuracy=0.608242
INFO:root:Epoch[61] Batch [50]	Speed: 309.94 samples/sec	Train-top_k_accuracy_5=0.823203
INFO:root:Epoch[61] Batch [100]	Speed: 304.10 samples/sec	Train-accuracy=0.601523
INFO:root:Epoch[61] Batch [100]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.818750
INFO:root:Epoch[61] Batch [150]	Speed: 306.63 samples/sec	Train-accuracy=0.606055
INFO:root:Epoch[61] Batch [150]	Speed: 306.63 samples/sec	Train-top_k_accuracy_5=0.821406
INFO:root:Epoch[61] Batch [200]	Speed: 304.19 samples/sec	Train-accuracy=0.603281
INFO:root:Epoch[61] Batch [200]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.817422
INFO:root:Epoch[61] Batch [250]	Speed: 306.63 samples/sec	Train-accuracy=0.609922
INFO:root:Epoch[61] Batch [250]	Speed: 306.63 samples/sec	Train-top_k_accuracy_5=0.823008
INFO:root:Epoch[61] Batch [300]	Speed: 302.10 samples/sec	Train-accuracy=0.608047
INFO:root:Epoch[61] Batch [300]	Speed: 302.10 samples/sec	Train-top_k_accuracy_5=0.816406
INFO:root:Epoch[61] Batch [350]	Speed: 306.58 samples/sec	Train-accuracy=0.605938
INFO:root:Epoch[61] Batch [350]	Speed: 306.58 samples/sec	Train-top_k_accuracy_5=0.815703
INFO:root:Epoch[61] Batch [400]	Speed: 299.87 samples/sec	Train-accuracy=0.604648
INFO:root:Epoch[61] Batch [400]	Speed: 299.87 samples/sec	Train-top_k_accuracy_5=0.819609
INFO:root:Epoch[61] Batch [450]	Speed: 306.64 samples/sec	Train-accuracy=0.609414
INFO:root:Epoch[61] Batch [450]	Speed: 306.64 samples/sec	Train-top_k_accuracy_5=0.820039
INFO:root:Epoch[61] Batch [500]	Speed: 306.38 samples/sec	Train-accuracy=0.609453
INFO:root:Epoch[61] Batch [500]	Speed: 306.38 samples/sec	Train-top_k_accuracy_5=0.823828
INFO:root:Epoch[61] Batch [550]	Speed: 304.16 samples/sec	Train-accuracy=0.610273
INFO:root:Epoch[61] Batch [550]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.820898
INFO:root:Epoch[61] Batch [600]	Speed: 306.63 samples/sec	Train-accuracy=0.613398
INFO:root:Epoch[61] Batch [600]	Speed: 306.63 samples/sec	Train-top_k_accuracy_5=0.825859
INFO:root:Epoch[61] Batch [650]	Speed: 291.08 samples/sec	Train-accuracy=0.612187
INFO:root:Epoch[61] Batch [650]	Speed: 291.08 samples/sec	Train-top_k_accuracy_5=0.822031
INFO:root:Epoch[61] Batch [700]	Speed: 306.91 samples/sec	Train-accuracy=0.605586
INFO:root:Epoch[61] Batch [700]	Speed: 306.91 samples/sec	Train-top_k_accuracy_5=0.824063
INFO:root:Epoch[61] Batch [750]	Speed: 299.79 samples/sec	Train-accuracy=0.609922
INFO:root:Epoch[61] Batch [750]	Speed: 299.79 samples/sec	Train-top_k_accuracy_5=0.820078
INFO:root:Epoch[61] Batch [800]	Speed: 306.82 samples/sec	Train-accuracy=0.608164
INFO:root:Epoch[61] Batch [800]	Speed: 306.82 samples/sec	Train-top_k_accuracy_5=0.825039
INFO:root:Epoch[61] Batch [850]	Speed: 306.51 samples/sec	Train-accuracy=0.608672
INFO:root:Epoch[61] Batch [850]	Speed: 306.51 samples/sec	Train-top_k_accuracy_5=0.822695
INFO:root:Epoch[61] Batch [900]	Speed: 306.41 samples/sec	Train-accuracy=0.609336
INFO:root:Epoch[61] Batch [900]	Speed: 306.41 samples/sec	Train-top_k_accuracy_5=0.819180
INFO:root:Epoch[61] Batch [950]	Speed: 306.67 samples/sec	Train-accuracy=0.613711
INFO:root:Epoch[61] Batch [950]	Speed: 306.67 samples/sec	Train-top_k_accuracy_5=0.820781
INFO:root:Epoch[61] Batch [1000]	Speed: 306.57 samples/sec	Train-accuracy=0.606328
INFO:root:Epoch[61] Batch [1000]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.821992
INFO:root:Epoch[61] Batch [1050]	Speed: 304.32 samples/sec	Train-accuracy=0.612852
INFO:root:Epoch[61] Batch [1050]	Speed: 304.32 samples/sec	Train-top_k_accuracy_5=0.821914
INFO:root:Epoch[61] Batch [1100]	Speed: 309.09 samples/sec	Train-accuracy=0.615273
INFO:root:Epoch[61] Batch [1100]	Speed: 309.09 samples/sec	Train-top_k_accuracy_5=0.826641
INFO:root:Epoch[61] Batch [1150]	Speed: 301.73 samples/sec	Train-accuracy=0.606953
INFO:root:Epoch[61] Batch [1150]	Speed: 301.73 samples/sec	Train-top_k_accuracy_5=0.821641
INFO:root:Epoch[61] Batch [1200]	Speed: 304.53 samples/sec	Train-accuracy=0.611523
INFO:root:Epoch[61] Batch [1200]	Speed: 304.53 samples/sec	Train-top_k_accuracy_5=0.823477
INFO:root:Epoch[61] Batch [1250]	Speed: 306.49 samples/sec	Train-accuracy=0.609414
INFO:root:Epoch[61] Batch [1250]	Speed: 306.49 samples/sec	Train-top_k_accuracy_5=0.829336
INFO:root:Epoch[61] Batch [1300]	Speed: 300.15 samples/sec	Train-accuracy=0.609531
INFO:root:Epoch[61] Batch [1300]	Speed: 300.15 samples/sec	Train-top_k_accuracy_5=0.822070
INFO:root:Epoch[61] Batch [1350]	Speed: 304.37 samples/sec	Train-accuracy=0.615313
INFO:root:Epoch[61] Batch [1350]	Speed: 304.37 samples/sec	Train-top_k_accuracy_5=0.827109
INFO:root:Epoch[61] Batch [1400]	Speed: 306.69 samples/sec	Train-accuracy=0.612969
INFO:root:Epoch[61] Batch [1400]	Speed: 306.69 samples/sec	Train-top_k_accuracy_5=0.826758
INFO:root:Epoch[61] Batch [1450]	Speed: 309.00 samples/sec	Train-accuracy=0.620938
INFO:root:Epoch[61] Batch [1450]	Speed: 309.00 samples/sec	Train-top_k_accuracy_5=0.829258
INFO:root:Epoch[61] Batch [1500]	Speed: 304.31 samples/sec	Train-accuracy=0.612266
INFO:root:Epoch[61] Batch [1500]	Speed: 304.31 samples/sec	Train-top_k_accuracy_5=0.829414
INFO:root:Epoch[61] Batch [1550]	Speed: 306.49 samples/sec	Train-accuracy=0.613555
INFO:root:Epoch[61] Batch [1550]	Speed: 306.49 samples/sec	Train-top_k_accuracy_5=0.824883
INFO:root:Epoch[61] Batch [1600]	Speed: 304.16 samples/sec	Train-accuracy=0.624102
INFO:root:Epoch[61] Batch [1600]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.834492
INFO:root:Epoch[61] Batch [1650]	Speed: 306.62 samples/sec	Train-accuracy=0.614023
INFO:root:Epoch[61] Batch [1650]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.825898
INFO:root:Epoch[61] Batch [1700]	Speed: 304.13 samples/sec	Train-accuracy=0.620430
INFO:root:Epoch[61] Batch [1700]	Speed: 304.13 samples/sec	Train-top_k_accuracy_5=0.832852
INFO:root:Epoch[61] Batch [1750]	Speed: 304.04 samples/sec	Train-accuracy=0.623828
INFO:root:Epoch[61] Batch [1750]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.830508
INFO:root:Epoch[61] Batch [1800]	Speed: 299.50 samples/sec	Train-accuracy=0.622344
INFO:root:Epoch[61] Batch [1800]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.831055
INFO:root:Epoch[61] Batch [1850]	Speed: 301.57 samples/sec	Train-accuracy=0.618750
INFO:root:Epoch[61] Batch [1850]	Speed: 301.57 samples/sec	Train-top_k_accuracy_5=0.830469
INFO:root:Epoch[61] Batch [1900]	Speed: 295.21 samples/sec	Train-accuracy=0.620039
INFO:root:Epoch[61] Batch [1900]	Speed: 295.21 samples/sec	Train-top_k_accuracy_5=0.830625
INFO:root:Epoch[61] Batch [1950]	Speed: 297.05 samples/sec	Train-accuracy=0.624141
INFO:root:Epoch[61] Batch [1950]	Speed: 297.05 samples/sec	Train-top_k_accuracy_5=0.828516
INFO:root:Epoch[61] Batch [2000]	Speed: 299.08 samples/sec	Train-accuracy=0.630547
INFO:root:Epoch[61] Batch [2000]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.837852
INFO:root:Epoch[61] Batch [2050]	Speed: 299.05 samples/sec	Train-accuracy=0.619023
INFO:root:Epoch[61] Batch [2050]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.831367
INFO:root:Epoch[61] Batch [2100]	Speed: 299.12 samples/sec	Train-accuracy=0.623711
INFO:root:Epoch[61] Batch [2100]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.833672
INFO:root:Epoch[61] Batch [2150]	Speed: 299.08 samples/sec	Train-accuracy=0.621016
INFO:root:Epoch[61] Batch [2150]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.830234
INFO:root:Epoch[61] Batch [2200]	Speed: 292.56 samples/sec	Train-accuracy=0.627227
INFO:root:Epoch[61] Batch [2200]	Speed: 292.56 samples/sec	Train-top_k_accuracy_5=0.832812
INFO:root:Epoch[61] Batch [2250]	Speed: 299.14 samples/sec	Train-accuracy=0.631563
INFO:root:Epoch[61] Batch [2250]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.836719
INFO:root:Epoch[61] Batch [2300]	Speed: 299.47 samples/sec	Train-accuracy=0.627227
INFO:root:Epoch[61] Batch [2300]	Speed: 299.47 samples/sec	Train-top_k_accuracy_5=0.831758
INFO:root:Epoch[61] Batch [2350]	Speed: 304.35 samples/sec	Train-accuracy=0.629414
INFO:root:Epoch[61] Batch [2350]	Speed: 304.35 samples/sec	Train-top_k_accuracy_5=0.839414
INFO:root:Epoch[61] Batch [2400]	Speed: 306.47 samples/sec	Train-accuracy=0.629375
INFO:root:Epoch[61] Batch [2400]	Speed: 306.47 samples/sec	Train-top_k_accuracy_5=0.835547
INFO:root:Epoch[61] Batch [2450]	Speed: 304.10 samples/sec	Train-accuracy=0.635391
INFO:root:Epoch[61] Batch [2450]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.838789
INFO:root:Epoch[61] Batch [2500]	Speed: 301.67 samples/sec	Train-accuracy=0.628945
INFO:root:Epoch[61] Batch [2500]	Speed: 301.67 samples/sec	Train-top_k_accuracy_5=0.834648
INFO:root:Epoch[61] Resetting Data Iterator
INFO:root:Epoch[61] Time cost=4224.441
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0062.params"
INFO:root:Epoch[61] Validation-accuracy=0.671716
INFO:root:Epoch[61] Validation-top_k_accuracy_5=0.877631
INFO:root:Epoch[62] Batch [50]	Speed: 309.77 samples/sec	Train-accuracy=0.617969
INFO:root:Epoch[62] Batch [50]	Speed: 309.77 samples/sec	Train-top_k_accuracy_5=0.831172
INFO:root:Epoch[62] Batch [100]	Speed: 306.51 samples/sec	Train-accuracy=0.612539
INFO:root:Epoch[62] Batch [100]	Speed: 306.51 samples/sec	Train-top_k_accuracy_5=0.826641
INFO:root:Epoch[62] Batch [150]	Speed: 293.33 samples/sec	Train-accuracy=0.620742
INFO:root:Epoch[62] Batch [150]	Speed: 293.33 samples/sec	Train-top_k_accuracy_5=0.832070
INFO:root:Epoch[62] Batch [200]	Speed: 304.09 samples/sec	Train-accuracy=0.613437
INFO:root:Epoch[62] Batch [200]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.823828
INFO:root:Epoch[62] Batch [250]	Speed: 304.10 samples/sec	Train-accuracy=0.619453
INFO:root:Epoch[62] Batch [250]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.826250
INFO:root:Epoch[62] Batch [300]	Speed: 302.19 samples/sec	Train-accuracy=0.620625
INFO:root:Epoch[62] Batch [300]	Speed: 302.19 samples/sec	Train-top_k_accuracy_5=0.829609
INFO:root:Epoch[62] Batch [350]	Speed: 304.08 samples/sec	Train-accuracy=0.615742
INFO:root:Epoch[62] Batch [350]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.825352
INFO:root:Epoch[62] Batch [400]	Speed: 304.04 samples/sec	Train-accuracy=0.614844
INFO:root:Epoch[62] Batch [400]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.828398
INFO:root:Epoch[62] Batch [450]	Speed: 304.14 samples/sec	Train-accuracy=0.614570
INFO:root:Epoch[62] Batch [450]	Speed: 304.14 samples/sec	Train-top_k_accuracy_5=0.827773
INFO:root:Epoch[62] Batch [500]	Speed: 301.59 samples/sec	Train-accuracy=0.616680
INFO:root:Epoch[62] Batch [500]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.830156
INFO:root:Epoch[62] Batch [550]	Speed: 301.96 samples/sec	Train-accuracy=0.624062
INFO:root:Epoch[62] Batch [550]	Speed: 301.96 samples/sec	Train-top_k_accuracy_5=0.834258
INFO:root:Epoch[62] Batch [600]	Speed: 299.78 samples/sec	Train-accuracy=0.614570
INFO:root:Epoch[62] Batch [600]	Speed: 299.78 samples/sec	Train-top_k_accuracy_5=0.826953
INFO:root:Epoch[62] Batch [650]	Speed: 284.80 samples/sec	Train-accuracy=0.621523
INFO:root:Epoch[62] Batch [650]	Speed: 284.80 samples/sec	Train-top_k_accuracy_5=0.830625
INFO:root:Epoch[62] Batch [700]	Speed: 306.74 samples/sec	Train-accuracy=0.620352
INFO:root:Epoch[62] Batch [700]	Speed: 306.74 samples/sec	Train-top_k_accuracy_5=0.829180
INFO:root:Epoch[62] Batch [750]	Speed: 301.54 samples/sec	Train-accuracy=0.615273
INFO:root:Epoch[62] Batch [750]	Speed: 301.54 samples/sec	Train-top_k_accuracy_5=0.827539
INFO:root:Epoch[62] Batch [800]	Speed: 295.24 samples/sec	Train-accuracy=0.618906
INFO:root:Epoch[62] Batch [800]	Speed: 295.24 samples/sec	Train-top_k_accuracy_5=0.828203
INFO:root:Epoch[62] Batch [850]	Speed: 304.30 samples/sec	Train-accuracy=0.619414
INFO:root:Epoch[62] Batch [850]	Speed: 304.30 samples/sec	Train-top_k_accuracy_5=0.829180
INFO:root:Epoch[62] Batch [900]	Speed: 303.96 samples/sec	Train-accuracy=0.619648
INFO:root:Epoch[62] Batch [900]	Speed: 303.96 samples/sec	Train-top_k_accuracy_5=0.827969
INFO:root:Epoch[62] Batch [950]	Speed: 301.78 samples/sec	Train-accuracy=0.617617
INFO:root:Epoch[62] Batch [950]	Speed: 301.78 samples/sec	Train-top_k_accuracy_5=0.827227
INFO:root:Epoch[62] Batch [1000]	Speed: 304.17 samples/sec	Train-accuracy=0.625430
INFO:root:Epoch[62] Batch [1000]	Speed: 304.17 samples/sec	Train-top_k_accuracy_5=0.833633
INFO:root:Epoch[62] Batch [1050]	Speed: 303.73 samples/sec	Train-accuracy=0.623359
INFO:root:Epoch[62] Batch [1050]	Speed: 303.73 samples/sec	Train-top_k_accuracy_5=0.832812
INFO:root:Epoch[62] Batch [1100]	Speed: 301.84 samples/sec	Train-accuracy=0.621250
INFO:root:Epoch[62] Batch [1100]	Speed: 301.84 samples/sec	Train-top_k_accuracy_5=0.831016
INFO:root:Epoch[62] Batch [1150]	Speed: 304.05 samples/sec	Train-accuracy=0.616328
INFO:root:Epoch[62] Batch [1150]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.829727
INFO:root:Epoch[62] Batch [1200]	Speed: 304.46 samples/sec	Train-accuracy=0.625234
INFO:root:Epoch[62] Batch [1200]	Speed: 304.46 samples/sec	Train-top_k_accuracy_5=0.831250
INFO:root:Epoch[62] Batch [1250]	Speed: 297.57 samples/sec	Train-accuracy=0.620156
INFO:root:Epoch[62] Batch [1250]	Speed: 297.57 samples/sec	Train-top_k_accuracy_5=0.833125
INFO:root:Epoch[62] Batch [1300]	Speed: 302.18 samples/sec	Train-accuracy=0.619297
INFO:root:Epoch[62] Batch [1300]	Speed: 302.18 samples/sec	Train-top_k_accuracy_5=0.831016
INFO:root:Epoch[62] Batch [1350]	Speed: 302.29 samples/sec	Train-accuracy=0.624414
INFO:root:Epoch[62] Batch [1350]	Speed: 302.29 samples/sec	Train-top_k_accuracy_5=0.830000
INFO:root:Epoch[62] Batch [1400]	Speed: 306.83 samples/sec	Train-accuracy=0.627578
INFO:root:Epoch[62] Batch [1400]	Speed: 306.83 samples/sec	Train-top_k_accuracy_5=0.834648
INFO:root:Epoch[62] Batch [1450]	Speed: 304.78 samples/sec	Train-accuracy=0.628359
INFO:root:Epoch[62] Batch [1450]	Speed: 304.78 samples/sec	Train-top_k_accuracy_5=0.834141
INFO:root:Epoch[62] Batch [1500]	Speed: 308.99 samples/sec	Train-accuracy=0.624219
INFO:root:Epoch[62] Batch [1500]	Speed: 308.99 samples/sec	Train-top_k_accuracy_5=0.832656
INFO:root:Epoch[62] Batch [1550]	Speed: 306.68 samples/sec	Train-accuracy=0.622969
INFO:root:Epoch[62] Batch [1550]	Speed: 306.68 samples/sec	Train-top_k_accuracy_5=0.832148
INFO:root:Epoch[62] Batch [1600]	Speed: 309.33 samples/sec	Train-accuracy=0.630586
INFO:root:Epoch[62] Batch [1600]	Speed: 309.33 samples/sec	Train-top_k_accuracy_5=0.836016
INFO:root:Epoch[62] Batch [1650]	Speed: 307.05 samples/sec	Train-accuracy=0.623789
INFO:root:Epoch[62] Batch [1650]	Speed: 307.05 samples/sec	Train-top_k_accuracy_5=0.834297
INFO:root:Epoch[62] Batch [1700]	Speed: 281.73 samples/sec	Train-accuracy=0.630742
INFO:root:Epoch[62] Batch [1700]	Speed: 281.73 samples/sec	Train-top_k_accuracy_5=0.839414
INFO:root:Epoch[62] Batch [1750]	Speed: 284.34 samples/sec	Train-accuracy=0.627344
INFO:root:Epoch[62] Batch [1750]	Speed: 284.34 samples/sec	Train-top_k_accuracy_5=0.836992
INFO:root:Epoch[62] Batch [1800]	Speed: 282.26 samples/sec	Train-accuracy=0.627734
INFO:root:Epoch[62] Batch [1800]	Speed: 282.26 samples/sec	Train-top_k_accuracy_5=0.836328
INFO:root:Epoch[62] Batch [1850]	Speed: 286.34 samples/sec	Train-accuracy=0.629531
INFO:root:Epoch[62] Batch [1850]	Speed: 286.34 samples/sec	Train-top_k_accuracy_5=0.836914
INFO:root:Epoch[62] Batch [1900]	Speed: 288.22 samples/sec	Train-accuracy=0.626563
INFO:root:Epoch[62] Batch [1900]	Speed: 288.22 samples/sec	Train-top_k_accuracy_5=0.834180
INFO:root:Epoch[62] Batch [1950]	Speed: 286.36 samples/sec	Train-accuracy=0.629727
INFO:root:Epoch[62] Batch [1950]	Speed: 286.36 samples/sec	Train-top_k_accuracy_5=0.835703
INFO:root:Epoch[62] Batch [2000]	Speed: 290.41 samples/sec	Train-accuracy=0.633711
INFO:root:Epoch[62] Batch [2000]	Speed: 290.41 samples/sec	Train-top_k_accuracy_5=0.841484
INFO:root:Epoch[62] Batch [2050]	Speed: 290.11 samples/sec	Train-accuracy=0.627539
INFO:root:Epoch[62] Batch [2050]	Speed: 290.11 samples/sec	Train-top_k_accuracy_5=0.833398
INFO:root:Epoch[62] Batch [2100]	Speed: 292.82 samples/sec	Train-accuracy=0.631445
INFO:root:Epoch[62] Batch [2100]	Speed: 292.82 samples/sec	Train-top_k_accuracy_5=0.833242
INFO:root:Epoch[62] Batch [2150]	Speed: 290.44 samples/sec	Train-accuracy=0.627031
INFO:root:Epoch[62] Batch [2150]	Speed: 290.44 samples/sec	Train-top_k_accuracy_5=0.836836
INFO:root:Epoch[62] Batch [2200]	Speed: 284.13 samples/sec	Train-accuracy=0.634687
INFO:root:Epoch[62] Batch [2200]	Speed: 284.13 samples/sec	Train-top_k_accuracy_5=0.840352
INFO:root:Epoch[62] Batch [2250]	Speed: 286.08 samples/sec	Train-accuracy=0.635312
INFO:root:Epoch[62] Batch [2250]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.841250
INFO:root:Epoch[62] Batch [2300]	Speed: 290.76 samples/sec	Train-accuracy=0.635508
INFO:root:Epoch[62] Batch [2300]	Speed: 290.76 samples/sec	Train-top_k_accuracy_5=0.837539
INFO:root:Epoch[62] Batch [2350]	Speed: 292.13 samples/sec	Train-accuracy=0.637070
INFO:root:Epoch[62] Batch [2350]	Speed: 292.13 samples/sec	Train-top_k_accuracy_5=0.838086
INFO:root:Epoch[62] Batch [2400]	Speed: 297.19 samples/sec	Train-accuracy=0.636367
INFO:root:Epoch[62] Batch [2400]	Speed: 297.19 samples/sec	Train-top_k_accuracy_5=0.837969
INFO:root:Epoch[62] Batch [2450]	Speed: 294.58 samples/sec	Train-accuracy=0.640625
INFO:root:Epoch[62] Batch [2450]	Speed: 294.58 samples/sec	Train-top_k_accuracy_5=0.844922
INFO:root:Epoch[62] Batch [2500]	Speed: 294.37 samples/sec	Train-accuracy=0.635078
INFO:root:Epoch[62] Batch [2500]	Speed: 294.37 samples/sec	Train-top_k_accuracy_5=0.837148
INFO:root:Epoch[62] Resetting Data Iterator
INFO:root:Epoch[62] Time cost=4299.207
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0063.params"
INFO:root:Epoch[62] Validation-accuracy=0.677376
INFO:root:Epoch[62] Validation-top_k_accuracy_5=0.880222
INFO:root:Epoch[63] Batch [50]	Speed: 312.13 samples/sec	Train-accuracy=0.625117
INFO:root:Epoch[63] Batch [50]	Speed: 312.13 samples/sec	Train-top_k_accuracy_5=0.832773
INFO:root:Epoch[63] Batch [100]	Speed: 282.28 samples/sec	Train-accuracy=0.619141
INFO:root:Epoch[63] Batch [100]	Speed: 282.28 samples/sec	Train-top_k_accuracy_5=0.829063
INFO:root:Epoch[63] Batch [150]	Speed: 286.35 samples/sec	Train-accuracy=0.625664
INFO:root:Epoch[63] Batch [150]	Speed: 286.35 samples/sec	Train-top_k_accuracy_5=0.834688
INFO:root:Epoch[63] Batch [200]	Speed: 294.81 samples/sec	Train-accuracy=0.623789
INFO:root:Epoch[63] Batch [200]	Speed: 294.81 samples/sec	Train-top_k_accuracy_5=0.833008
INFO:root:Epoch[63] Batch [250]	Speed: 286.30 samples/sec	Train-accuracy=0.629922
INFO:root:Epoch[63] Batch [250]	Speed: 286.30 samples/sec	Train-top_k_accuracy_5=0.833867
INFO:root:Epoch[63] Batch [300]	Speed: 290.52 samples/sec	Train-accuracy=0.626484
INFO:root:Epoch[63] Batch [300]	Speed: 290.52 samples/sec	Train-top_k_accuracy_5=0.833789
INFO:root:Epoch[63] Batch [350]	Speed: 292.60 samples/sec	Train-accuracy=0.617305
INFO:root:Epoch[63] Batch [350]	Speed: 292.60 samples/sec	Train-top_k_accuracy_5=0.830703
INFO:root:Epoch[63] Batch [400]	Speed: 299.07 samples/sec	Train-accuracy=0.620664
INFO:root:Epoch[63] Batch [400]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.831602
INFO:root:Epoch[63] Batch [450]	Speed: 296.74 samples/sec	Train-accuracy=0.625898
INFO:root:Epoch[63] Batch [450]	Speed: 296.74 samples/sec	Train-top_k_accuracy_5=0.833867
INFO:root:Epoch[63] Batch [500]	Speed: 290.59 samples/sec	Train-accuracy=0.626250
INFO:root:Epoch[63] Batch [500]	Speed: 290.59 samples/sec	Train-top_k_accuracy_5=0.834336
INFO:root:Epoch[63] Batch [550]	Speed: 288.35 samples/sec	Train-accuracy=0.629883
INFO:root:Epoch[63] Batch [550]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.835000
INFO:root:Epoch[63] Batch [600]	Speed: 296.04 samples/sec	Train-accuracy=0.626328
INFO:root:Epoch[63] Batch [600]	Speed: 296.04 samples/sec	Train-top_k_accuracy_5=0.835078
INFO:root:Epoch[63] Batch [650]	Speed: 288.89 samples/sec	Train-accuracy=0.627227
INFO:root:Epoch[63] Batch [650]	Speed: 288.89 samples/sec	Train-top_k_accuracy_5=0.832695
INFO:root:Epoch[63] Batch [700]	Speed: 288.31 samples/sec	Train-accuracy=0.626914
INFO:root:Epoch[63] Batch [700]	Speed: 288.31 samples/sec	Train-top_k_accuracy_5=0.838164
INFO:root:Epoch[63] Batch [750]	Speed: 294.71 samples/sec	Train-accuracy=0.622266
INFO:root:Epoch[63] Batch [750]	Speed: 294.71 samples/sec	Train-top_k_accuracy_5=0.830625
INFO:root:Epoch[63] Batch [800]	Speed: 299.22 samples/sec	Train-accuracy=0.626328
INFO:root:Epoch[63] Batch [800]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.835703
INFO:root:Epoch[63] Batch [850]	Speed: 290.45 samples/sec	Train-accuracy=0.626289
INFO:root:Epoch[63] Batch [850]	Speed: 290.45 samples/sec	Train-top_k_accuracy_5=0.836602
INFO:root:Epoch[63] Batch [900]	Speed: 296.81 samples/sec	Train-accuracy=0.623945
INFO:root:Epoch[63] Batch [900]	Speed: 296.81 samples/sec	Train-top_k_accuracy_5=0.830781
INFO:root:Epoch[63] Batch [950]	Speed: 294.81 samples/sec	Train-accuracy=0.626016
INFO:root:Epoch[63] Batch [950]	Speed: 294.81 samples/sec	Train-top_k_accuracy_5=0.833477
INFO:root:Epoch[63] Batch [1000]	Speed: 299.08 samples/sec	Train-accuracy=0.622930
INFO:root:Epoch[63] Batch [1000]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.833984
INFO:root:Epoch[63] Batch [1050]	Speed: 288.33 samples/sec	Train-accuracy=0.624336
INFO:root:Epoch[63] Batch [1050]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.832891
INFO:root:Epoch[63] Batch [1100]	Speed: 290.01 samples/sec	Train-accuracy=0.631602
INFO:root:Epoch[63] Batch [1100]	Speed: 290.01 samples/sec	Train-top_k_accuracy_5=0.837500
INFO:root:Epoch[63] Batch [1150]	Speed: 295.16 samples/sec	Train-accuracy=0.623437
INFO:root:Epoch[63] Batch [1150]	Speed: 295.16 samples/sec	Train-top_k_accuracy_5=0.830430
INFO:root:Epoch[63] Batch [1200]	Speed: 286.31 samples/sec	Train-accuracy=0.633750
INFO:root:Epoch[63] Batch [1200]	Speed: 286.31 samples/sec	Train-top_k_accuracy_5=0.839219
INFO:root:Epoch[63] Batch [1250]	Speed: 298.96 samples/sec	Train-accuracy=0.627188
INFO:root:Epoch[63] Batch [1250]	Speed: 298.96 samples/sec	Train-top_k_accuracy_5=0.834297
INFO:root:Epoch[63] Batch [1300]	Speed: 295.23 samples/sec	Train-accuracy=0.627305
INFO:root:Epoch[63] Batch [1300]	Speed: 295.23 samples/sec	Train-top_k_accuracy_5=0.836914
INFO:root:Epoch[63] Batch [1350]	Speed: 294.66 samples/sec	Train-accuracy=0.627891
INFO:root:Epoch[63] Batch [1350]	Speed: 294.66 samples/sec	Train-top_k_accuracy_5=0.835820
INFO:root:Epoch[63] Batch [1400]	Speed: 294.72 samples/sec	Train-accuracy=0.630078
INFO:root:Epoch[63] Batch [1400]	Speed: 294.72 samples/sec	Train-top_k_accuracy_5=0.835156
INFO:root:Epoch[63] Batch [1450]	Speed: 282.37 samples/sec	Train-accuracy=0.635625
INFO:root:Epoch[63] Batch [1450]	Speed: 282.37 samples/sec	Train-top_k_accuracy_5=0.839063
INFO:root:Epoch[63] Batch [1500]	Speed: 299.40 samples/sec	Train-accuracy=0.623711
INFO:root:Epoch[63] Batch [1500]	Speed: 299.40 samples/sec	Train-top_k_accuracy_5=0.834961
INFO:root:Epoch[63] Batch [1550]	Speed: 299.19 samples/sec	Train-accuracy=0.629805
INFO:root:Epoch[63] Batch [1550]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.834102
INFO:root:Epoch[63] Batch [1600]	Speed: 298.98 samples/sec	Train-accuracy=0.637383
INFO:root:Epoch[63] Batch [1600]	Speed: 298.98 samples/sec	Train-top_k_accuracy_5=0.842187
INFO:root:Epoch[63] Batch [1650]	Speed: 301.31 samples/sec	Train-accuracy=0.629687
INFO:root:Epoch[63] Batch [1650]	Speed: 301.31 samples/sec	Train-top_k_accuracy_5=0.838906
INFO:root:Epoch[63] Batch [1700]	Speed: 299.03 samples/sec	Train-accuracy=0.631094
INFO:root:Epoch[63] Batch [1700]	Speed: 299.03 samples/sec	Train-top_k_accuracy_5=0.838711
INFO:root:Epoch[63] Batch [1750]	Speed: 296.96 samples/sec	Train-accuracy=0.635352
INFO:root:Epoch[63] Batch [1750]	Speed: 296.96 samples/sec	Train-top_k_accuracy_5=0.840313
INFO:root:Epoch[63] Batch [1800]	Speed: 290.73 samples/sec	Train-accuracy=0.631797
INFO:root:Epoch[63] Batch [1800]	Speed: 290.73 samples/sec	Train-top_k_accuracy_5=0.837734
INFO:root:Epoch[63] Batch [1850]	Speed: 303.12 samples/sec	Train-accuracy=0.632344
INFO:root:Epoch[63] Batch [1850]	Speed: 303.12 samples/sec	Train-top_k_accuracy_5=0.837930
INFO:root:Epoch[63] Batch [1900]	Speed: 299.62 samples/sec	Train-accuracy=0.635625
INFO:root:Epoch[63] Batch [1900]	Speed: 299.62 samples/sec	Train-top_k_accuracy_5=0.843398
INFO:root:Epoch[63] Batch [1950]	Speed: 294.73 samples/sec	Train-accuracy=0.633984
INFO:root:Epoch[63] Batch [1950]	Speed: 294.73 samples/sec	Train-top_k_accuracy_5=0.836758
INFO:root:Epoch[63] Batch [2000]	Speed: 294.86 samples/sec	Train-accuracy=0.637813
INFO:root:Epoch[63] Batch [2000]	Speed: 294.86 samples/sec	Train-top_k_accuracy_5=0.841797
INFO:root:Epoch[63] Batch [2050]	Speed: 303.69 samples/sec	Train-accuracy=0.629102
INFO:root:Epoch[63] Batch [2050]	Speed: 303.69 samples/sec	Train-top_k_accuracy_5=0.836953
INFO:root:Epoch[63] Batch [2100]	Speed: 294.61 samples/sec	Train-accuracy=0.635469
INFO:root:Epoch[63] Batch [2100]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.838086
INFO:root:Epoch[63] Batch [2150]	Speed: 301.32 samples/sec	Train-accuracy=0.632969
INFO:root:Epoch[63] Batch [2150]	Speed: 301.32 samples/sec	Train-top_k_accuracy_5=0.838359
INFO:root:Epoch[63] Batch [2200]	Speed: 301.23 samples/sec	Train-accuracy=0.634570
INFO:root:Epoch[63] Batch [2200]	Speed: 301.23 samples/sec	Train-top_k_accuracy_5=0.839492
INFO:root:Epoch[63] Batch [2250]	Speed: 303.25 samples/sec	Train-accuracy=0.637383
INFO:root:Epoch[63] Batch [2250]	Speed: 303.25 samples/sec	Train-top_k_accuracy_5=0.843125
INFO:root:Epoch[63] Batch [2300]	Speed: 284.29 samples/sec	Train-accuracy=0.638867
INFO:root:Epoch[63] Batch [2300]	Speed: 284.29 samples/sec	Train-top_k_accuracy_5=0.842109
INFO:root:Epoch[63] Batch [2350]	Speed: 304.03 samples/sec	Train-accuracy=0.640781
INFO:root:Epoch[63] Batch [2350]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.842969
INFO:root:Epoch[63] Batch [2400]	Speed: 292.57 samples/sec	Train-accuracy=0.641328
INFO:root:Epoch[63] Batch [2400]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.844844
INFO:root:Epoch[63] Batch [2450]	Speed: 290.60 samples/sec	Train-accuracy=0.644297
INFO:root:Epoch[63] Batch [2450]	Speed: 290.60 samples/sec	Train-top_k_accuracy_5=0.845234
INFO:root:Epoch[63] Batch [2500]	Speed: 286.37 samples/sec	Train-accuracy=0.638633
INFO:root:Epoch[63] Batch [2500]	Speed: 286.37 samples/sec	Train-top_k_accuracy_5=0.840313
INFO:root:Epoch[63] Resetting Data Iterator
INFO:root:Epoch[63] Time cost=4350.757
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0064.params"
INFO:root:Epoch[63] Validation-accuracy=0.679070
INFO:root:Epoch[63] Validation-top_k_accuracy_5=0.882195
INFO:root:Epoch[64] Batch [50]	Speed: 317.36 samples/sec	Train-accuracy=0.632578
INFO:root:Epoch[64] Batch [50]	Speed: 317.36 samples/sec	Train-top_k_accuracy_5=0.833086
INFO:root:Epoch[64] Batch [100]	Speed: 294.63 samples/sec	Train-accuracy=0.628672
INFO:root:Epoch[64] Batch [100]	Speed: 294.63 samples/sec	Train-top_k_accuracy_5=0.837031
INFO:root:Epoch[64] Batch [150]	Speed: 303.33 samples/sec	Train-accuracy=0.627344
INFO:root:Epoch[64] Batch [150]	Speed: 303.33 samples/sec	Train-top_k_accuracy_5=0.836055
INFO:root:Epoch[64] Batch [200]	Speed: 300.73 samples/sec	Train-accuracy=0.627852
INFO:root:Epoch[64] Batch [200]	Speed: 300.73 samples/sec	Train-top_k_accuracy_5=0.834688
INFO:root:Epoch[64] Batch [250]	Speed: 288.50 samples/sec	Train-accuracy=0.635391
INFO:root:Epoch[64] Batch [250]	Speed: 288.50 samples/sec	Train-top_k_accuracy_5=0.838359
INFO:root:Epoch[64] Batch [300]	Speed: 280.37 samples/sec	Train-accuracy=0.630703
INFO:root:Epoch[64] Batch [300]	Speed: 280.37 samples/sec	Train-top_k_accuracy_5=0.837070
INFO:root:Epoch[64] Batch [350]	Speed: 290.31 samples/sec	Train-accuracy=0.628555
INFO:root:Epoch[64] Batch [350]	Speed: 290.31 samples/sec	Train-top_k_accuracy_5=0.832266
INFO:root:Epoch[64] Batch [400]	Speed: 297.13 samples/sec	Train-accuracy=0.623516
INFO:root:Epoch[64] Batch [400]	Speed: 297.13 samples/sec	Train-top_k_accuracy_5=0.837109
INFO:root:Epoch[64] Batch [450]	Speed: 288.15 samples/sec	Train-accuracy=0.627891
INFO:root:Epoch[64] Batch [450]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.835234
INFO:root:Epoch[64] Batch [500]	Speed: 292.59 samples/sec	Train-accuracy=0.629922
INFO:root:Epoch[64] Batch [500]	Speed: 292.59 samples/sec	Train-top_k_accuracy_5=0.837031
INFO:root:Epoch[64] Batch [550]	Speed: 285.98 samples/sec	Train-accuracy=0.633672
INFO:root:Epoch[64] Batch [550]	Speed: 285.98 samples/sec	Train-top_k_accuracy_5=0.836328
INFO:root:Epoch[64] Batch [600]	Speed: 294.62 samples/sec	Train-accuracy=0.633633
INFO:root:Epoch[64] Batch [600]	Speed: 294.62 samples/sec	Train-top_k_accuracy_5=0.836914
INFO:root:Epoch[64] Batch [650]	Speed: 296.27 samples/sec	Train-accuracy=0.629492
INFO:root:Epoch[64] Batch [650]	Speed: 296.27 samples/sec	Train-top_k_accuracy_5=0.832852
INFO:root:Epoch[64] Batch [700]	Speed: 292.86 samples/sec	Train-accuracy=0.635742
INFO:root:Epoch[64] Batch [700]	Speed: 292.86 samples/sec	Train-top_k_accuracy_5=0.839805
INFO:root:Epoch[64] Batch [750]	Speed: 294.33 samples/sec	Train-accuracy=0.630195
INFO:root:Epoch[64] Batch [750]	Speed: 294.33 samples/sec	Train-top_k_accuracy_5=0.834727
INFO:root:Epoch[64] Batch [800]	Speed: 290.06 samples/sec	Train-accuracy=0.629648
INFO:root:Epoch[64] Batch [800]	Speed: 290.06 samples/sec	Train-top_k_accuracy_5=0.836016
INFO:root:Epoch[64] Batch [850]	Speed: 290.42 samples/sec	Train-accuracy=0.629336
INFO:root:Epoch[64] Batch [850]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.835586
INFO:root:Epoch[64] Batch [900]	Speed: 290.27 samples/sec	Train-accuracy=0.628945
INFO:root:Epoch[64] Batch [900]	Speed: 290.27 samples/sec	Train-top_k_accuracy_5=0.835977
INFO:root:Epoch[64] Batch [950]	Speed: 288.39 samples/sec	Train-accuracy=0.631836
INFO:root:Epoch[64] Batch [950]	Speed: 288.39 samples/sec	Train-top_k_accuracy_5=0.839141
INFO:root:Epoch[64] Batch [1000]	Speed: 284.07 samples/sec	Train-accuracy=0.630742
INFO:root:Epoch[64] Batch [1000]	Speed: 284.07 samples/sec	Train-top_k_accuracy_5=0.834648
INFO:root:Epoch[64] Batch [1050]	Speed: 298.68 samples/sec	Train-accuracy=0.629414
INFO:root:Epoch[64] Batch [1050]	Speed: 298.68 samples/sec	Train-top_k_accuracy_5=0.840039
INFO:root:Epoch[64] Batch [1100]	Speed: 294.61 samples/sec	Train-accuracy=0.632148
INFO:root:Epoch[64] Batch [1100]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.840391
INFO:root:Epoch[64] Batch [1150]	Speed: 286.06 samples/sec	Train-accuracy=0.628867
INFO:root:Epoch[64] Batch [1150]	Speed: 286.06 samples/sec	Train-top_k_accuracy_5=0.838984
INFO:root:Epoch[64] Batch [1200]	Speed: 288.65 samples/sec	Train-accuracy=0.633242
INFO:root:Epoch[64] Batch [1200]	Speed: 288.65 samples/sec	Train-top_k_accuracy_5=0.839102
INFO:root:Epoch[64] Batch [1250]	Speed: 283.81 samples/sec	Train-accuracy=0.634062
INFO:root:Epoch[64] Batch [1250]	Speed: 283.81 samples/sec	Train-top_k_accuracy_5=0.837930
INFO:root:Epoch[64] Batch [1300]	Speed: 288.66 samples/sec	Train-accuracy=0.631641
INFO:root:Epoch[64] Batch [1300]	Speed: 288.66 samples/sec	Train-top_k_accuracy_5=0.840156
INFO:root:Epoch[64] Batch [1350]	Speed: 280.41 samples/sec	Train-accuracy=0.636523
INFO:root:Epoch[64] Batch [1350]	Speed: 280.41 samples/sec	Train-top_k_accuracy_5=0.838828
INFO:root:Epoch[64] Batch [1400]	Speed: 292.21 samples/sec	Train-accuracy=0.635977
INFO:root:Epoch[64] Batch [1400]	Speed: 292.21 samples/sec	Train-top_k_accuracy_5=0.844258
INFO:root:Epoch[64] Batch [1450]	Speed: 294.29 samples/sec	Train-accuracy=0.637891
INFO:root:Epoch[64] Batch [1450]	Speed: 294.29 samples/sec	Train-top_k_accuracy_5=0.839102
INFO:root:Epoch[64] Batch [1500]	Speed: 282.10 samples/sec	Train-accuracy=0.631523
INFO:root:Epoch[64] Batch [1500]	Speed: 282.10 samples/sec	Train-top_k_accuracy_5=0.838008
INFO:root:Epoch[64] Batch [1550]	Speed: 288.36 samples/sec	Train-accuracy=0.632852
INFO:root:Epoch[64] Batch [1550]	Speed: 288.36 samples/sec	Train-top_k_accuracy_5=0.838672
INFO:root:Epoch[64] Batch [1600]	Speed: 292.23 samples/sec	Train-accuracy=0.638086
INFO:root:Epoch[64] Batch [1600]	Speed: 292.23 samples/sec	Train-top_k_accuracy_5=0.844570
INFO:root:Epoch[64] Batch [1650]	Speed: 292.13 samples/sec	Train-accuracy=0.635742
INFO:root:Epoch[64] Batch [1650]	Speed: 292.13 samples/sec	Train-top_k_accuracy_5=0.838711
INFO:root:Epoch[64] Batch [1700]	Speed: 282.36 samples/sec	Train-accuracy=0.637188
INFO:root:Epoch[64] Batch [1700]	Speed: 282.36 samples/sec	Train-top_k_accuracy_5=0.843047
INFO:root:Epoch[64] Batch [1750]	Speed: 287.95 samples/sec	Train-accuracy=0.638203
INFO:root:Epoch[64] Batch [1750]	Speed: 287.95 samples/sec	Train-top_k_accuracy_5=0.838906
INFO:root:Epoch[64] Batch [1800]	Speed: 288.47 samples/sec	Train-accuracy=0.640039
INFO:root:Epoch[64] Batch [1800]	Speed: 288.47 samples/sec	Train-top_k_accuracy_5=0.842852
INFO:root:Epoch[64] Batch [1850]	Speed: 292.41 samples/sec	Train-accuracy=0.637383
INFO:root:Epoch[64] Batch [1850]	Speed: 292.41 samples/sec	Train-top_k_accuracy_5=0.840078
INFO:root:Epoch[64] Batch [1900]	Speed: 287.91 samples/sec	Train-accuracy=0.638477
INFO:root:Epoch[64] Batch [1900]	Speed: 287.91 samples/sec	Train-top_k_accuracy_5=0.840977
INFO:root:Epoch[64] Batch [1950]	Speed: 299.17 samples/sec	Train-accuracy=0.637969
INFO:root:Epoch[64] Batch [1950]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.839961
INFO:root:Epoch[64] Batch [2000]	Speed: 290.43 samples/sec	Train-accuracy=0.642344
INFO:root:Epoch[64] Batch [2000]	Speed: 290.43 samples/sec	Train-top_k_accuracy_5=0.841758
INFO:root:Epoch[64] Batch [2050]	Speed: 290.09 samples/sec	Train-accuracy=0.631914
INFO:root:Epoch[64] Batch [2050]	Speed: 290.09 samples/sec	Train-top_k_accuracy_5=0.838359
INFO:root:Epoch[64] Batch [2100]	Speed: 292.85 samples/sec	Train-accuracy=0.641211
INFO:root:Epoch[64] Batch [2100]	Speed: 292.85 samples/sec	Train-top_k_accuracy_5=0.841875
INFO:root:Epoch[64] Batch [2150]	Speed: 290.16 samples/sec	Train-accuracy=0.637383
INFO:root:Epoch[64] Batch [2150]	Speed: 290.16 samples/sec	Train-top_k_accuracy_5=0.841641
INFO:root:Epoch[64] Batch [2200]	Speed: 292.53 samples/sec	Train-accuracy=0.642734
INFO:root:Epoch[64] Batch [2200]	Speed: 292.53 samples/sec	Train-top_k_accuracy_5=0.845313
INFO:root:Epoch[64] Batch [2250]	Speed: 290.43 samples/sec	Train-accuracy=0.639961
INFO:root:Epoch[64] Batch [2250]	Speed: 290.43 samples/sec	Train-top_k_accuracy_5=0.847617
INFO:root:Epoch[64] Batch [2300]	Speed: 296.65 samples/sec	Train-accuracy=0.640039
INFO:root:Epoch[64] Batch [2300]	Speed: 296.65 samples/sec	Train-top_k_accuracy_5=0.843125
INFO:root:Epoch[64] Batch [2350]	Speed: 286.25 samples/sec	Train-accuracy=0.638672
INFO:root:Epoch[64] Batch [2350]	Speed: 286.25 samples/sec	Train-top_k_accuracy_5=0.842734
INFO:root:Epoch[64] Batch [2400]	Speed: 288.28 samples/sec	Train-accuracy=0.639297
INFO:root:Epoch[64] Batch [2400]	Speed: 288.28 samples/sec	Train-top_k_accuracy_5=0.841680
INFO:root:Epoch[64] Batch [2450]	Speed: 282.41 samples/sec	Train-accuracy=0.646641
INFO:root:Epoch[64] Batch [2450]	Speed: 282.41 samples/sec	Train-top_k_accuracy_5=0.847617
INFO:root:Epoch[64] Batch [2500]	Speed: 282.28 samples/sec	Train-accuracy=0.636406
INFO:root:Epoch[64] Batch [2500]	Speed: 282.28 samples/sec	Train-top_k_accuracy_5=0.838320
INFO:root:Epoch[64] Resetting Data Iterator
INFO:root:Epoch[64] Time cost=4406.318
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0065.params"
INFO:root:Epoch[64] Validation-accuracy=0.681800
INFO:root:Epoch[64] Validation-top_k_accuracy_5=0.884526
INFO:root:Epoch[65] Batch [50]	Speed: 308.81 samples/sec	Train-accuracy=0.635742
INFO:root:Epoch[65] Batch [50]	Speed: 308.81 samples/sec	Train-top_k_accuracy_5=0.839688
INFO:root:Epoch[65] Batch [100]	Speed: 290.47 samples/sec	Train-accuracy=0.634648
INFO:root:Epoch[65] Batch [100]	Speed: 290.47 samples/sec	Train-top_k_accuracy_5=0.835859
INFO:root:Epoch[65] Batch [150]	Speed: 294.75 samples/sec	Train-accuracy=0.633594
INFO:root:Epoch[65] Batch [150]	Speed: 294.75 samples/sec	Train-top_k_accuracy_5=0.842852
INFO:root:Epoch[65] Batch [200]	Speed: 288.44 samples/sec	Train-accuracy=0.629141
INFO:root:Epoch[65] Batch [200]	Speed: 288.44 samples/sec	Train-top_k_accuracy_5=0.837109
INFO:root:Epoch[65] Batch [250]	Speed: 303.20 samples/sec	Train-accuracy=0.634336
INFO:root:Epoch[65] Batch [250]	Speed: 303.20 samples/sec	Train-top_k_accuracy_5=0.839961
INFO:root:Epoch[65] Batch [300]	Speed: 284.29 samples/sec	Train-accuracy=0.635820
INFO:root:Epoch[65] Batch [300]	Speed: 284.29 samples/sec	Train-top_k_accuracy_5=0.840430
INFO:root:Epoch[65] Batch [350]	Speed: 290.39 samples/sec	Train-accuracy=0.632539
INFO:root:Epoch[65] Batch [350]	Speed: 290.39 samples/sec	Train-top_k_accuracy_5=0.838555
INFO:root:Epoch[65] Batch [400]	Speed: 290.38 samples/sec	Train-accuracy=0.632695
INFO:root:Epoch[65] Batch [400]	Speed: 290.38 samples/sec	Train-top_k_accuracy_5=0.839219
INFO:root:Epoch[65] Batch [450]	Speed: 280.16 samples/sec	Train-accuracy=0.634062
INFO:root:Epoch[65] Batch [450]	Speed: 280.16 samples/sec	Train-top_k_accuracy_5=0.840703
INFO:root:Epoch[65] Batch [500]	Speed: 292.24 samples/sec	Train-accuracy=0.632500
INFO:root:Epoch[65] Batch [500]	Speed: 292.24 samples/sec	Train-top_k_accuracy_5=0.839531
INFO:root:Epoch[65] Batch [550]	Speed: 287.87 samples/sec	Train-accuracy=0.641602
INFO:root:Epoch[65] Batch [550]	Speed: 287.87 samples/sec	Train-top_k_accuracy_5=0.845430
INFO:root:Epoch[65] Batch [600]	Speed: 288.15 samples/sec	Train-accuracy=0.637773
INFO:root:Epoch[65] Batch [600]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.838125
INFO:root:Epoch[65] Batch [650]	Speed: 288.33 samples/sec	Train-accuracy=0.634805
INFO:root:Epoch[65] Batch [650]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.840859
INFO:root:Epoch[65] Batch [700]	Speed: 286.06 samples/sec	Train-accuracy=0.635820
INFO:root:Epoch[65] Batch [700]	Speed: 286.06 samples/sec	Train-top_k_accuracy_5=0.840000
INFO:root:Epoch[65] Batch [750]	Speed: 290.29 samples/sec	Train-accuracy=0.631953
INFO:root:Epoch[65] Batch [750]	Speed: 290.29 samples/sec	Train-top_k_accuracy_5=0.839258
INFO:root:Epoch[65] Batch [800]	Speed: 289.81 samples/sec	Train-accuracy=0.635625
INFO:root:Epoch[65] Batch [800]	Speed: 289.81 samples/sec	Train-top_k_accuracy_5=0.840586
INFO:root:Epoch[65] Batch [850]	Speed: 276.43 samples/sec	Train-accuracy=0.638555
INFO:root:Epoch[65] Batch [850]	Speed: 276.43 samples/sec	Train-top_k_accuracy_5=0.838359
INFO:root:Epoch[65] Batch [900]	Speed: 286.09 samples/sec	Train-accuracy=0.639687
INFO:root:Epoch[65] Batch [900]	Speed: 286.09 samples/sec	Train-top_k_accuracy_5=0.842734
INFO:root:Epoch[65] Batch [950]	Speed: 288.09 samples/sec	Train-accuracy=0.638828
INFO:root:Epoch[65] Batch [950]	Speed: 288.09 samples/sec	Train-top_k_accuracy_5=0.840938
INFO:root:Epoch[65] Batch [1000]	Speed: 289.73 samples/sec	Train-accuracy=0.641641
INFO:root:Epoch[65] Batch [1000]	Speed: 289.73 samples/sec	Train-top_k_accuracy_5=0.841680
INFO:root:Epoch[65] Batch [1050]	Speed: 276.72 samples/sec	Train-accuracy=0.640078
INFO:root:Epoch[65] Batch [1050]	Speed: 276.72 samples/sec	Train-top_k_accuracy_5=0.841914
INFO:root:Epoch[65] Batch [1100]	Speed: 283.92 samples/sec	Train-accuracy=0.636914
INFO:root:Epoch[65] Batch [1100]	Speed: 283.92 samples/sec	Train-top_k_accuracy_5=0.841445
INFO:root:Epoch[65] Batch [1150]	Speed: 284.65 samples/sec	Train-accuracy=0.634102
INFO:root:Epoch[65] Batch [1150]	Speed: 284.65 samples/sec	Train-top_k_accuracy_5=0.839727
INFO:root:Epoch[65] Batch [1200]	Speed: 282.18 samples/sec	Train-accuracy=0.638164
INFO:root:Epoch[65] Batch [1200]	Speed: 282.18 samples/sec	Train-top_k_accuracy_5=0.842148
INFO:root:Epoch[65] Batch [1250]	Speed: 282.36 samples/sec	Train-accuracy=0.635820
INFO:root:Epoch[65] Batch [1250]	Speed: 282.36 samples/sec	Train-top_k_accuracy_5=0.839805
INFO:root:Epoch[65] Batch [1300]	Speed: 284.05 samples/sec	Train-accuracy=0.636523
INFO:root:Epoch[65] Batch [1300]	Speed: 284.05 samples/sec	Train-top_k_accuracy_5=0.843242
INFO:root:Epoch[65] Batch [1350]	Speed: 284.16 samples/sec	Train-accuracy=0.636797
INFO:root:Epoch[65] Batch [1350]	Speed: 284.16 samples/sec	Train-top_k_accuracy_5=0.842500
INFO:root:Epoch[65] Batch [1400]	Speed: 287.67 samples/sec	Train-accuracy=0.637344
INFO:root:Epoch[65] Batch [1400]	Speed: 287.67 samples/sec	Train-top_k_accuracy_5=0.840625
INFO:root:Epoch[65] Batch [1450]	Speed: 285.93 samples/sec	Train-accuracy=0.640859
INFO:root:Epoch[65] Batch [1450]	Speed: 285.93 samples/sec	Train-top_k_accuracy_5=0.842734
INFO:root:Epoch[65] Batch [1500]	Speed: 284.12 samples/sec	Train-accuracy=0.633750
INFO:root:Epoch[65] Batch [1500]	Speed: 284.12 samples/sec	Train-top_k_accuracy_5=0.841602
INFO:root:Epoch[65] Batch [1550]	Speed: 287.65 samples/sec	Train-accuracy=0.638320
INFO:root:Epoch[65] Batch [1550]	Speed: 287.65 samples/sec	Train-top_k_accuracy_5=0.843906
INFO:root:Epoch[65] Batch [1600]	Speed: 297.09 samples/sec	Train-accuracy=0.645156
INFO:root:Epoch[65] Batch [1600]	Speed: 297.09 samples/sec	Train-top_k_accuracy_5=0.843437
INFO:root:Epoch[65] Batch [1650]	Speed: 287.92 samples/sec	Train-accuracy=0.640352
INFO:root:Epoch[65] Batch [1650]	Speed: 287.92 samples/sec	Train-top_k_accuracy_5=0.844023
INFO:root:Epoch[65] Batch [1700]	Speed: 286.04 samples/sec	Train-accuracy=0.641289
INFO:root:Epoch[65] Batch [1700]	Speed: 286.04 samples/sec	Train-top_k_accuracy_5=0.843945
INFO:root:Epoch[65] Batch [1750]	Speed: 287.86 samples/sec	Train-accuracy=0.641289
INFO:root:Epoch[65] Batch [1750]	Speed: 287.86 samples/sec	Train-top_k_accuracy_5=0.844492
INFO:root:Epoch[65] Batch [1800]	Speed: 280.32 samples/sec	Train-accuracy=0.640273
INFO:root:Epoch[65] Batch [1800]	Speed: 280.32 samples/sec	Train-top_k_accuracy_5=0.841914
INFO:root:Epoch[65] Batch [1850]	Speed: 290.10 samples/sec	Train-accuracy=0.638398
INFO:root:Epoch[65] Batch [1850]	Speed: 290.10 samples/sec	Train-top_k_accuracy_5=0.841992
INFO:root:Epoch[65] Batch [1900]	Speed: 282.48 samples/sec	Train-accuracy=0.640430
INFO:root:Epoch[65] Batch [1900]	Speed: 282.48 samples/sec	Train-top_k_accuracy_5=0.844648
INFO:root:Epoch[65] Batch [1950]	Speed: 285.76 samples/sec	Train-accuracy=0.641953
INFO:root:Epoch[65] Batch [1950]	Speed: 285.76 samples/sec	Train-top_k_accuracy_5=0.843086
INFO:root:Epoch[65] Batch [2000]	Speed: 286.56 samples/sec	Train-accuracy=0.645391
INFO:root:Epoch[65] Batch [2000]	Speed: 286.56 samples/sec	Train-top_k_accuracy_5=0.845234
INFO:root:Epoch[65] Batch [2050]	Speed: 290.30 samples/sec	Train-accuracy=0.637148
INFO:root:Epoch[65] Batch [2050]	Speed: 290.30 samples/sec	Train-top_k_accuracy_5=0.841562
INFO:root:Epoch[65] Batch [2100]	Speed: 288.32 samples/sec	Train-accuracy=0.643516
INFO:root:Epoch[65] Batch [2100]	Speed: 288.32 samples/sec	Train-top_k_accuracy_5=0.845078
INFO:root:Epoch[65] Batch [2150]	Speed: 290.28 samples/sec	Train-accuracy=0.638477
INFO:root:Epoch[65] Batch [2150]	Speed: 290.28 samples/sec	Train-top_k_accuracy_5=0.842070
INFO:root:Epoch[65] Batch [2200]	Speed: 290.25 samples/sec	Train-accuracy=0.644922
INFO:root:Epoch[65] Batch [2200]	Speed: 290.25 samples/sec	Train-top_k_accuracy_5=0.847031
INFO:root:Epoch[65] Batch [2250]	Speed: 280.23 samples/sec	Train-accuracy=0.644453
INFO:root:Epoch[65] Batch [2250]	Speed: 280.23 samples/sec	Train-top_k_accuracy_5=0.845938
INFO:root:Epoch[65] Batch [2300]	Speed: 288.10 samples/sec	Train-accuracy=0.641914
INFO:root:Epoch[65] Batch [2300]	Speed: 288.10 samples/sec	Train-top_k_accuracy_5=0.844961
INFO:root:Epoch[65] Batch [2350]	Speed: 284.30 samples/sec	Train-accuracy=0.643086
INFO:root:Epoch[65] Batch [2350]	Speed: 284.30 samples/sec	Train-top_k_accuracy_5=0.844414
INFO:root:Epoch[65] Batch [2400]	Speed: 292.19 samples/sec	Train-accuracy=0.645117
INFO:root:Epoch[65] Batch [2400]	Speed: 292.19 samples/sec	Train-top_k_accuracy_5=0.846562
INFO:root:Epoch[65] Batch [2450]	Speed: 292.19 samples/sec	Train-accuracy=0.645352
INFO:root:Epoch[65] Batch [2450]	Speed: 292.19 samples/sec	Train-top_k_accuracy_5=0.845977
INFO:root:Epoch[65] Batch [2500]	Speed: 287.97 samples/sec	Train-accuracy=0.643516
INFO:root:Epoch[65] Batch [2500]	Speed: 287.97 samples/sec	Train-top_k_accuracy_5=0.846680
INFO:root:Epoch[65] Resetting Data Iterator
INFO:root:Epoch[65] Time cost=4455.461
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0066.params"
INFO:root:Epoch[65] Validation-accuracy=0.683434
INFO:root:Epoch[65] Validation-top_k_accuracy_5=0.884845
INFO:root:Epoch[66] Batch [50]	Speed: 302.80 samples/sec	Train-accuracy=0.639102
INFO:root:Epoch[66] Batch [50]	Speed: 302.80 samples/sec	Train-top_k_accuracy_5=0.841953
INFO:root:Epoch[66] Batch [100]	Speed: 288.33 samples/sec	Train-accuracy=0.638711
INFO:root:Epoch[66] Batch [100]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.841406
INFO:root:Epoch[66] Batch [150]	Speed: 292.19 samples/sec	Train-accuracy=0.635156
INFO:root:Epoch[66] Batch [150]	Speed: 292.19 samples/sec	Train-top_k_accuracy_5=0.842344
INFO:root:Epoch[66] Batch [200]	Speed: 290.30 samples/sec	Train-accuracy=0.636797
INFO:root:Epoch[66] Batch [200]	Speed: 290.30 samples/sec	Train-top_k_accuracy_5=0.843203
INFO:root:Epoch[66] Batch [250]	Speed: 290.27 samples/sec	Train-accuracy=0.638750
INFO:root:Epoch[66] Batch [250]	Speed: 290.27 samples/sec	Train-top_k_accuracy_5=0.843477
INFO:root:Epoch[66] Batch [300]	Speed: 279.99 samples/sec	Train-accuracy=0.635195
INFO:root:Epoch[66] Batch [300]	Speed: 279.99 samples/sec	Train-top_k_accuracy_5=0.841641
INFO:root:Epoch[66] Batch [350]	Speed: 288.55 samples/sec	Train-accuracy=0.633281
INFO:root:Epoch[66] Batch [350]	Speed: 288.55 samples/sec	Train-top_k_accuracy_5=0.840117
INFO:root:Epoch[66] Batch [400]	Speed: 286.26 samples/sec	Train-accuracy=0.637891
INFO:root:Epoch[66] Batch [400]	Speed: 286.26 samples/sec	Train-top_k_accuracy_5=0.844922
INFO:root:Epoch[66] Batch [450]	Speed: 287.89 samples/sec	Train-accuracy=0.635195
INFO:root:Epoch[66] Batch [450]	Speed: 287.89 samples/sec	Train-top_k_accuracy_5=0.838945
INFO:root:Epoch[66] Batch [500]	Speed: 284.58 samples/sec	Train-accuracy=0.633672
INFO:root:Epoch[66] Batch [500]	Speed: 284.58 samples/sec	Train-top_k_accuracy_5=0.842500
INFO:root:Epoch[66] Batch [550]	Speed: 288.30 samples/sec	Train-accuracy=0.637734
INFO:root:Epoch[66] Batch [550]	Speed: 288.30 samples/sec	Train-top_k_accuracy_5=0.844219
INFO:root:Epoch[66] Batch [600]	Speed: 298.75 samples/sec	Train-accuracy=0.639805
INFO:root:Epoch[66] Batch [600]	Speed: 298.75 samples/sec	Train-top_k_accuracy_5=0.844141
INFO:root:Epoch[66] Batch [650]	Speed: 289.45 samples/sec	Train-accuracy=0.637891
INFO:root:Epoch[66] Batch [650]	Speed: 289.45 samples/sec	Train-top_k_accuracy_5=0.837031
INFO:root:Epoch[66] Batch [700]	Speed: 287.57 samples/sec	Train-accuracy=0.641797
INFO:root:Epoch[66] Batch [700]	Speed: 287.57 samples/sec	Train-top_k_accuracy_5=0.843984
INFO:root:Epoch[66] Batch [750]	Speed: 238.16 samples/sec	Train-accuracy=0.633398
INFO:root:Epoch[66] Batch [750]	Speed: 238.16 samples/sec	Train-top_k_accuracy_5=0.840117
INFO:root:Epoch[66] Batch [800]	Speed: 222.40 samples/sec	Train-accuracy=0.635273
INFO:root:Epoch[66] Batch [800]	Speed: 222.40 samples/sec	Train-top_k_accuracy_5=0.839688
INFO:root:Epoch[66] Batch [850]	Speed: 247.00 samples/sec	Train-accuracy=0.639062
INFO:root:Epoch[66] Batch [850]	Speed: 247.00 samples/sec	Train-top_k_accuracy_5=0.840234
INFO:root:Epoch[66] Batch [900]	Speed: 289.57 samples/sec	Train-accuracy=0.634102
INFO:root:Epoch[66] Batch [900]	Speed: 289.57 samples/sec	Train-top_k_accuracy_5=0.839023
INFO:root:Epoch[66] Batch [950]	Speed: 294.98 samples/sec	Train-accuracy=0.639648
INFO:root:Epoch[66] Batch [950]	Speed: 294.98 samples/sec	Train-top_k_accuracy_5=0.842422
INFO:root:Epoch[66] Batch [1000]	Speed: 290.43 samples/sec	Train-accuracy=0.636563
INFO:root:Epoch[66] Batch [1000]	Speed: 290.43 samples/sec	Train-top_k_accuracy_5=0.843984
INFO:root:Epoch[66] Batch [1050]	Speed: 286.04 samples/sec	Train-accuracy=0.638047
INFO:root:Epoch[66] Batch [1050]	Speed: 286.04 samples/sec	Train-top_k_accuracy_5=0.840156
INFO:root:Epoch[66] Batch [1100]	Speed: 281.99 samples/sec	Train-accuracy=0.642969
INFO:root:Epoch[66] Batch [1100]	Speed: 281.99 samples/sec	Train-top_k_accuracy_5=0.844609
INFO:root:Epoch[66] Batch [1150]	Speed: 280.11 samples/sec	Train-accuracy=0.634844
INFO:root:Epoch[66] Batch [1150]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.842187
INFO:root:Epoch[66] Batch [1200]	Speed: 284.14 samples/sec	Train-accuracy=0.637930
INFO:root:Epoch[66] Batch [1200]	Speed: 284.14 samples/sec	Train-top_k_accuracy_5=0.840547
INFO:root:Epoch[66] Batch [1250]	Speed: 289.87 samples/sec	Train-accuracy=0.640898
INFO:root:Epoch[66] Batch [1250]	Speed: 289.87 samples/sec	Train-top_k_accuracy_5=0.844727
INFO:root:Epoch[66] Batch [1300]	Speed: 274.03 samples/sec	Train-accuracy=0.638945
INFO:root:Epoch[66] Batch [1300]	Speed: 274.03 samples/sec	Train-top_k_accuracy_5=0.841797
INFO:root:Epoch[66] Batch [1350]	Speed: 269.07 samples/sec	Train-accuracy=0.640781
INFO:root:Epoch[66] Batch [1350]	Speed: 269.07 samples/sec	Train-top_k_accuracy_5=0.841914
INFO:root:Epoch[66] Batch [1400]	Speed: 272.25 samples/sec	Train-accuracy=0.638711
INFO:root:Epoch[66] Batch [1400]	Speed: 272.25 samples/sec	Train-top_k_accuracy_5=0.843906
INFO:root:Epoch[66] Batch [1450]	Speed: 302.11 samples/sec	Train-accuracy=0.644375
INFO:root:Epoch[66] Batch [1450]	Speed: 302.11 samples/sec	Train-top_k_accuracy_5=0.844141
INFO:root:Epoch[66] Batch [1500]	Speed: 297.07 samples/sec	Train-accuracy=0.640430
INFO:root:Epoch[66] Batch [1500]	Speed: 297.07 samples/sec	Train-top_k_accuracy_5=0.843125
INFO:root:Epoch[66] Batch [1550]	Speed: 303.94 samples/sec	Train-accuracy=0.638516
INFO:root:Epoch[66] Batch [1550]	Speed: 303.94 samples/sec	Train-top_k_accuracy_5=0.841992
INFO:root:Epoch[66] Batch [1600]	Speed: 299.19 samples/sec	Train-accuracy=0.643828
INFO:root:Epoch[66] Batch [1600]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.850273
INFO:root:Epoch[66] Batch [1650]	Speed: 299.10 samples/sec	Train-accuracy=0.639219
INFO:root:Epoch[66] Batch [1650]	Speed: 299.10 samples/sec	Train-top_k_accuracy_5=0.841758
INFO:root:Epoch[66] Batch [1700]	Speed: 301.43 samples/sec	Train-accuracy=0.641523
INFO:root:Epoch[66] Batch [1700]	Speed: 301.43 samples/sec	Train-top_k_accuracy_5=0.846914
INFO:root:Epoch[66] Batch [1750]	Speed: 299.14 samples/sec	Train-accuracy=0.646836
INFO:root:Epoch[66] Batch [1750]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.844648
INFO:root:Epoch[66] Batch [1800]	Speed: 304.05 samples/sec	Train-accuracy=0.640547
INFO:root:Epoch[66] Batch [1800]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.840664
INFO:root:Epoch[66] Batch [1850]	Speed: 299.88 samples/sec	Train-accuracy=0.646758
INFO:root:Epoch[66] Batch [1850]	Speed: 299.88 samples/sec	Train-top_k_accuracy_5=0.845469
INFO:root:Epoch[66] Batch [1900]	Speed: 304.18 samples/sec	Train-accuracy=0.643750
INFO:root:Epoch[66] Batch [1900]	Speed: 304.18 samples/sec	Train-top_k_accuracy_5=0.844023
INFO:root:Epoch[66] Batch [1950]	Speed: 299.69 samples/sec	Train-accuracy=0.644531
INFO:root:Epoch[66] Batch [1950]	Speed: 299.69 samples/sec	Train-top_k_accuracy_5=0.844531
INFO:root:Epoch[66] Batch [2000]	Speed: 301.54 samples/sec	Train-accuracy=0.646406
INFO:root:Epoch[66] Batch [2000]	Speed: 301.54 samples/sec	Train-top_k_accuracy_5=0.846758
INFO:root:Epoch[66] Batch [2050]	Speed: 297.02 samples/sec	Train-accuracy=0.643398
INFO:root:Epoch[66] Batch [2050]	Speed: 297.02 samples/sec	Train-top_k_accuracy_5=0.846055
INFO:root:Epoch[66] Batch [2100]	Speed: 301.55 samples/sec	Train-accuracy=0.642148
INFO:root:Epoch[66] Batch [2100]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.844063
INFO:root:Epoch[66] Batch [2150]	Speed: 306.40 samples/sec	Train-accuracy=0.640859
INFO:root:Epoch[66] Batch [2150]	Speed: 306.40 samples/sec	Train-top_k_accuracy_5=0.845234
INFO:root:Epoch[66] Batch [2200]	Speed: 304.36 samples/sec	Train-accuracy=0.646484
INFO:root:Epoch[66] Batch [2200]	Speed: 304.36 samples/sec	Train-top_k_accuracy_5=0.849727
INFO:root:Epoch[66] Batch [2250]	Speed: 306.59 samples/sec	Train-accuracy=0.647305
INFO:root:Epoch[66] Batch [2250]	Speed: 306.59 samples/sec	Train-top_k_accuracy_5=0.849531
INFO:root:Epoch[66] Batch [2300]	Speed: 306.41 samples/sec	Train-accuracy=0.645703
INFO:root:Epoch[66] Batch [2300]	Speed: 306.41 samples/sec	Train-top_k_accuracy_5=0.846523
INFO:root:Epoch[66] Batch [2350]	Speed: 301.73 samples/sec	Train-accuracy=0.648242
INFO:root:Epoch[66] Batch [2350]	Speed: 301.73 samples/sec	Train-top_k_accuracy_5=0.846172
INFO:root:Epoch[66] Batch [2400]	Speed: 299.46 samples/sec	Train-accuracy=0.648086
INFO:root:Epoch[66] Batch [2400]	Speed: 299.46 samples/sec	Train-top_k_accuracy_5=0.848203
INFO:root:Epoch[66] Batch [2450]	Speed: 301.85 samples/sec	Train-accuracy=0.652773
INFO:root:Epoch[66] Batch [2450]	Speed: 301.85 samples/sec	Train-top_k_accuracy_5=0.852070
INFO:root:Epoch[66] Batch [2500]	Speed: 297.58 samples/sec	Train-accuracy=0.646094
INFO:root:Epoch[66] Batch [2500]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.847344
INFO:root:Epoch[66] Resetting Data Iterator
INFO:root:Epoch[66] Time cost=4432.745
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0067.params"
INFO:root:Epoch[66] Validation-accuracy=0.683315
INFO:root:Epoch[66] Validation-top_k_accuracy_5=0.884945
INFO:root:Epoch[67] Batch [50]	Speed: 312.42 samples/sec	Train-accuracy=0.644023
INFO:root:Epoch[67] Batch [50]	Speed: 312.42 samples/sec	Train-top_k_accuracy_5=0.845977
INFO:root:Epoch[67] Batch [100]	Speed: 306.52 samples/sec	Train-accuracy=0.640938
INFO:root:Epoch[67] Batch [100]	Speed: 306.52 samples/sec	Train-top_k_accuracy_5=0.841758
INFO:root:Epoch[67] Batch [150]	Speed: 304.04 samples/sec	Train-accuracy=0.638984
INFO:root:Epoch[67] Batch [150]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.842734
INFO:root:Epoch[67] Batch [200]	Speed: 303.98 samples/sec	Train-accuracy=0.632578
INFO:root:Epoch[67] Batch [200]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.838477
INFO:root:Epoch[67] Batch [250]	Speed: 299.63 samples/sec	Train-accuracy=0.641914
INFO:root:Epoch[67] Batch [250]	Speed: 299.63 samples/sec	Train-top_k_accuracy_5=0.843633
INFO:root:Epoch[67] Batch [300]	Speed: 297.71 samples/sec	Train-accuracy=0.646289
INFO:root:Epoch[67] Batch [300]	Speed: 297.71 samples/sec	Train-top_k_accuracy_5=0.844336
INFO:root:Epoch[67] Batch [350]	Speed: 306.56 samples/sec	Train-accuracy=0.636172
INFO:root:Epoch[67] Batch [350]	Speed: 306.56 samples/sec	Train-top_k_accuracy_5=0.842812
INFO:root:Epoch[67] Batch [400]	Speed: 301.81 samples/sec	Train-accuracy=0.639844
INFO:root:Epoch[67] Batch [400]	Speed: 301.81 samples/sec	Train-top_k_accuracy_5=0.841211
INFO:root:Epoch[67] Batch [450]	Speed: 304.02 samples/sec	Train-accuracy=0.638437
INFO:root:Epoch[67] Batch [450]	Speed: 304.02 samples/sec	Train-top_k_accuracy_5=0.841016
INFO:root:Epoch[67] Batch [500]	Speed: 301.75 samples/sec	Train-accuracy=0.640117
INFO:root:Epoch[67] Batch [500]	Speed: 301.75 samples/sec	Train-top_k_accuracy_5=0.840781
INFO:root:Epoch[67] Batch [550]	Speed: 302.22 samples/sec	Train-accuracy=0.643672
INFO:root:Epoch[67] Batch [550]	Speed: 302.22 samples/sec	Train-top_k_accuracy_5=0.846367
INFO:root:Epoch[67] Batch [600]	Speed: 301.69 samples/sec	Train-accuracy=0.637891
INFO:root:Epoch[67] Batch [600]	Speed: 301.69 samples/sec	Train-top_k_accuracy_5=0.842656
INFO:root:Epoch[67] Batch [650]	Speed: 306.43 samples/sec	Train-accuracy=0.639805
INFO:root:Epoch[67] Batch [650]	Speed: 306.43 samples/sec	Train-top_k_accuracy_5=0.840703
INFO:root:Epoch[67] Batch [700]	Speed: 301.72 samples/sec	Train-accuracy=0.643984
INFO:root:Epoch[67] Batch [700]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.845859
INFO:root:Epoch[67] Batch [750]	Speed: 306.53 samples/sec	Train-accuracy=0.638086
INFO:root:Epoch[67] Batch [750]	Speed: 306.53 samples/sec	Train-top_k_accuracy_5=0.843008
INFO:root:Epoch[67] Batch [800]	Speed: 304.19 samples/sec	Train-accuracy=0.642148
INFO:root:Epoch[67] Batch [800]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.845430
INFO:root:Epoch[67] Batch [850]	Speed: 301.89 samples/sec	Train-accuracy=0.640391
INFO:root:Epoch[67] Batch [850]	Speed: 301.89 samples/sec	Train-top_k_accuracy_5=0.845234
INFO:root:Epoch[67] Batch [900]	Speed: 301.96 samples/sec	Train-accuracy=0.639570
INFO:root:Epoch[67] Batch [900]	Speed: 301.96 samples/sec	Train-top_k_accuracy_5=0.841562
INFO:root:Epoch[67] Batch [950]	Speed: 290.93 samples/sec	Train-accuracy=0.642891
INFO:root:Epoch[67] Batch [950]	Speed: 290.93 samples/sec	Train-top_k_accuracy_5=0.847031
INFO:root:Epoch[67] Batch [1000]	Speed: 297.43 samples/sec	Train-accuracy=0.646250
INFO:root:Epoch[67] Batch [1000]	Speed: 297.43 samples/sec	Train-top_k_accuracy_5=0.846562
INFO:root:Epoch[67] Batch [1050]	Speed: 302.22 samples/sec	Train-accuracy=0.637813
INFO:root:Epoch[67] Batch [1050]	Speed: 302.22 samples/sec	Train-top_k_accuracy_5=0.844180
INFO:root:Epoch[67] Batch [1100]	Speed: 306.61 samples/sec	Train-accuracy=0.641055
INFO:root:Epoch[67] Batch [1100]	Speed: 306.61 samples/sec	Train-top_k_accuracy_5=0.842344
INFO:root:Epoch[67] Batch [1150]	Speed: 304.07 samples/sec	Train-accuracy=0.638398
INFO:root:Epoch[67] Batch [1150]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.846133
INFO:root:Epoch[67] Batch [1200]	Speed: 303.99 samples/sec	Train-accuracy=0.643281
INFO:root:Epoch[67] Batch [1200]	Speed: 303.99 samples/sec	Train-top_k_accuracy_5=0.847148
INFO:root:Epoch[67] Batch [1250]	Speed: 303.95 samples/sec	Train-accuracy=0.642500
INFO:root:Epoch[67] Batch [1250]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.846953
INFO:root:Epoch[67] Batch [1300]	Speed: 304.12 samples/sec	Train-accuracy=0.638984
INFO:root:Epoch[67] Batch [1300]	Speed: 304.12 samples/sec	Train-top_k_accuracy_5=0.844805
INFO:root:Epoch[67] Batch [1350]	Speed: 301.70 samples/sec	Train-accuracy=0.641445
INFO:root:Epoch[67] Batch [1350]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.842187
INFO:root:Epoch[67] Batch [1400]	Speed: 299.76 samples/sec	Train-accuracy=0.642109
INFO:root:Epoch[67] Batch [1400]	Speed: 299.76 samples/sec	Train-top_k_accuracy_5=0.845391
INFO:root:Epoch[67] Batch [1450]	Speed: 293.40 samples/sec	Train-accuracy=0.649375
INFO:root:Epoch[67] Batch [1450]	Speed: 293.40 samples/sec	Train-top_k_accuracy_5=0.845430
INFO:root:Epoch[67] Batch [1500]	Speed: 291.40 samples/sec	Train-accuracy=0.640781
INFO:root:Epoch[67] Batch [1500]	Speed: 291.40 samples/sec	Train-top_k_accuracy_5=0.845820
INFO:root:Epoch[67] Batch [1550]	Speed: 301.98 samples/sec	Train-accuracy=0.639922
INFO:root:Epoch[67] Batch [1550]	Speed: 301.98 samples/sec	Train-top_k_accuracy_5=0.844453
INFO:root:Epoch[67] Batch [1600]	Speed: 306.66 samples/sec	Train-accuracy=0.651484
INFO:root:Epoch[67] Batch [1600]	Speed: 306.66 samples/sec	Train-top_k_accuracy_5=0.850781
INFO:root:Epoch[67] Batch [1650]	Speed: 304.07 samples/sec	Train-accuracy=0.639609
INFO:root:Epoch[67] Batch [1650]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.845117
INFO:root:Epoch[67] Batch [1700]	Speed: 306.39 samples/sec	Train-accuracy=0.645586
INFO:root:Epoch[67] Batch [1700]	Speed: 306.39 samples/sec	Train-top_k_accuracy_5=0.850117
INFO:root:Epoch[67] Batch [1750]	Speed: 301.78 samples/sec	Train-accuracy=0.643711
INFO:root:Epoch[67] Batch [1750]	Speed: 301.78 samples/sec	Train-top_k_accuracy_5=0.843398
INFO:root:Epoch[67] Batch [1800]	Speed: 301.63 samples/sec	Train-accuracy=0.645156
INFO:root:Epoch[67] Batch [1800]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.846914
INFO:root:Epoch[67] Batch [1850]	Speed: 303.83 samples/sec	Train-accuracy=0.645430
INFO:root:Epoch[67] Batch [1850]	Speed: 303.83 samples/sec	Train-top_k_accuracy_5=0.846641
INFO:root:Epoch[67] Batch [1900]	Speed: 291.18 samples/sec	Train-accuracy=0.649453
INFO:root:Epoch[67] Batch [1900]	Speed: 291.18 samples/sec	Train-top_k_accuracy_5=0.846953
INFO:root:Epoch[67] Batch [1950]	Speed: 279.23 samples/sec	Train-accuracy=0.643047
INFO:root:Epoch[67] Batch [1950]	Speed: 279.23 samples/sec	Train-top_k_accuracy_5=0.844453
INFO:root:Epoch[67] Batch [2000]	Speed: 267.27 samples/sec	Train-accuracy=0.648359
INFO:root:Epoch[67] Batch [2000]	Speed: 267.27 samples/sec	Train-top_k_accuracy_5=0.848359
INFO:root:Epoch[67] Batch [2050]	Speed: 287.41 samples/sec	Train-accuracy=0.640312
INFO:root:Epoch[67] Batch [2050]	Speed: 287.41 samples/sec	Train-top_k_accuracy_5=0.845664
INFO:root:Epoch[67] Batch [2100]	Speed: 272.48 samples/sec	Train-accuracy=0.641289
INFO:root:Epoch[67] Batch [2100]	Speed: 272.48 samples/sec	Train-top_k_accuracy_5=0.847578
INFO:root:Epoch[67] Batch [2150]	Speed: 281.96 samples/sec	Train-accuracy=0.645273
INFO:root:Epoch[67] Batch [2150]	Speed: 281.96 samples/sec	Train-top_k_accuracy_5=0.848750
INFO:root:Epoch[67] Batch [2200]	Speed: 276.06 samples/sec	Train-accuracy=0.645977
INFO:root:Epoch[67] Batch [2200]	Speed: 276.06 samples/sec	Train-top_k_accuracy_5=0.848906
INFO:root:Epoch[67] Batch [2250]	Speed: 275.86 samples/sec	Train-accuracy=0.649180
INFO:root:Epoch[67] Batch [2250]	Speed: 275.86 samples/sec	Train-top_k_accuracy_5=0.850898
INFO:root:Epoch[67] Batch [2300]	Speed: 272.77 samples/sec	Train-accuracy=0.650234
INFO:root:Epoch[67] Batch [2300]	Speed: 272.77 samples/sec	Train-top_k_accuracy_5=0.846172
INFO:root:Epoch[67] Batch [2350]	Speed: 276.15 samples/sec	Train-accuracy=0.646875
INFO:root:Epoch[67] Batch [2350]	Speed: 276.15 samples/sec	Train-top_k_accuracy_5=0.848594
INFO:root:Epoch[67] Batch [2400]	Speed: 277.88 samples/sec	Train-accuracy=0.648320
INFO:root:Epoch[67] Batch [2400]	Speed: 277.88 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[67] Batch [2450]	Speed: 278.03 samples/sec	Train-accuracy=0.652344
INFO:root:Epoch[67] Batch [2450]	Speed: 278.03 samples/sec	Train-top_k_accuracy_5=0.852969
INFO:root:Epoch[67] Batch [2500]	Speed: 281.63 samples/sec	Train-accuracy=0.645664
INFO:root:Epoch[67] Batch [2500]	Speed: 281.63 samples/sec	Train-top_k_accuracy_5=0.846680
INFO:root:Epoch[67] Resetting Data Iterator
INFO:root:Epoch[67] Time cost=4335.066
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0068.params"
INFO:root:Epoch[67] Validation-accuracy=0.688357
INFO:root:Epoch[67] Validation-top_k_accuracy_5=0.888253
INFO:root:Epoch[68] Batch [50]	Speed: 286.45 samples/sec	Train-accuracy=0.646797
INFO:root:Epoch[68] Batch [50]	Speed: 286.45 samples/sec	Train-top_k_accuracy_5=0.845195
INFO:root:Epoch[68] Batch [100]	Speed: 299.89 samples/sec	Train-accuracy=0.642695
INFO:root:Epoch[68] Batch [100]	Speed: 299.89 samples/sec	Train-top_k_accuracy_5=0.843477
INFO:root:Epoch[68] Batch [150]	Speed: 301.64 samples/sec	Train-accuracy=0.646211
INFO:root:Epoch[68] Batch [150]	Speed: 301.64 samples/sec	Train-top_k_accuracy_5=0.848281
INFO:root:Epoch[68] Batch [200]	Speed: 302.01 samples/sec	Train-accuracy=0.639648
INFO:root:Epoch[68] Batch [200]	Speed: 302.01 samples/sec	Train-top_k_accuracy_5=0.846523
INFO:root:Epoch[68] Batch [250]	Speed: 301.74 samples/sec	Train-accuracy=0.647578
INFO:root:Epoch[68] Batch [250]	Speed: 301.74 samples/sec	Train-top_k_accuracy_5=0.845625
INFO:root:Epoch[68] Batch [300]	Speed: 301.60 samples/sec	Train-accuracy=0.640820
INFO:root:Epoch[68] Batch [300]	Speed: 301.60 samples/sec	Train-top_k_accuracy_5=0.843750
INFO:root:Epoch[68] Batch [350]	Speed: 297.18 samples/sec	Train-accuracy=0.642852
INFO:root:Epoch[68] Batch [350]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.844336
INFO:root:Epoch[68] Batch [400]	Speed: 301.67 samples/sec	Train-accuracy=0.642656
INFO:root:Epoch[68] Batch [400]	Speed: 301.67 samples/sec	Train-top_k_accuracy_5=0.844805
INFO:root:Epoch[68] Batch [450]	Speed: 304.28 samples/sec	Train-accuracy=0.639219
INFO:root:Epoch[68] Batch [450]	Speed: 304.28 samples/sec	Train-top_k_accuracy_5=0.845352
INFO:root:Epoch[68] Batch [500]	Speed: 295.57 samples/sec	Train-accuracy=0.642266
INFO:root:Epoch[68] Batch [500]	Speed: 295.57 samples/sec	Train-top_k_accuracy_5=0.844219
INFO:root:Epoch[68] Batch [550]	Speed: 302.32 samples/sec	Train-accuracy=0.640820
INFO:root:Epoch[68] Batch [550]	Speed: 302.32 samples/sec	Train-top_k_accuracy_5=0.846523
INFO:root:Epoch[68] Batch [600]	Speed: 304.20 samples/sec	Train-accuracy=0.644375
INFO:root:Epoch[68] Batch [600]	Speed: 304.20 samples/sec	Train-top_k_accuracy_5=0.848242
INFO:root:Epoch[68] Batch [650]	Speed: 297.46 samples/sec	Train-accuracy=0.643750
INFO:root:Epoch[68] Batch [650]	Speed: 297.46 samples/sec	Train-top_k_accuracy_5=0.842344
INFO:root:Epoch[68] Batch [700]	Speed: 304.04 samples/sec	Train-accuracy=0.644883
INFO:root:Epoch[68] Batch [700]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.847695
INFO:root:Epoch[68] Batch [750]	Speed: 301.83 samples/sec	Train-accuracy=0.637188
INFO:root:Epoch[68] Batch [750]	Speed: 301.83 samples/sec	Train-top_k_accuracy_5=0.841680
INFO:root:Epoch[68] Batch [800]	Speed: 303.98 samples/sec	Train-accuracy=0.640742
INFO:root:Epoch[68] Batch [800]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.846406
INFO:root:Epoch[68] Batch [850]	Speed: 304.18 samples/sec	Train-accuracy=0.643789
INFO:root:Epoch[68] Batch [850]	Speed: 304.18 samples/sec	Train-top_k_accuracy_5=0.843828
INFO:root:Epoch[68] Batch [900]	Speed: 304.34 samples/sec	Train-accuracy=0.644219
INFO:root:Epoch[68] Batch [900]	Speed: 304.34 samples/sec	Train-top_k_accuracy_5=0.845273
INFO:root:Epoch[68] Batch [950]	Speed: 304.07 samples/sec	Train-accuracy=0.641758
INFO:root:Epoch[68] Batch [950]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.846016
INFO:root:Epoch[68] Batch [1000]	Speed: 291.14 samples/sec	Train-accuracy=0.644687
INFO:root:Epoch[68] Batch [1000]	Speed: 291.14 samples/sec	Train-top_k_accuracy_5=0.845898
INFO:root:Epoch[68] Batch [1050]	Speed: 299.70 samples/sec	Train-accuracy=0.643242
INFO:root:Epoch[68] Batch [1050]	Speed: 299.70 samples/sec	Train-top_k_accuracy_5=0.845352
INFO:root:Epoch[68] Batch [1100]	Speed: 295.13 samples/sec	Train-accuracy=0.644219
INFO:root:Epoch[68] Batch [1100]	Speed: 295.13 samples/sec	Train-top_k_accuracy_5=0.846445
INFO:root:Epoch[68] Batch [1150]	Speed: 295.38 samples/sec	Train-accuracy=0.641797
INFO:root:Epoch[68] Batch [1150]	Speed: 295.38 samples/sec	Train-top_k_accuracy_5=0.847695
INFO:root:Epoch[68] Batch [1200]	Speed: 304.15 samples/sec	Train-accuracy=0.645078
INFO:root:Epoch[68] Batch [1200]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.847734
INFO:root:Epoch[68] Batch [1250]	Speed: 304.17 samples/sec	Train-accuracy=0.640547
INFO:root:Epoch[68] Batch [1250]	Speed: 304.17 samples/sec	Train-top_k_accuracy_5=0.843828
INFO:root:Epoch[68] Batch [1300]	Speed: 304.31 samples/sec	Train-accuracy=0.641406
INFO:root:Epoch[68] Batch [1300]	Speed: 304.31 samples/sec	Train-top_k_accuracy_5=0.847109
INFO:root:Epoch[68] Batch [1350]	Speed: 306.58 samples/sec	Train-accuracy=0.636016
INFO:root:Epoch[68] Batch [1350]	Speed: 306.58 samples/sec	Train-top_k_accuracy_5=0.843281
INFO:root:Epoch[68] Batch [1400]	Speed: 304.04 samples/sec	Train-accuracy=0.643867
INFO:root:Epoch[68] Batch [1400]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.845547
INFO:root:Epoch[68] Batch [1450]	Speed: 301.62 samples/sec	Train-accuracy=0.648477
INFO:root:Epoch[68] Batch [1450]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.850430
INFO:root:Epoch[68] Batch [1500]	Speed: 301.87 samples/sec	Train-accuracy=0.644883
INFO:root:Epoch[68] Batch [1500]	Speed: 301.87 samples/sec	Train-top_k_accuracy_5=0.847109
INFO:root:Epoch[68] Batch [1550]	Speed: 288.75 samples/sec	Train-accuracy=0.641133
INFO:root:Epoch[68] Batch [1550]	Speed: 288.75 samples/sec	Train-top_k_accuracy_5=0.847852
INFO:root:Epoch[68] Batch [1600]	Speed: 308.95 samples/sec	Train-accuracy=0.651133
INFO:root:Epoch[68] Batch [1600]	Speed: 308.95 samples/sec	Train-top_k_accuracy_5=0.849063
INFO:root:Epoch[68] Batch [1650]	Speed: 306.66 samples/sec	Train-accuracy=0.645781
INFO:root:Epoch[68] Batch [1650]	Speed: 306.66 samples/sec	Train-top_k_accuracy_5=0.846719
INFO:root:Epoch[68] Batch [1700]	Speed: 306.58 samples/sec	Train-accuracy=0.647227
INFO:root:Epoch[68] Batch [1700]	Speed: 306.58 samples/sec	Train-top_k_accuracy_5=0.850078
INFO:root:Epoch[68] Batch [1750]	Speed: 297.21 samples/sec	Train-accuracy=0.648906
INFO:root:Epoch[68] Batch [1750]	Speed: 297.21 samples/sec	Train-top_k_accuracy_5=0.849609
INFO:root:Epoch[68] Batch [1800]	Speed: 303.99 samples/sec	Train-accuracy=0.644844
INFO:root:Epoch[68] Batch [1800]	Speed: 303.99 samples/sec	Train-top_k_accuracy_5=0.844531
INFO:root:Epoch[68] Batch [1850]	Speed: 303.91 samples/sec	Train-accuracy=0.647539
INFO:root:Epoch[68] Batch [1850]	Speed: 303.91 samples/sec	Train-top_k_accuracy_5=0.845820
INFO:root:Epoch[68] Batch [1900]	Speed: 293.45 samples/sec	Train-accuracy=0.645430
INFO:root:Epoch[68] Batch [1900]	Speed: 293.45 samples/sec	Train-top_k_accuracy_5=0.848750
INFO:root:Epoch[68] Batch [1950]	Speed: 299.49 samples/sec	Train-accuracy=0.642852
INFO:root:Epoch[68] Batch [1950]	Speed: 299.49 samples/sec	Train-top_k_accuracy_5=0.846289
INFO:root:Epoch[68] Batch [2000]	Speed: 306.57 samples/sec	Train-accuracy=0.647109
INFO:root:Epoch[68] Batch [2000]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.846523
INFO:root:Epoch[68] Batch [2050]	Speed: 309.12 samples/sec	Train-accuracy=0.643594
INFO:root:Epoch[68] Batch [2050]	Speed: 309.12 samples/sec	Train-top_k_accuracy_5=0.848281
INFO:root:Epoch[68] Batch [2100]	Speed: 306.66 samples/sec	Train-accuracy=0.646484
INFO:root:Epoch[68] Batch [2100]	Speed: 306.66 samples/sec	Train-top_k_accuracy_5=0.849766
INFO:root:Epoch[68] Batch [2150]	Speed: 304.07 samples/sec	Train-accuracy=0.648203
INFO:root:Epoch[68] Batch [2150]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.850391
INFO:root:Epoch[68] Batch [2200]	Speed: 301.74 samples/sec	Train-accuracy=0.648242
INFO:root:Epoch[68] Batch [2200]	Speed: 301.74 samples/sec	Train-top_k_accuracy_5=0.849688
INFO:root:Epoch[68] Batch [2250]	Speed: 299.68 samples/sec	Train-accuracy=0.648555
INFO:root:Epoch[68] Batch [2250]	Speed: 299.68 samples/sec	Train-top_k_accuracy_5=0.848437
INFO:root:Epoch[68] Batch [2300]	Speed: 301.74 samples/sec	Train-accuracy=0.647344
INFO:root:Epoch[68] Batch [2300]	Speed: 301.74 samples/sec	Train-top_k_accuracy_5=0.849492
INFO:root:Epoch[68] Batch [2350]	Speed: 297.78 samples/sec	Train-accuracy=0.650781
INFO:root:Epoch[68] Batch [2350]	Speed: 297.78 samples/sec	Train-top_k_accuracy_5=0.848008
INFO:root:Epoch[68] Batch [2400]	Speed: 304.49 samples/sec	Train-accuracy=0.652383
INFO:root:Epoch[68] Batch [2400]	Speed: 304.49 samples/sec	Train-top_k_accuracy_5=0.850039
INFO:root:Epoch[68] Batch [2450]	Speed: 304.26 samples/sec	Train-accuracy=0.653008
INFO:root:Epoch[68] Batch [2450]	Speed: 304.26 samples/sec	Train-top_k_accuracy_5=0.848750
INFO:root:Epoch[68] Batch [2500]	Speed: 301.83 samples/sec	Train-accuracy=0.648359
INFO:root:Epoch[68] Batch [2500]	Speed: 301.83 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[68] Resetting Data Iterator
INFO:root:Epoch[68] Time cost=4250.530
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0069.params"
INFO:root:Epoch[68] Validation-accuracy=0.685487
INFO:root:Epoch[68] Validation-top_k_accuracy_5=0.886599
INFO:root:Epoch[69] Batch [50]	Speed: 309.45 samples/sec	Train-accuracy=0.643125
INFO:root:Epoch[69] Batch [50]	Speed: 309.45 samples/sec	Train-top_k_accuracy_5=0.848203
INFO:root:Epoch[69] Batch [100]	Speed: 301.70 samples/sec	Train-accuracy=0.640742
INFO:root:Epoch[69] Batch [100]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.846211
INFO:root:Epoch[69] Batch [150]	Speed: 304.06 samples/sec	Train-accuracy=0.644961
INFO:root:Epoch[69] Batch [150]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.848398
INFO:root:Epoch[69] Batch [200]	Speed: 299.82 samples/sec	Train-accuracy=0.637031
INFO:root:Epoch[69] Batch [200]	Speed: 299.82 samples/sec	Train-top_k_accuracy_5=0.841016
INFO:root:Epoch[69] Batch [250]	Speed: 299.78 samples/sec	Train-accuracy=0.645859
INFO:root:Epoch[69] Batch [250]	Speed: 299.78 samples/sec	Train-top_k_accuracy_5=0.847305
INFO:root:Epoch[69] Batch [300]	Speed: 304.36 samples/sec	Train-accuracy=0.646484
INFO:root:Epoch[69] Batch [300]	Speed: 304.36 samples/sec	Train-top_k_accuracy_5=0.845898
INFO:root:Epoch[69] Batch [350]	Speed: 304.20 samples/sec	Train-accuracy=0.641797
INFO:root:Epoch[69] Batch [350]	Speed: 304.20 samples/sec	Train-top_k_accuracy_5=0.840781
INFO:root:Epoch[69] Batch [400]	Speed: 295.27 samples/sec	Train-accuracy=0.645703
INFO:root:Epoch[69] Batch [400]	Speed: 295.27 samples/sec	Train-top_k_accuracy_5=0.847617
INFO:root:Epoch[69] Batch [450]	Speed: 304.10 samples/sec	Train-accuracy=0.640742
INFO:root:Epoch[69] Batch [450]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.843906
INFO:root:Epoch[69] Batch [500]	Speed: 301.56 samples/sec	Train-accuracy=0.650664
INFO:root:Epoch[69] Batch [500]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[69] Batch [550]	Speed: 306.40 samples/sec	Train-accuracy=0.651484
INFO:root:Epoch[69] Batch [550]	Speed: 306.40 samples/sec	Train-top_k_accuracy_5=0.853125
INFO:root:Epoch[69] Batch [600]	Speed: 304.08 samples/sec	Train-accuracy=0.642656
INFO:root:Epoch[69] Batch [600]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.844531
INFO:root:Epoch[69] Batch [650]	Speed: 304.42 samples/sec	Train-accuracy=0.643867
INFO:root:Epoch[69] Batch [650]	Speed: 304.42 samples/sec	Train-top_k_accuracy_5=0.842500
INFO:root:Epoch[69] Batch [700]	Speed: 293.66 samples/sec	Train-accuracy=0.645664
INFO:root:Epoch[69] Batch [700]	Speed: 293.66 samples/sec	Train-top_k_accuracy_5=0.848125
INFO:root:Epoch[69] Batch [750]	Speed: 297.56 samples/sec	Train-accuracy=0.641328
INFO:root:Epoch[69] Batch [750]	Speed: 297.56 samples/sec	Train-top_k_accuracy_5=0.844961
INFO:root:Epoch[69] Batch [800]	Speed: 299.37 samples/sec	Train-accuracy=0.643633
INFO:root:Epoch[69] Batch [800]	Speed: 299.37 samples/sec	Train-top_k_accuracy_5=0.844961
INFO:root:Epoch[69] Batch [850]	Speed: 303.91 samples/sec	Train-accuracy=0.638945
INFO:root:Epoch[69] Batch [850]	Speed: 303.91 samples/sec	Train-top_k_accuracy_5=0.845469
INFO:root:Epoch[69] Batch [900]	Speed: 301.90 samples/sec	Train-accuracy=0.644531
INFO:root:Epoch[69] Batch [900]	Speed: 301.90 samples/sec	Train-top_k_accuracy_5=0.843633
INFO:root:Epoch[69] Batch [950]	Speed: 304.23 samples/sec	Train-accuracy=0.642422
INFO:root:Epoch[69] Batch [950]	Speed: 304.23 samples/sec	Train-top_k_accuracy_5=0.846250
INFO:root:Epoch[69] Batch [1000]	Speed: 303.83 samples/sec	Train-accuracy=0.649648
INFO:root:Epoch[69] Batch [1000]	Speed: 303.83 samples/sec	Train-top_k_accuracy_5=0.845977
INFO:root:Epoch[69] Batch [1050]	Speed: 304.33 samples/sec	Train-accuracy=0.650039
INFO:root:Epoch[69] Batch [1050]	Speed: 304.33 samples/sec	Train-top_k_accuracy_5=0.847773
INFO:root:Epoch[69] Batch [1100]	Speed: 291.31 samples/sec	Train-accuracy=0.648711
INFO:root:Epoch[69] Batch [1100]	Speed: 291.31 samples/sec	Train-top_k_accuracy_5=0.847305
INFO:root:Epoch[69] Batch [1150]	Speed: 304.40 samples/sec	Train-accuracy=0.638672
INFO:root:Epoch[69] Batch [1150]	Speed: 304.40 samples/sec	Train-top_k_accuracy_5=0.847461
INFO:root:Epoch[69] Batch [1200]	Speed: 303.69 samples/sec	Train-accuracy=0.647266
INFO:root:Epoch[69] Batch [1200]	Speed: 303.69 samples/sec	Train-top_k_accuracy_5=0.848789
INFO:root:Epoch[69] Batch [1250]	Speed: 299.57 samples/sec	Train-accuracy=0.644687
INFO:root:Epoch[69] Batch [1250]	Speed: 299.57 samples/sec	Train-top_k_accuracy_5=0.850938
INFO:root:Epoch[69] Batch [1300]	Speed: 301.74 samples/sec	Train-accuracy=0.648320
INFO:root:Epoch[69] Batch [1300]	Speed: 301.74 samples/sec	Train-top_k_accuracy_5=0.850156
INFO:root:Epoch[69] Batch [1350]	Speed: 306.47 samples/sec	Train-accuracy=0.644336
INFO:root:Epoch[69] Batch [1350]	Speed: 306.47 samples/sec	Train-top_k_accuracy_5=0.843516
INFO:root:Epoch[69] Batch [1400]	Speed: 301.87 samples/sec	Train-accuracy=0.645273
INFO:root:Epoch[69] Batch [1400]	Speed: 301.87 samples/sec	Train-top_k_accuracy_5=0.845703
INFO:root:Epoch[69] Batch [1450]	Speed: 304.31 samples/sec	Train-accuracy=0.648984
INFO:root:Epoch[69] Batch [1450]	Speed: 304.31 samples/sec	Train-top_k_accuracy_5=0.848906
INFO:root:Epoch[69] Batch [1500]	Speed: 301.90 samples/sec	Train-accuracy=0.642656
INFO:root:Epoch[69] Batch [1500]	Speed: 301.90 samples/sec	Train-top_k_accuracy_5=0.846094
INFO:root:Epoch[69] Batch [1550]	Speed: 304.34 samples/sec	Train-accuracy=0.645547
INFO:root:Epoch[69] Batch [1550]	Speed: 304.34 samples/sec	Train-top_k_accuracy_5=0.847461
INFO:root:Epoch[69] Batch [1600]	Speed: 301.97 samples/sec	Train-accuracy=0.652344
INFO:root:Epoch[69] Batch [1600]	Speed: 301.97 samples/sec	Train-top_k_accuracy_5=0.855117
INFO:root:Epoch[69] Batch [1650]	Speed: 304.11 samples/sec	Train-accuracy=0.645820
INFO:root:Epoch[69] Batch [1650]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.847539
INFO:root:Epoch[69] Batch [1700]	Speed: 304.09 samples/sec	Train-accuracy=0.652695
INFO:root:Epoch[69] Batch [1700]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.855000
INFO:root:Epoch[69] Batch [1750]	Speed: 306.57 samples/sec	Train-accuracy=0.647109
INFO:root:Epoch[69] Batch [1750]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.849727
INFO:root:Epoch[69] Batch [1800]	Speed: 306.47 samples/sec	Train-accuracy=0.648594
INFO:root:Epoch[69] Batch [1800]	Speed: 306.47 samples/sec	Train-top_k_accuracy_5=0.849609
INFO:root:Epoch[69] Batch [1850]	Speed: 306.75 samples/sec	Train-accuracy=0.643867
INFO:root:Epoch[69] Batch [1850]	Speed: 306.75 samples/sec	Train-top_k_accuracy_5=0.849414
INFO:root:Epoch[69] Batch [1900]	Speed: 304.06 samples/sec	Train-accuracy=0.651328
INFO:root:Epoch[69] Batch [1900]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.850703
INFO:root:Epoch[69] Batch [1950]	Speed: 303.91 samples/sec	Train-accuracy=0.648477
INFO:root:Epoch[69] Batch [1950]	Speed: 303.91 samples/sec	Train-top_k_accuracy_5=0.851133
INFO:root:Epoch[69] Batch [2000]	Speed: 301.71 samples/sec	Train-accuracy=0.648281
INFO:root:Epoch[69] Batch [2000]	Speed: 301.71 samples/sec	Train-top_k_accuracy_5=0.849961
INFO:root:Epoch[69] Batch [2050]	Speed: 299.62 samples/sec	Train-accuracy=0.644023
INFO:root:Epoch[69] Batch [2050]	Speed: 299.62 samples/sec	Train-top_k_accuracy_5=0.846484
INFO:root:Epoch[69] Batch [2100]	Speed: 308.94 samples/sec	Train-accuracy=0.647305
INFO:root:Epoch[69] Batch [2100]	Speed: 308.94 samples/sec	Train-top_k_accuracy_5=0.847422
INFO:root:Epoch[69] Batch [2150]	Speed: 304.16 samples/sec	Train-accuracy=0.646289
INFO:root:Epoch[69] Batch [2150]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.845430
INFO:root:Epoch[69] Batch [2200]	Speed: 304.08 samples/sec	Train-accuracy=0.650430
INFO:root:Epoch[69] Batch [2200]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.851719
INFO:root:Epoch[69] Batch [2250]	Speed: 306.49 samples/sec	Train-accuracy=0.649453
INFO:root:Epoch[69] Batch [2250]	Speed: 306.49 samples/sec	Train-top_k_accuracy_5=0.850586
INFO:root:Epoch[69] Batch [2300]	Speed: 304.33 samples/sec	Train-accuracy=0.647852
INFO:root:Epoch[69] Batch [2300]	Speed: 304.33 samples/sec	Train-top_k_accuracy_5=0.849766
INFO:root:Epoch[69] Batch [2350]	Speed: 301.50 samples/sec	Train-accuracy=0.648086
INFO:root:Epoch[69] Batch [2350]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.850078
INFO:root:Epoch[69] Batch [2400]	Speed: 290.94 samples/sec	Train-accuracy=0.650820
INFO:root:Epoch[69] Batch [2400]	Speed: 290.94 samples/sec	Train-top_k_accuracy_5=0.849258
INFO:root:Epoch[69] Batch [2450]	Speed: 299.83 samples/sec	Train-accuracy=0.654023
INFO:root:Epoch[69] Batch [2450]	Speed: 299.83 samples/sec	Train-top_k_accuracy_5=0.852070
INFO:root:Epoch[69] Batch [2500]	Speed: 301.92 samples/sec	Train-accuracy=0.643516
INFO:root:Epoch[69] Batch [2500]	Speed: 301.92 samples/sec	Train-top_k_accuracy_5=0.846836
INFO:root:Epoch[69] Resetting Data Iterator
INFO:root:Epoch[69] Time cost=4234.601
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0070.params"
INFO:root:Epoch[69] Validation-accuracy=0.685786
INFO:root:Epoch[69] Validation-top_k_accuracy_5=0.886001
INFO:root:Epoch[70] Batch [50]	Speed: 309.58 samples/sec	Train-accuracy=0.646406
INFO:root:Epoch[70] Batch [50]	Speed: 309.58 samples/sec	Train-top_k_accuracy_5=0.846680
INFO:root:Epoch[70] Batch [100]	Speed: 306.78 samples/sec	Train-accuracy=0.649219
INFO:root:Epoch[70] Batch [100]	Speed: 306.78 samples/sec	Train-top_k_accuracy_5=0.846406
INFO:root:Epoch[70] Batch [150]	Speed: 304.07 samples/sec	Train-accuracy=0.649258
INFO:root:Epoch[70] Batch [150]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.848164
INFO:root:Epoch[70] Batch [200]	Speed: 301.74 samples/sec	Train-accuracy=0.637344
INFO:root:Epoch[70] Batch [200]	Speed: 301.74 samples/sec	Train-top_k_accuracy_5=0.844375
INFO:root:Epoch[70] Batch [250]	Speed: 303.93 samples/sec	Train-accuracy=0.648281
INFO:root:Epoch[70] Batch [250]	Speed: 303.93 samples/sec	Train-top_k_accuracy_5=0.851328
INFO:root:Epoch[70] Batch [300]	Speed: 299.53 samples/sec	Train-accuracy=0.648633
INFO:root:Epoch[70] Batch [300]	Speed: 299.53 samples/sec	Train-top_k_accuracy_5=0.848555
INFO:root:Epoch[70] Batch [350]	Speed: 306.31 samples/sec	Train-accuracy=0.641328
INFO:root:Epoch[70] Batch [350]	Speed: 306.31 samples/sec	Train-top_k_accuracy_5=0.842266
INFO:root:Epoch[70] Batch [400]	Speed: 304.51 samples/sec	Train-accuracy=0.644180
INFO:root:Epoch[70] Batch [400]	Speed: 304.51 samples/sec	Train-top_k_accuracy_5=0.846914
INFO:root:Epoch[70] Batch [450]	Speed: 297.58 samples/sec	Train-accuracy=0.641016
INFO:root:Epoch[70] Batch [450]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.846641
INFO:root:Epoch[70] Batch [500]	Speed: 308.95 samples/sec	Train-accuracy=0.647422
INFO:root:Epoch[70] Batch [500]	Speed: 308.95 samples/sec	Train-top_k_accuracy_5=0.850508
INFO:root:Epoch[70] Batch [550]	Speed: 306.82 samples/sec	Train-accuracy=0.648047
INFO:root:Epoch[70] Batch [550]	Speed: 306.82 samples/sec	Train-top_k_accuracy_5=0.850469
INFO:root:Epoch[70] Batch [600]	Speed: 306.60 samples/sec	Train-accuracy=0.648320
INFO:root:Epoch[70] Batch [600]	Speed: 306.60 samples/sec	Train-top_k_accuracy_5=0.847734
INFO:root:Epoch[70] Batch [650]	Speed: 306.53 samples/sec	Train-accuracy=0.645273
INFO:root:Epoch[70] Batch [650]	Speed: 306.53 samples/sec	Train-top_k_accuracy_5=0.847187
INFO:root:Epoch[70] Batch [700]	Speed: 301.61 samples/sec	Train-accuracy=0.651953
INFO:root:Epoch[70] Batch [700]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.847891
INFO:root:Epoch[70] Batch [750]	Speed: 301.49 samples/sec	Train-accuracy=0.646133
INFO:root:Epoch[70] Batch [750]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.844414
INFO:root:Epoch[70] Batch [800]	Speed: 301.88 samples/sec	Train-accuracy=0.645703
INFO:root:Epoch[70] Batch [800]	Speed: 301.88 samples/sec	Train-top_k_accuracy_5=0.849336
INFO:root:Epoch[70] Batch [850]	Speed: 297.54 samples/sec	Train-accuracy=0.646875
INFO:root:Epoch[70] Batch [850]	Speed: 297.54 samples/sec	Train-top_k_accuracy_5=0.848125
INFO:root:Epoch[70] Batch [900]	Speed: 300.15 samples/sec	Train-accuracy=0.646133
INFO:root:Epoch[70] Batch [900]	Speed: 300.15 samples/sec	Train-top_k_accuracy_5=0.847070
INFO:root:Epoch[70] Batch [950]	Speed: 295.55 samples/sec	Train-accuracy=0.647578
INFO:root:Epoch[70] Batch [950]	Speed: 295.55 samples/sec	Train-top_k_accuracy_5=0.844922
INFO:root:Epoch[70] Batch [1000]	Speed: 308.98 samples/sec	Train-accuracy=0.646836
INFO:root:Epoch[70] Batch [1000]	Speed: 308.98 samples/sec	Train-top_k_accuracy_5=0.847852
INFO:root:Epoch[70] Batch [1050]	Speed: 304.39 samples/sec	Train-accuracy=0.641602
INFO:root:Epoch[70] Batch [1050]	Speed: 304.39 samples/sec	Train-top_k_accuracy_5=0.847812
INFO:root:Epoch[70] Batch [1100]	Speed: 304.15 samples/sec	Train-accuracy=0.647539
INFO:root:Epoch[70] Batch [1100]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.846758
INFO:root:Epoch[70] Batch [1150]	Speed: 303.81 samples/sec	Train-accuracy=0.646406
INFO:root:Epoch[70] Batch [1150]	Speed: 303.81 samples/sec	Train-top_k_accuracy_5=0.849336
INFO:root:Epoch[70] Batch [1200]	Speed: 299.34 samples/sec	Train-accuracy=0.645078
INFO:root:Epoch[70] Batch [1200]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.845430
INFO:root:Epoch[70] Batch [1250]	Speed: 304.05 samples/sec	Train-accuracy=0.648867
INFO:root:Epoch[70] Batch [1250]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.851562
INFO:root:Epoch[70] Batch [1300]	Speed: 304.10 samples/sec	Train-accuracy=0.645742
INFO:root:Epoch[70] Batch [1300]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.852812
INFO:root:Epoch[70] Batch [1350]	Speed: 304.35 samples/sec	Train-accuracy=0.647109
INFO:root:Epoch[70] Batch [1350]	Speed: 304.35 samples/sec	Train-top_k_accuracy_5=0.846172
INFO:root:Epoch[70] Batch [1400]	Speed: 304.40 samples/sec	Train-accuracy=0.652773
INFO:root:Epoch[70] Batch [1400]	Speed: 304.40 samples/sec	Train-top_k_accuracy_5=0.852656
INFO:root:Epoch[70] Batch [1450]	Speed: 302.13 samples/sec	Train-accuracy=0.649687
INFO:root:Epoch[70] Batch [1450]	Speed: 302.13 samples/sec	Train-top_k_accuracy_5=0.845391
INFO:root:Epoch[70] Batch [1500]	Speed: 304.09 samples/sec	Train-accuracy=0.643086
INFO:root:Epoch[70] Batch [1500]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.847070
INFO:root:Epoch[70] Batch [1550]	Speed: 301.56 samples/sec	Train-accuracy=0.647773
INFO:root:Epoch[70] Batch [1550]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.848906
INFO:root:Epoch[70] Batch [1600]	Speed: 304.10 samples/sec	Train-accuracy=0.650273
INFO:root:Epoch[70] Batch [1600]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.849453
INFO:root:Epoch[70] Batch [1650]	Speed: 297.59 samples/sec	Train-accuracy=0.646563
INFO:root:Epoch[70] Batch [1650]	Speed: 297.59 samples/sec	Train-top_k_accuracy_5=0.848945
INFO:root:Epoch[70] Batch [1700]	Speed: 306.33 samples/sec	Train-accuracy=0.647188
INFO:root:Epoch[70] Batch [1700]	Speed: 306.33 samples/sec	Train-top_k_accuracy_5=0.848984
INFO:root:Epoch[70] Batch [1750]	Speed: 306.81 samples/sec	Train-accuracy=0.649492
INFO:root:Epoch[70] Batch [1750]	Speed: 306.81 samples/sec	Train-top_k_accuracy_5=0.849297
INFO:root:Epoch[70] Batch [1800]	Speed: 304.16 samples/sec	Train-accuracy=0.650039
INFO:root:Epoch[70] Batch [1800]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.850938
INFO:root:Epoch[70] Batch [1850]	Speed: 301.96 samples/sec	Train-accuracy=0.651719
INFO:root:Epoch[70] Batch [1850]	Speed: 301.96 samples/sec	Train-top_k_accuracy_5=0.849297
INFO:root:Epoch[70] Batch [1900]	Speed: 304.02 samples/sec	Train-accuracy=0.653750
INFO:root:Epoch[70] Batch [1900]	Speed: 304.02 samples/sec	Train-top_k_accuracy_5=0.852656
INFO:root:Epoch[70] Batch [1950]	Speed: 295.24 samples/sec	Train-accuracy=0.649297
INFO:root:Epoch[70] Batch [1950]	Speed: 295.24 samples/sec	Train-top_k_accuracy_5=0.848828
INFO:root:Epoch[70] Batch [2000]	Speed: 304.19 samples/sec	Train-accuracy=0.651094
INFO:root:Epoch[70] Batch [2000]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.849023
INFO:root:Epoch[70] Batch [2050]	Speed: 306.50 samples/sec	Train-accuracy=0.646953
INFO:root:Epoch[70] Batch [2050]	Speed: 306.50 samples/sec	Train-top_k_accuracy_5=0.846172
INFO:root:Epoch[70] Batch [2100]	Speed: 301.79 samples/sec	Train-accuracy=0.651328
INFO:root:Epoch[70] Batch [2100]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.848711
INFO:root:Epoch[70] Batch [2150]	Speed: 306.52 samples/sec	Train-accuracy=0.645977
INFO:root:Epoch[70] Batch [2150]	Speed: 306.52 samples/sec	Train-top_k_accuracy_5=0.849727
INFO:root:Epoch[70] Batch [2200]	Speed: 304.42 samples/sec	Train-accuracy=0.655469
INFO:root:Epoch[70] Batch [2200]	Speed: 304.42 samples/sec	Train-top_k_accuracy_5=0.852109
INFO:root:Epoch[70] Batch [2250]	Speed: 301.46 samples/sec	Train-accuracy=0.649062
INFO:root:Epoch[70] Batch [2250]	Speed: 301.46 samples/sec	Train-top_k_accuracy_5=0.852773
INFO:root:Epoch[70] Batch [2300]	Speed: 301.62 samples/sec	Train-accuracy=0.652070
INFO:root:Epoch[70] Batch [2300]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.848828
INFO:root:Epoch[70] Batch [2350]	Speed: 301.22 samples/sec	Train-accuracy=0.655000
INFO:root:Epoch[70] Batch [2350]	Speed: 301.22 samples/sec	Train-top_k_accuracy_5=0.850938
INFO:root:Epoch[70] Batch [2400]	Speed: 302.30 samples/sec	Train-accuracy=0.653320
INFO:root:Epoch[70] Batch [2400]	Speed: 302.30 samples/sec	Train-top_k_accuracy_5=0.853086
INFO:root:Epoch[70] Batch [2450]	Speed: 306.42 samples/sec	Train-accuracy=0.651797
INFO:root:Epoch[70] Batch [2450]	Speed: 306.42 samples/sec	Train-top_k_accuracy_5=0.849844
INFO:root:Epoch[70] Batch [2500]	Speed: 299.91 samples/sec	Train-accuracy=0.647578
INFO:root:Epoch[70] Batch [2500]	Speed: 299.91 samples/sec	Train-top_k_accuracy_5=0.847812
INFO:root:Epoch[70] Resetting Data Iterator
INFO:root:Epoch[70] Time cost=4227.060
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0071.params"
INFO:root:Epoch[70] Validation-accuracy=0.687739
INFO:root:Epoch[70] Validation-top_k_accuracy_5=0.887177
INFO:root:Epoch[71] Batch [50]	Speed: 309.66 samples/sec	Train-accuracy=0.651250
INFO:root:Epoch[71] Batch [50]	Speed: 309.66 samples/sec	Train-top_k_accuracy_5=0.849414
INFO:root:Epoch[71] Batch [100]	Speed: 303.84 samples/sec	Train-accuracy=0.648203
INFO:root:Epoch[71] Batch [100]	Speed: 303.84 samples/sec	Train-top_k_accuracy_5=0.844922
INFO:root:Epoch[71] Batch [150]	Speed: 301.84 samples/sec	Train-accuracy=0.642813
INFO:root:Epoch[71] Batch [150]	Speed: 301.84 samples/sec	Train-top_k_accuracy_5=0.848047
INFO:root:Epoch[71] Batch [200]	Speed: 301.56 samples/sec	Train-accuracy=0.643242
INFO:root:Epoch[71] Batch [200]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.847891
INFO:root:Epoch[71] Batch [250]	Speed: 304.07 samples/sec	Train-accuracy=0.652266
INFO:root:Epoch[71] Batch [250]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.847812
INFO:root:Epoch[71] Batch [300]	Speed: 304.06 samples/sec	Train-accuracy=0.648125
INFO:root:Epoch[71] Batch [300]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.850586
INFO:root:Epoch[71] Batch [350]	Speed: 304.11 samples/sec	Train-accuracy=0.647383
INFO:root:Epoch[71] Batch [350]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.844805
INFO:root:Epoch[71] Batch [400]	Speed: 302.01 samples/sec	Train-accuracy=0.641484
INFO:root:Epoch[71] Batch [400]	Speed: 302.01 samples/sec	Train-top_k_accuracy_5=0.849492
INFO:root:Epoch[71] Batch [450]	Speed: 306.59 samples/sec	Train-accuracy=0.646563
INFO:root:Epoch[71] Batch [450]	Speed: 306.59 samples/sec	Train-top_k_accuracy_5=0.846992
INFO:root:Epoch[71] Batch [500]	Speed: 297.58 samples/sec	Train-accuracy=0.649883
INFO:root:Epoch[71] Batch [500]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[71] Batch [550]	Speed: 304.06 samples/sec	Train-accuracy=0.654219
INFO:root:Epoch[71] Batch [550]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.852070
INFO:root:Epoch[71] Batch [600]	Speed: 297.10 samples/sec	Train-accuracy=0.651328
INFO:root:Epoch[71] Batch [600]	Speed: 297.10 samples/sec	Train-top_k_accuracy_5=0.847383
INFO:root:Epoch[71] Batch [650]	Speed: 304.05 samples/sec	Train-accuracy=0.646719
INFO:root:Epoch[71] Batch [650]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.845547
INFO:root:Epoch[71] Batch [700]	Speed: 304.15 samples/sec	Train-accuracy=0.648125
INFO:root:Epoch[71] Batch [700]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.849141
INFO:root:Epoch[71] Batch [750]	Speed: 291.43 samples/sec	Train-accuracy=0.645742
INFO:root:Epoch[71] Batch [750]	Speed: 291.43 samples/sec	Train-top_k_accuracy_5=0.844961
INFO:root:Epoch[71] Batch [800]	Speed: 306.49 samples/sec	Train-accuracy=0.649844
INFO:root:Epoch[71] Batch [800]	Speed: 306.49 samples/sec	Train-top_k_accuracy_5=0.849219
INFO:root:Epoch[71] Batch [850]	Speed: 304.47 samples/sec	Train-accuracy=0.644453
INFO:root:Epoch[71] Batch [850]	Speed: 304.47 samples/sec	Train-top_k_accuracy_5=0.845898
INFO:root:Epoch[71] Batch [900]	Speed: 302.05 samples/sec	Train-accuracy=0.642695
INFO:root:Epoch[71] Batch [900]	Speed: 302.05 samples/sec	Train-top_k_accuracy_5=0.845352
INFO:root:Epoch[71] Batch [950]	Speed: 304.05 samples/sec	Train-accuracy=0.647305
INFO:root:Epoch[71] Batch [950]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.849258
INFO:root:Epoch[71] Batch [1000]	Speed: 301.63 samples/sec	Train-accuracy=0.649648
INFO:root:Epoch[71] Batch [1000]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.849766
INFO:root:Epoch[71] Batch [1050]	Speed: 301.52 samples/sec	Train-accuracy=0.642227
INFO:root:Epoch[71] Batch [1050]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.846445
INFO:root:Epoch[71] Batch [1100]	Speed: 304.01 samples/sec	Train-accuracy=0.648984
INFO:root:Epoch[71] Batch [1100]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.845273
INFO:root:Epoch[71] Batch [1150]	Speed: 299.64 samples/sec	Train-accuracy=0.645586
INFO:root:Epoch[71] Batch [1150]	Speed: 299.64 samples/sec	Train-top_k_accuracy_5=0.847695
INFO:root:Epoch[71] Batch [1200]	Speed: 299.99 samples/sec	Train-accuracy=0.651055
INFO:root:Epoch[71] Batch [1200]	Speed: 299.99 samples/sec	Train-top_k_accuracy_5=0.849844
INFO:root:Epoch[71] Batch [1250]	Speed: 304.25 samples/sec	Train-accuracy=0.645664
INFO:root:Epoch[71] Batch [1250]	Speed: 304.25 samples/sec	Train-top_k_accuracy_5=0.849063
INFO:root:Epoch[71] Batch [1300]	Speed: 300.00 samples/sec	Train-accuracy=0.645547
INFO:root:Epoch[71] Batch [1300]	Speed: 300.00 samples/sec	Train-top_k_accuracy_5=0.851719
INFO:root:Epoch[71] Batch [1350]	Speed: 301.93 samples/sec	Train-accuracy=0.650781
INFO:root:Epoch[71] Batch [1350]	Speed: 301.93 samples/sec	Train-top_k_accuracy_5=0.849922
INFO:root:Epoch[71] Batch [1400]	Speed: 301.93 samples/sec	Train-accuracy=0.649922
INFO:root:Epoch[71] Batch [1400]	Speed: 301.93 samples/sec	Train-top_k_accuracy_5=0.849570
INFO:root:Epoch[71] Batch [1450]	Speed: 304.01 samples/sec	Train-accuracy=0.652188
INFO:root:Epoch[71] Batch [1450]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.848789
INFO:root:Epoch[71] Batch [1500]	Speed: 301.69 samples/sec	Train-accuracy=0.647148
INFO:root:Epoch[71] Batch [1500]	Speed: 301.69 samples/sec	Train-top_k_accuracy_5=0.847734
INFO:root:Epoch[71] Batch [1550]	Speed: 304.06 samples/sec	Train-accuracy=0.646016
INFO:root:Epoch[71] Batch [1550]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.849609
INFO:root:Epoch[71] Batch [1600]	Speed: 306.57 samples/sec	Train-accuracy=0.652461
INFO:root:Epoch[71] Batch [1600]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.854688
INFO:root:Epoch[71] Batch [1650]	Speed: 304.16 samples/sec	Train-accuracy=0.652266
INFO:root:Epoch[71] Batch [1650]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.851719
INFO:root:Epoch[71] Batch [1700]	Speed: 299.91 samples/sec	Train-accuracy=0.648867
INFO:root:Epoch[71] Batch [1700]	Speed: 299.91 samples/sec	Train-top_k_accuracy_5=0.852695
INFO:root:Epoch[71] Batch [1750]	Speed: 295.44 samples/sec	Train-accuracy=0.647500
INFO:root:Epoch[71] Batch [1750]	Speed: 295.44 samples/sec	Train-top_k_accuracy_5=0.847812
INFO:root:Epoch[71] Batch [1800]	Speed: 299.84 samples/sec	Train-accuracy=0.647656
INFO:root:Epoch[71] Batch [1800]	Speed: 299.84 samples/sec	Train-top_k_accuracy_5=0.848281
INFO:root:Epoch[71] Batch [1850]	Speed: 294.93 samples/sec	Train-accuracy=0.652539
INFO:root:Epoch[71] Batch [1850]	Speed: 294.93 samples/sec	Train-top_k_accuracy_5=0.850313
INFO:root:Epoch[71] Batch [1900]	Speed: 301.61 samples/sec	Train-accuracy=0.652500
INFO:root:Epoch[71] Batch [1900]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.850898
INFO:root:Epoch[71] Batch [1950]	Speed: 306.54 samples/sec	Train-accuracy=0.649141
INFO:root:Epoch[71] Batch [1950]	Speed: 306.54 samples/sec	Train-top_k_accuracy_5=0.849023
INFO:root:Epoch[71] Batch [2000]	Speed: 304.13 samples/sec	Train-accuracy=0.653125
INFO:root:Epoch[71] Batch [2000]	Speed: 304.13 samples/sec	Train-top_k_accuracy_5=0.851055
INFO:root:Epoch[71] Batch [2050]	Speed: 301.89 samples/sec	Train-accuracy=0.646211
INFO:root:Epoch[71] Batch [2050]	Speed: 301.89 samples/sec	Train-top_k_accuracy_5=0.851641
INFO:root:Epoch[71] Batch [2100]	Speed: 306.64 samples/sec	Train-accuracy=0.652578
INFO:root:Epoch[71] Batch [2100]	Speed: 306.64 samples/sec	Train-top_k_accuracy_5=0.851445
INFO:root:Epoch[71] Batch [2150]	Speed: 304.11 samples/sec	Train-accuracy=0.644531
INFO:root:Epoch[71] Batch [2150]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.845469
INFO:root:Epoch[71] Batch [2200]	Speed: 299.65 samples/sec	Train-accuracy=0.651094
INFO:root:Epoch[71] Batch [2200]	Speed: 299.65 samples/sec	Train-top_k_accuracy_5=0.853984
INFO:root:Epoch[71] Batch [2250]	Speed: 301.77 samples/sec	Train-accuracy=0.650430
INFO:root:Epoch[71] Batch [2250]	Speed: 301.77 samples/sec	Train-top_k_accuracy_5=0.849844
INFO:root:Epoch[71] Batch [2300]	Speed: 303.95 samples/sec	Train-accuracy=0.654023
INFO:root:Epoch[71] Batch [2300]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.853242
INFO:root:Epoch[71] Batch [2350]	Speed: 295.36 samples/sec	Train-accuracy=0.651016
INFO:root:Epoch[71] Batch [2350]	Speed: 295.36 samples/sec	Train-top_k_accuracy_5=0.849531
INFO:root:Epoch[71] Batch [2400]	Speed: 306.61 samples/sec	Train-accuracy=0.658750
INFO:root:Epoch[71] Batch [2400]	Speed: 306.61 samples/sec	Train-top_k_accuracy_5=0.854297
INFO:root:Epoch[71] Batch [2450]	Speed: 306.56 samples/sec	Train-accuracy=0.653633
INFO:root:Epoch[71] Batch [2450]	Speed: 306.56 samples/sec	Train-top_k_accuracy_5=0.855039
INFO:root:Epoch[71] Batch [2500]	Speed: 306.70 samples/sec	Train-accuracy=0.650273
INFO:root:Epoch[71] Batch [2500]	Speed: 306.70 samples/sec	Train-top_k_accuracy_5=0.851211
INFO:root:Epoch[71] Resetting Data Iterator
INFO:root:Epoch[71] Time cost=4236.475
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0072.params"
INFO:root:Epoch[71] Validation-accuracy=0.686922
INFO:root:Epoch[71] Validation-top_k_accuracy_5=0.887137
INFO:root:Epoch[72] Batch [50]	Speed: 306.92 samples/sec	Train-accuracy=0.651094
INFO:root:Epoch[72] Batch [50]	Speed: 306.92 samples/sec	Train-top_k_accuracy_5=0.848398
INFO:root:Epoch[72] Batch [100]	Speed: 303.96 samples/sec	Train-accuracy=0.644805
INFO:root:Epoch[72] Batch [100]	Speed: 303.96 samples/sec	Train-top_k_accuracy_5=0.851328
INFO:root:Epoch[72] Batch [150]	Speed: 297.19 samples/sec	Train-accuracy=0.648320
INFO:root:Epoch[72] Batch [150]	Speed: 297.19 samples/sec	Train-top_k_accuracy_5=0.849648
INFO:root:Epoch[72] Batch [200]	Speed: 304.38 samples/sec	Train-accuracy=0.642656
INFO:root:Epoch[72] Batch [200]	Speed: 304.38 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[72] Batch [250]	Speed: 306.59 samples/sec	Train-accuracy=0.655195
INFO:root:Epoch[72] Batch [250]	Speed: 306.59 samples/sec	Train-top_k_accuracy_5=0.853320
INFO:root:Epoch[72] Batch [300]	Speed: 304.11 samples/sec	Train-accuracy=0.651367
INFO:root:Epoch[72] Batch [300]	Speed: 304.11 samples/sec	Train-top_k_accuracy_5=0.850273
INFO:root:Epoch[72] Batch [350]	Speed: 301.91 samples/sec	Train-accuracy=0.647383
INFO:root:Epoch[72] Batch [350]	Speed: 301.91 samples/sec	Train-top_k_accuracy_5=0.846797
INFO:root:Epoch[72] Batch [400]	Speed: 306.69 samples/sec	Train-accuracy=0.646016
INFO:root:Epoch[72] Batch [400]	Speed: 306.69 samples/sec	Train-top_k_accuracy_5=0.846953
INFO:root:Epoch[72] Batch [450]	Speed: 306.47 samples/sec	Train-accuracy=0.648047
INFO:root:Epoch[72] Batch [450]	Speed: 306.47 samples/sec	Train-top_k_accuracy_5=0.847773
INFO:root:Epoch[72] Batch [500]	Speed: 301.71 samples/sec	Train-accuracy=0.649727
INFO:root:Epoch[72] Batch [500]	Speed: 301.71 samples/sec	Train-top_k_accuracy_5=0.851133
INFO:root:Epoch[72] Batch [550]	Speed: 303.98 samples/sec	Train-accuracy=0.647695
INFO:root:Epoch[72] Batch [550]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.850000
INFO:root:Epoch[72] Batch [600]	Speed: 301.40 samples/sec	Train-accuracy=0.648164
INFO:root:Epoch[72] Batch [600]	Speed: 301.40 samples/sec	Train-top_k_accuracy_5=0.850898
INFO:root:Epoch[72] Batch [650]	Speed: 302.06 samples/sec	Train-accuracy=0.648359
INFO:root:Epoch[72] Batch [650]	Speed: 302.06 samples/sec	Train-top_k_accuracy_5=0.846680
INFO:root:Epoch[72] Batch [700]	Speed: 302.12 samples/sec	Train-accuracy=0.651836
INFO:root:Epoch[72] Batch [700]	Speed: 302.12 samples/sec	Train-top_k_accuracy_5=0.850859
INFO:root:Epoch[72] Batch [750]	Speed: 297.77 samples/sec	Train-accuracy=0.641484
INFO:root:Epoch[72] Batch [750]	Speed: 297.77 samples/sec	Train-top_k_accuracy_5=0.844180
INFO:root:Epoch[72] Batch [800]	Speed: 291.42 samples/sec	Train-accuracy=0.648320
INFO:root:Epoch[72] Batch [800]	Speed: 291.42 samples/sec	Train-top_k_accuracy_5=0.851602
INFO:root:Epoch[72] Batch [850]	Speed: 301.60 samples/sec	Train-accuracy=0.651680
INFO:root:Epoch[72] Batch [850]	Speed: 301.60 samples/sec	Train-top_k_accuracy_5=0.850195
INFO:root:Epoch[72] Batch [900]	Speed: 299.41 samples/sec	Train-accuracy=0.646953
INFO:root:Epoch[72] Batch [900]	Speed: 299.41 samples/sec	Train-top_k_accuracy_5=0.846562
INFO:root:Epoch[72] Batch [950]	Speed: 304.01 samples/sec	Train-accuracy=0.648477
INFO:root:Epoch[72] Batch [950]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.849063
INFO:root:Epoch[72] Batch [1000]	Speed: 304.16 samples/sec	Train-accuracy=0.648828
INFO:root:Epoch[72] Batch [1000]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.850469
INFO:root:Epoch[72] Batch [1050]	Speed: 304.08 samples/sec	Train-accuracy=0.648828
INFO:root:Epoch[72] Batch [1050]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.847383
INFO:root:Epoch[72] Batch [1100]	Speed: 301.91 samples/sec	Train-accuracy=0.646680
INFO:root:Epoch[72] Batch [1100]	Speed: 301.91 samples/sec	Train-top_k_accuracy_5=0.849023
INFO:root:Epoch[72] Batch [1150]	Speed: 306.53 samples/sec	Train-accuracy=0.644570
INFO:root:Epoch[72] Batch [1150]	Speed: 306.53 samples/sec	Train-top_k_accuracy_5=0.848320
INFO:root:Epoch[72] Batch [1200]	Speed: 292.97 samples/sec	Train-accuracy=0.651016
INFO:root:Epoch[72] Batch [1200]	Speed: 292.97 samples/sec	Train-top_k_accuracy_5=0.851133
INFO:root:Epoch[72] Batch [1250]	Speed: 291.23 samples/sec	Train-accuracy=0.650977
INFO:root:Epoch[72] Batch [1250]	Speed: 291.23 samples/sec	Train-top_k_accuracy_5=0.849180
INFO:root:Epoch[72] Batch [1300]	Speed: 302.06 samples/sec	Train-accuracy=0.649844
INFO:root:Epoch[72] Batch [1300]	Speed: 302.06 samples/sec	Train-top_k_accuracy_5=0.849961
INFO:root:Epoch[72] Batch [1350]	Speed: 303.87 samples/sec	Train-accuracy=0.650391
INFO:root:Epoch[72] Batch [1350]	Speed: 303.87 samples/sec	Train-top_k_accuracy_5=0.847383
INFO:root:Epoch[72] Batch [1400]	Speed: 301.82 samples/sec	Train-accuracy=0.648594
INFO:root:Epoch[72] Batch [1400]	Speed: 301.82 samples/sec	Train-top_k_accuracy_5=0.851953
INFO:root:Epoch[72] Batch [1450]	Speed: 304.03 samples/sec	Train-accuracy=0.652266
INFO:root:Epoch[72] Batch [1450]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.850078
INFO:root:Epoch[72] Batch [1500]	Speed: 306.62 samples/sec	Train-accuracy=0.646367
INFO:root:Epoch[72] Batch [1500]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.848750
INFO:root:Epoch[72] Batch [1550]	Speed: 306.56 samples/sec	Train-accuracy=0.645156
INFO:root:Epoch[72] Batch [1550]	Speed: 306.56 samples/sec	Train-top_k_accuracy_5=0.852578
INFO:root:Epoch[72] Batch [1600]	Speed: 306.61 samples/sec	Train-accuracy=0.653828
INFO:root:Epoch[72] Batch [1600]	Speed: 306.61 samples/sec	Train-top_k_accuracy_5=0.853437
INFO:root:Epoch[72] Batch [1650]	Speed: 304.16 samples/sec	Train-accuracy=0.648281
INFO:root:Epoch[72] Batch [1650]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.850391
INFO:root:Epoch[72] Batch [1700]	Speed: 301.53 samples/sec	Train-accuracy=0.652773
INFO:root:Epoch[72] Batch [1700]	Speed: 301.53 samples/sec	Train-top_k_accuracy_5=0.853789
INFO:root:Epoch[72] Batch [1750]	Speed: 295.24 samples/sec	Train-accuracy=0.651406
INFO:root:Epoch[72] Batch [1750]	Speed: 295.24 samples/sec	Train-top_k_accuracy_5=0.852461
INFO:root:Epoch[72] Batch [1800]	Speed: 299.77 samples/sec	Train-accuracy=0.645703
INFO:root:Epoch[72] Batch [1800]	Speed: 299.77 samples/sec	Train-top_k_accuracy_5=0.851641
INFO:root:Epoch[72] Batch [1850]	Speed: 304.06 samples/sec	Train-accuracy=0.650820
INFO:root:Epoch[72] Batch [1850]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.848711
INFO:root:Epoch[72] Batch [1900]	Speed: 304.17 samples/sec	Train-accuracy=0.651563
INFO:root:Epoch[72] Batch [1900]	Speed: 304.17 samples/sec	Train-top_k_accuracy_5=0.852734
INFO:root:Epoch[72] Batch [1950]	Speed: 299.83 samples/sec	Train-accuracy=0.649414
INFO:root:Epoch[72] Batch [1950]	Speed: 299.83 samples/sec	Train-top_k_accuracy_5=0.848555
INFO:root:Epoch[72] Batch [2000]	Speed: 308.94 samples/sec	Train-accuracy=0.656094
INFO:root:Epoch[72] Batch [2000]	Speed: 308.94 samples/sec	Train-top_k_accuracy_5=0.853437
INFO:root:Epoch[72] Batch [2050]	Speed: 304.25 samples/sec	Train-accuracy=0.651055
INFO:root:Epoch[72] Batch [2050]	Speed: 304.25 samples/sec	Train-top_k_accuracy_5=0.850469
INFO:root:Epoch[72] Batch [2100]	Speed: 299.54 samples/sec	Train-accuracy=0.653047
INFO:root:Epoch[72] Batch [2100]	Speed: 299.54 samples/sec	Train-top_k_accuracy_5=0.849766
INFO:root:Epoch[72] Batch [2150]	Speed: 301.49 samples/sec	Train-accuracy=0.647266
INFO:root:Epoch[72] Batch [2150]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.849883
INFO:root:Epoch[72] Batch [2200]	Speed: 301.72 samples/sec	Train-accuracy=0.652266
INFO:root:Epoch[72] Batch [2200]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.854062
INFO:root:Epoch[72] Batch [2250]	Speed: 299.74 samples/sec	Train-accuracy=0.652617
INFO:root:Epoch[72] Batch [2250]	Speed: 299.74 samples/sec	Train-top_k_accuracy_5=0.853008
INFO:root:Epoch[72] Batch [2300]	Speed: 304.62 samples/sec	Train-accuracy=0.649922
INFO:root:Epoch[72] Batch [2300]	Speed: 304.62 samples/sec	Train-top_k_accuracy_5=0.851523
INFO:root:Epoch[72] Batch [2350]	Speed: 306.63 samples/sec	Train-accuracy=0.653281
INFO:root:Epoch[72] Batch [2350]	Speed: 306.63 samples/sec	Train-top_k_accuracy_5=0.851992
INFO:root:Epoch[72] Batch [2400]	Speed: 299.86 samples/sec	Train-accuracy=0.651836
INFO:root:Epoch[72] Batch [2400]	Speed: 299.86 samples/sec	Train-top_k_accuracy_5=0.850430
INFO:root:Epoch[72] Batch [2450]	Speed: 306.42 samples/sec	Train-accuracy=0.661445
INFO:root:Epoch[72] Batch [2450]	Speed: 306.42 samples/sec	Train-top_k_accuracy_5=0.855820
INFO:root:Epoch[72] Batch [2500]	Speed: 299.35 samples/sec	Train-accuracy=0.648477
INFO:root:Epoch[72] Batch [2500]	Speed: 299.35 samples/sec	Train-top_k_accuracy_5=0.848242
INFO:root:Epoch[72] Resetting Data Iterator
INFO:root:Epoch[72] Time cost=4237.819
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0073.params"
INFO:root:Epoch[72] Validation-accuracy=0.686244
INFO:root:Epoch[72] Validation-top_k_accuracy_5=0.886898
INFO:root:Epoch[73] Batch [50]	Speed: 307.14 samples/sec	Train-accuracy=0.652578
INFO:root:Epoch[73] Batch [50]	Speed: 307.14 samples/sec	Train-top_k_accuracy_5=0.854492
INFO:root:Epoch[73] Batch [100]	Speed: 299.71 samples/sec	Train-accuracy=0.653008
INFO:root:Epoch[73] Batch [100]	Speed: 299.71 samples/sec	Train-top_k_accuracy_5=0.849492
INFO:root:Epoch[73] Batch [150]	Speed: 306.41 samples/sec	Train-accuracy=0.650469
INFO:root:Epoch[73] Batch [150]	Speed: 306.41 samples/sec	Train-top_k_accuracy_5=0.851094
INFO:root:Epoch[73] Batch [200]	Speed: 306.66 samples/sec	Train-accuracy=0.644141
INFO:root:Epoch[73] Batch [200]	Speed: 306.66 samples/sec	Train-top_k_accuracy_5=0.846719
INFO:root:Epoch[73] Batch [250]	Speed: 301.92 samples/sec	Train-accuracy=0.651289
INFO:root:Epoch[73] Batch [250]	Speed: 301.92 samples/sec	Train-top_k_accuracy_5=0.850664
INFO:root:Epoch[73] Batch [300]	Speed: 301.82 samples/sec	Train-accuracy=0.649062
INFO:root:Epoch[73] Batch [300]	Speed: 301.82 samples/sec	Train-top_k_accuracy_5=0.846562
INFO:root:Epoch[73] Batch [350]	Speed: 301.79 samples/sec	Train-accuracy=0.651758
INFO:root:Epoch[73] Batch [350]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.849648
INFO:root:Epoch[73] Batch [400]	Speed: 304.06 samples/sec	Train-accuracy=0.647305
INFO:root:Epoch[73] Batch [400]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.852617
INFO:root:Epoch[73] Batch [450]	Speed: 304.16 samples/sec	Train-accuracy=0.646172
INFO:root:Epoch[73] Batch [450]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.849219
INFO:root:Epoch[73] Batch [500]	Speed: 304.04 samples/sec	Train-accuracy=0.652148
INFO:root:Epoch[73] Batch [500]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.847578
INFO:root:Epoch[73] Batch [550]	Speed: 304.08 samples/sec	Train-accuracy=0.654531
INFO:root:Epoch[73] Batch [550]	Speed: 304.08 samples/sec	Train-top_k_accuracy_5=0.852695
INFO:root:Epoch[73] Batch [600]	Speed: 306.42 samples/sec	Train-accuracy=0.649297
INFO:root:Epoch[73] Batch [600]	Speed: 306.42 samples/sec	Train-top_k_accuracy_5=0.850352
INFO:root:Epoch[73] Batch [650]	Speed: 295.58 samples/sec	Train-accuracy=0.650352
INFO:root:Epoch[73] Batch [650]	Speed: 295.58 samples/sec	Train-top_k_accuracy_5=0.845469
INFO:root:Epoch[73] Batch [700]	Speed: 306.70 samples/sec	Train-accuracy=0.653164
INFO:root:Epoch[73] Batch [700]	Speed: 306.70 samples/sec	Train-top_k_accuracy_5=0.851680
INFO:root:Epoch[73] Batch [750]	Speed: 306.62 samples/sec	Train-accuracy=0.645000
INFO:root:Epoch[73] Batch [750]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.848281
INFO:root:Epoch[73] Batch [800]	Speed: 293.16 samples/sec	Train-accuracy=0.646641
INFO:root:Epoch[73] Batch [800]	Speed: 293.16 samples/sec	Train-top_k_accuracy_5=0.851094
INFO:root:Epoch[73] Batch [850]	Speed: 304.01 samples/sec	Train-accuracy=0.647344
INFO:root:Epoch[73] Batch [850]	Speed: 304.01 samples/sec	Train-top_k_accuracy_5=0.849375
INFO:root:Epoch[73] Batch [900]	Speed: 301.55 samples/sec	Train-accuracy=0.644414
INFO:root:Epoch[73] Batch [900]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.850508
INFO:root:Epoch[73] Batch [950]	Speed: 304.12 samples/sec	Train-accuracy=0.649375
INFO:root:Epoch[73] Batch [950]	Speed: 304.12 samples/sec	Train-top_k_accuracy_5=0.850000
INFO:root:Epoch[73] Batch [1000]	Speed: 303.99 samples/sec	Train-accuracy=0.651992
INFO:root:Epoch[73] Batch [1000]	Speed: 303.99 samples/sec	Train-top_k_accuracy_5=0.848281
INFO:root:Epoch[73] Batch [1050]	Speed: 299.50 samples/sec	Train-accuracy=0.648711
INFO:root:Epoch[73] Batch [1050]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.849297
INFO:root:Epoch[73] Batch [1100]	Speed: 295.31 samples/sec	Train-accuracy=0.649336
INFO:root:Epoch[73] Batch [1100]	Speed: 295.31 samples/sec	Train-top_k_accuracy_5=0.853477
INFO:root:Epoch[73] Batch [1150]	Speed: 299.99 samples/sec	Train-accuracy=0.646016
INFO:root:Epoch[73] Batch [1150]	Speed: 299.99 samples/sec	Train-top_k_accuracy_5=0.848516
INFO:root:Epoch[73] Batch [1200]	Speed: 299.51 samples/sec	Train-accuracy=0.655430
INFO:root:Epoch[73] Batch [1200]	Speed: 299.51 samples/sec	Train-top_k_accuracy_5=0.849922
INFO:root:Epoch[73] Batch [1250]	Speed: 301.63 samples/sec	Train-accuracy=0.647070
INFO:root:Epoch[73] Batch [1250]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.851094
INFO:root:Epoch[73] Batch [1300]	Speed: 297.40 samples/sec	Train-accuracy=0.650547
INFO:root:Epoch[73] Batch [1300]	Speed: 297.40 samples/sec	Train-top_k_accuracy_5=0.849727
INFO:root:Epoch[73] Batch [1350]	Speed: 306.60 samples/sec	Train-accuracy=0.652461
INFO:root:Epoch[73] Batch [1350]	Speed: 306.60 samples/sec	Train-top_k_accuracy_5=0.848945
INFO:root:Epoch[73] Batch [1400]	Speed: 304.12 samples/sec	Train-accuracy=0.649844
INFO:root:Epoch[73] Batch [1400]	Speed: 304.12 samples/sec	Train-top_k_accuracy_5=0.851133
INFO:root:Epoch[73] Batch [1450]	Speed: 306.51 samples/sec	Train-accuracy=0.649844
INFO:root:Epoch[73] Batch [1450]	Speed: 306.51 samples/sec	Train-top_k_accuracy_5=0.850625
INFO:root:Epoch[73] Batch [1500]	Speed: 306.50 samples/sec	Train-accuracy=0.648398
INFO:root:Epoch[73] Batch [1500]	Speed: 306.50 samples/sec	Train-top_k_accuracy_5=0.850977
INFO:root:Epoch[73] Batch [1550]	Speed: 297.63 samples/sec	Train-accuracy=0.652344
INFO:root:Epoch[73] Batch [1550]	Speed: 297.63 samples/sec	Train-top_k_accuracy_5=0.848750
INFO:root:Epoch[73] Batch [1600]	Speed: 301.84 samples/sec	Train-accuracy=0.653086
INFO:root:Epoch[73] Batch [1600]	Speed: 301.84 samples/sec	Train-top_k_accuracy_5=0.852070
INFO:root:Epoch[73] Batch [1650]	Speed: 292.96 samples/sec	Train-accuracy=0.647344
INFO:root:Epoch[73] Batch [1650]	Speed: 292.96 samples/sec	Train-top_k_accuracy_5=0.851055
INFO:root:Epoch[73] Batch [1700]	Speed: 301.79 samples/sec	Train-accuracy=0.651211
INFO:root:Epoch[73] Batch [1700]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.854102
INFO:root:Epoch[73] Batch [1750]	Speed: 304.15 samples/sec	Train-accuracy=0.649766
INFO:root:Epoch[73] Batch [1750]	Speed: 304.15 samples/sec	Train-top_k_accuracy_5=0.852383
INFO:root:Epoch[73] Batch [1800]	Speed: 303.87 samples/sec	Train-accuracy=0.649180
INFO:root:Epoch[73] Batch [1800]	Speed: 303.87 samples/sec	Train-top_k_accuracy_5=0.851094
INFO:root:Epoch[73] Batch [1850]	Speed: 304.27 samples/sec	Train-accuracy=0.651211
INFO:root:Epoch[73] Batch [1850]	Speed: 304.27 samples/sec	Train-top_k_accuracy_5=0.851172
INFO:root:Epoch[73] Batch [1900]	Speed: 306.54 samples/sec	Train-accuracy=0.651328
INFO:root:Epoch[73] Batch [1900]	Speed: 306.54 samples/sec	Train-top_k_accuracy_5=0.855039
INFO:root:Epoch[73] Batch [1950]	Speed: 306.50 samples/sec	Train-accuracy=0.652305
INFO:root:Epoch[73] Batch [1950]	Speed: 306.50 samples/sec	Train-top_k_accuracy_5=0.851094
INFO:root:Epoch[73] Batch [2000]	Speed: 304.43 samples/sec	Train-accuracy=0.657266
INFO:root:Epoch[73] Batch [2000]	Speed: 304.43 samples/sec	Train-top_k_accuracy_5=0.850156
INFO:root:Epoch[73] Batch [2050]	Speed: 297.55 samples/sec	Train-accuracy=0.648203
INFO:root:Epoch[73] Batch [2050]	Speed: 297.55 samples/sec	Train-top_k_accuracy_5=0.847461
INFO:root:Epoch[73] Batch [2100]	Speed: 290.94 samples/sec	Train-accuracy=0.649141
INFO:root:Epoch[73] Batch [2100]	Speed: 290.94 samples/sec	Train-top_k_accuracy_5=0.852227
INFO:root:Epoch[73] Batch [2150]	Speed: 301.94 samples/sec	Train-accuracy=0.647852
INFO:root:Epoch[73] Batch [2150]	Speed: 301.94 samples/sec	Train-top_k_accuracy_5=0.851367
INFO:root:Epoch[73] Batch [2200]	Speed: 304.05 samples/sec	Train-accuracy=0.655156
INFO:root:Epoch[73] Batch [2200]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.854102
INFO:root:Epoch[73] Batch [2250]	Speed: 306.39 samples/sec	Train-accuracy=0.655234
INFO:root:Epoch[73] Batch [2250]	Speed: 306.39 samples/sec	Train-top_k_accuracy_5=0.853711
INFO:root:Epoch[73] Batch [2300]	Speed: 306.62 samples/sec	Train-accuracy=0.651758
INFO:root:Epoch[73] Batch [2300]	Speed: 306.62 samples/sec	Train-top_k_accuracy_5=0.849844
INFO:root:Epoch[73] Batch [2350]	Speed: 304.34 samples/sec	Train-accuracy=0.653477
INFO:root:Epoch[73] Batch [2350]	Speed: 304.34 samples/sec	Train-top_k_accuracy_5=0.851562
INFO:root:Epoch[73] Batch [2400]	Speed: 306.38 samples/sec	Train-accuracy=0.653516
INFO:root:Epoch[73] Batch [2400]	Speed: 306.38 samples/sec	Train-top_k_accuracy_5=0.852383
INFO:root:Epoch[73] Batch [2450]	Speed: 304.19 samples/sec	Train-accuracy=0.654922
INFO:root:Epoch[73] Batch [2450]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.853398
INFO:root:Epoch[73] Batch [2500]	Speed: 294.95 samples/sec	Train-accuracy=0.654453
INFO:root:Epoch[73] Batch [2500]	Speed: 294.95 samples/sec	Train-top_k_accuracy_5=0.852539
INFO:root:Epoch[73] Resetting Data Iterator
INFO:root:Epoch[73] Time cost=4237.208
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0074.params"
INFO:root:Epoch[73] Validation-accuracy=0.687460
INFO:root:Epoch[73] Validation-top_k_accuracy_5=0.887675
INFO:root:Epoch[74] Batch [50]	Speed: 307.10 samples/sec	Train-accuracy=0.650820
INFO:root:Epoch[74] Batch [50]	Speed: 307.10 samples/sec	Train-top_k_accuracy_5=0.851523
INFO:root:Epoch[74] Batch [100]	Speed: 299.87 samples/sec	Train-accuracy=0.647656
INFO:root:Epoch[74] Batch [100]	Speed: 299.87 samples/sec	Train-top_k_accuracy_5=0.848789
INFO:root:Epoch[74] Batch [150]	Speed: 304.10 samples/sec	Train-accuracy=0.650117
INFO:root:Epoch[74] Batch [150]	Speed: 304.10 samples/sec	Train-top_k_accuracy_5=0.851055
INFO:root:Epoch[74] Batch [200]	Speed: 308.90 samples/sec	Train-accuracy=0.648008
INFO:root:Epoch[74] Batch [200]	Speed: 308.90 samples/sec	Train-top_k_accuracy_5=0.850039
INFO:root:Epoch[74] Batch [250]	Speed: 304.38 samples/sec	Train-accuracy=0.650000
INFO:root:Epoch[74] Batch [250]	Speed: 304.38 samples/sec	Train-top_k_accuracy_5=0.851680
INFO:root:Epoch[74] Batch [300]	Speed: 301.53 samples/sec	Train-accuracy=0.649805
INFO:root:Epoch[74] Batch [300]	Speed: 301.53 samples/sec	Train-top_k_accuracy_5=0.850469
INFO:root:Epoch[74] Batch [350]	Speed: 297.21 samples/sec	Train-accuracy=0.649023
INFO:root:Epoch[74] Batch [350]	Speed: 297.21 samples/sec	Train-top_k_accuracy_5=0.848906
INFO:root:Epoch[74] Batch [400]	Speed: 301.72 samples/sec	Train-accuracy=0.647773
INFO:root:Epoch[74] Batch [400]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.849297
INFO:root:Epoch[74] Batch [450]	Speed: 299.86 samples/sec	Train-accuracy=0.651211
INFO:root:Epoch[74] Batch [450]	Speed: 299.86 samples/sec	Train-top_k_accuracy_5=0.852773
INFO:root:Epoch[74] Batch [500]	Speed: 306.50 samples/sec	Train-accuracy=0.649844
INFO:root:Epoch[74] Batch [500]	Speed: 306.50 samples/sec	Train-top_k_accuracy_5=0.849414
INFO:root:Epoch[74] Batch [550]	Speed: 301.75 samples/sec	Train-accuracy=0.656602
INFO:root:Epoch[74] Batch [550]	Speed: 301.75 samples/sec	Train-top_k_accuracy_5=0.856445
INFO:root:Epoch[74] Batch [600]	Speed: 302.34 samples/sec	Train-accuracy=0.652109
INFO:root:Epoch[74] Batch [600]	Speed: 302.34 samples/sec	Train-top_k_accuracy_5=0.850195
INFO:root:Epoch[74] Batch [650]	Speed: 301.80 samples/sec	Train-accuracy=0.652383
INFO:root:Epoch[74] Batch [650]	Speed: 301.80 samples/sec	Train-top_k_accuracy_5=0.849570
INFO:root:Epoch[74] Batch [700]	Speed: 301.59 samples/sec	Train-accuracy=0.647422
INFO:root:Epoch[74] Batch [700]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.848320
INFO:root:Epoch[74] Batch [750]	Speed: 303.85 samples/sec	Train-accuracy=0.647617
INFO:root:Epoch[74] Batch [750]	Speed: 303.85 samples/sec	Train-top_k_accuracy_5=0.846562
INFO:root:Epoch[74] Batch [800]	Speed: 299.55 samples/sec	Train-accuracy=0.650117
INFO:root:Epoch[74] Batch [800]	Speed: 299.55 samples/sec	Train-top_k_accuracy_5=0.852695
INFO:root:Epoch[74] Batch [850]	Speed: 304.06 samples/sec	Train-accuracy=0.650547
INFO:root:Epoch[74] Batch [850]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.849727
INFO:root:Epoch[74] Batch [900]	Speed: 304.07 samples/sec	Train-accuracy=0.648555
INFO:root:Epoch[74] Batch [900]	Speed: 304.07 samples/sec	Train-top_k_accuracy_5=0.848672
INFO:root:Epoch[74] Batch [950]	Speed: 304.21 samples/sec	Train-accuracy=0.651172
INFO:root:Epoch[74] Batch [950]	Speed: 304.21 samples/sec	Train-top_k_accuracy_5=0.849961
INFO:root:Epoch[74] Batch [1000]	Speed: 299.78 samples/sec	Train-accuracy=0.651211
INFO:root:Epoch[74] Batch [1000]	Speed: 299.78 samples/sec	Train-top_k_accuracy_5=0.851641
INFO:root:Epoch[74] Batch [1050]	Speed: 299.69 samples/sec	Train-accuracy=0.645391
INFO:root:Epoch[74] Batch [1050]	Speed: 299.69 samples/sec	Train-top_k_accuracy_5=0.848633
INFO:root:Epoch[74] Batch [1100]	Speed: 303.90 samples/sec	Train-accuracy=0.650352
INFO:root:Epoch[74] Batch [1100]	Speed: 303.90 samples/sec	Train-top_k_accuracy_5=0.851523
INFO:root:Epoch[74] Batch [1150]	Speed: 299.39 samples/sec	Train-accuracy=0.645469
INFO:root:Epoch[74] Batch [1150]	Speed: 299.39 samples/sec	Train-top_k_accuracy_5=0.846602
INFO:root:Epoch[74] Batch [1200]	Speed: 304.36 samples/sec	Train-accuracy=0.648828
INFO:root:Epoch[74] Batch [1200]	Speed: 304.36 samples/sec	Train-top_k_accuracy_5=0.848086
INFO:root:Epoch[74] Batch [1250]	Speed: 306.44 samples/sec	Train-accuracy=0.650820
INFO:root:Epoch[74] Batch [1250]	Speed: 306.44 samples/sec	Train-top_k_accuracy_5=0.850195
INFO:root:Epoch[74] Batch [1300]	Speed: 304.20 samples/sec	Train-accuracy=0.650430
INFO:root:Epoch[74] Batch [1300]	Speed: 304.20 samples/sec	Train-top_k_accuracy_5=0.853594
INFO:root:Epoch[74] Batch [1350]	Speed: 304.18 samples/sec	Train-accuracy=0.648672
INFO:root:Epoch[74] Batch [1350]	Speed: 304.18 samples/sec	Train-top_k_accuracy_5=0.850039
INFO:root:Epoch[74] Batch [1400]	Speed: 306.58 samples/sec	Train-accuracy=0.652031
INFO:root:Epoch[74] Batch [1400]	Speed: 306.58 samples/sec	Train-top_k_accuracy_5=0.852578
INFO:root:Epoch[74] Batch [1450]	Speed: 301.63 samples/sec	Train-accuracy=0.654727
INFO:root:Epoch[74] Batch [1450]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.853516
INFO:root:Epoch[74] Batch [1500]	Speed: 297.28 samples/sec	Train-accuracy=0.645195
INFO:root:Epoch[74] Batch [1500]	Speed: 297.28 samples/sec	Train-top_k_accuracy_5=0.848164
INFO:root:Epoch[74] Batch [1550]	Speed: 301.86 samples/sec	Train-accuracy=0.650117
INFO:root:Epoch[74] Batch [1550]	Speed: 301.86 samples/sec	Train-top_k_accuracy_5=0.849922
INFO:root:Epoch[74] Batch [1600]	Speed: 301.97 samples/sec	Train-accuracy=0.657266
INFO:root:Epoch[74] Batch [1600]	Speed: 301.97 samples/sec	Train-top_k_accuracy_5=0.854766
INFO:root:Epoch[74] Batch [1650]	Speed: 297.43 samples/sec	Train-accuracy=0.648164
INFO:root:Epoch[74] Batch [1650]	Speed: 297.43 samples/sec	Train-top_k_accuracy_5=0.845820
INFO:root:Epoch[74] Batch [1700]	Speed: 308.93 samples/sec	Train-accuracy=0.650391
INFO:root:Epoch[74] Batch [1700]	Speed: 308.93 samples/sec	Train-top_k_accuracy_5=0.852852
INFO:root:Epoch[74] Batch [1750]	Speed: 304.30 samples/sec	Train-accuracy=0.655625
INFO:root:Epoch[74] Batch [1750]	Speed: 304.30 samples/sec	Train-top_k_accuracy_5=0.852695
INFO:root:Epoch[74] Batch [1800]	Speed: 306.50 samples/sec	Train-accuracy=0.649023
INFO:root:Epoch[74] Batch [1800]	Speed: 306.50 samples/sec	Train-top_k_accuracy_5=0.852344
INFO:root:Epoch[74] Batch [1850]	Speed: 297.02 samples/sec	Train-accuracy=0.651016
INFO:root:Epoch[74] Batch [1850]	Speed: 297.02 samples/sec	Train-top_k_accuracy_5=0.849688
INFO:root:Epoch[74] Batch [1900]	Speed: 303.95 samples/sec	Train-accuracy=0.655078
INFO:root:Epoch[74] Batch [1900]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.853984
INFO:root:Epoch[74] Batch [1950]	Speed: 297.40 samples/sec	Train-accuracy=0.648906
INFO:root:Epoch[74] Batch [1950]	Speed: 297.40 samples/sec	Train-top_k_accuracy_5=0.851484
INFO:root:Epoch[74] Batch [2000]	Speed: 295.52 samples/sec	Train-accuracy=0.657422
INFO:root:Epoch[74] Batch [2000]	Speed: 295.52 samples/sec	Train-top_k_accuracy_5=0.855586
INFO:root:Epoch[74] Batch [2050]	Speed: 304.37 samples/sec	Train-accuracy=0.653203
INFO:root:Epoch[74] Batch [2050]	Speed: 304.37 samples/sec	Train-top_k_accuracy_5=0.853125
INFO:root:Epoch[74] Batch [2100]	Speed: 308.97 samples/sec	Train-accuracy=0.654180
INFO:root:Epoch[74] Batch [2100]	Speed: 308.97 samples/sec	Train-top_k_accuracy_5=0.850820
INFO:root:Epoch[74] Batch [2150]	Speed: 306.77 samples/sec	Train-accuracy=0.647344
INFO:root:Epoch[74] Batch [2150]	Speed: 306.77 samples/sec	Train-top_k_accuracy_5=0.849883
INFO:root:Epoch[74] Batch [2200]	Speed: 303.94 samples/sec	Train-accuracy=0.655273
INFO:root:Epoch[74] Batch [2200]	Speed: 303.94 samples/sec	Train-top_k_accuracy_5=0.851953
INFO:root:Epoch[74] Batch [2250]	Speed: 299.41 samples/sec	Train-accuracy=0.653203
INFO:root:Epoch[74] Batch [2250]	Speed: 299.41 samples/sec	Train-top_k_accuracy_5=0.854062
INFO:root:Epoch[74] Batch [2300]	Speed: 301.50 samples/sec	Train-accuracy=0.649336
INFO:root:Epoch[74] Batch [2300]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.846758
INFO:root:Epoch[74] Batch [2350]	Speed: 301.88 samples/sec	Train-accuracy=0.654023
INFO:root:Epoch[74] Batch [2350]	Speed: 301.88 samples/sec	Train-top_k_accuracy_5=0.851484
INFO:root:Epoch[74] Batch [2400]	Speed: 301.90 samples/sec	Train-accuracy=0.652266
INFO:root:Epoch[74] Batch [2400]	Speed: 301.90 samples/sec	Train-top_k_accuracy_5=0.855977
INFO:root:Epoch[74] Batch [2450]	Speed: 306.43 samples/sec	Train-accuracy=0.656836
INFO:root:Epoch[74] Batch [2450]	Speed: 306.43 samples/sec	Train-top_k_accuracy_5=0.856133
INFO:root:Epoch[74] Batch [2500]	Speed: 297.58 samples/sec	Train-accuracy=0.651953
INFO:root:Epoch[74] Batch [2500]	Speed: 297.58 samples/sec	Train-top_k_accuracy_5=0.852461
INFO:root:Epoch[74] Resetting Data Iterator
INFO:root:Epoch[74] Time cost=4235.766
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0075.params"
INFO:root:Epoch[74] Validation-accuracy=0.689373
INFO:root:Epoch[74] Validation-top_k_accuracy_5=0.887875
INFO:root:Epoch[75] Batch [50]	Speed: 281.21 samples/sec	Train-accuracy=0.656328
INFO:root:Epoch[75] Batch [50]	Speed: 281.21 samples/sec	Train-top_k_accuracy_5=0.855586
INFO:root:Epoch[75] Batch [100]	Speed: 274.11 samples/sec	Train-accuracy=0.651289
INFO:root:Epoch[75] Batch [100]	Speed: 274.11 samples/sec	Train-top_k_accuracy_5=0.852227
INFO:root:Epoch[75] Batch [150]	Speed: 291.90 samples/sec	Train-accuracy=0.658516
INFO:root:Epoch[75] Batch [150]	Speed: 291.90 samples/sec	Train-top_k_accuracy_5=0.853945
INFO:root:Epoch[75] Batch [200]	Speed: 291.89 samples/sec	Train-accuracy=0.656484
INFO:root:Epoch[75] Batch [200]	Speed: 291.89 samples/sec	Train-top_k_accuracy_5=0.850742
INFO:root:Epoch[75] Batch [250]	Speed: 304.09 samples/sec	Train-accuracy=0.667969
INFO:root:Epoch[75] Batch [250]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.861211
INFO:root:Epoch[75] Batch [300]	Speed: 300.44 samples/sec	Train-accuracy=0.660312
INFO:root:Epoch[75] Batch [300]	Speed: 300.44 samples/sec	Train-top_k_accuracy_5=0.854805
INFO:root:Epoch[75] Batch [350]	Speed: 274.19 samples/sec	Train-accuracy=0.656523
INFO:root:Epoch[75] Batch [350]	Speed: 274.19 samples/sec	Train-top_k_accuracy_5=0.854727
INFO:root:Epoch[75] Batch [400]	Speed: 291.25 samples/sec	Train-accuracy=0.656563
INFO:root:Epoch[75] Batch [400]	Speed: 291.25 samples/sec	Train-top_k_accuracy_5=0.858047
INFO:root:Epoch[75] Batch [450]	Speed: 288.34 samples/sec	Train-accuracy=0.663008
INFO:root:Epoch[75] Batch [450]	Speed: 288.34 samples/sec	Train-top_k_accuracy_5=0.857578
INFO:root:Epoch[75] Batch [500]	Speed: 286.37 samples/sec	Train-accuracy=0.666992
INFO:root:Epoch[75] Batch [500]	Speed: 286.37 samples/sec	Train-top_k_accuracy_5=0.861875
INFO:root:Epoch[75] Batch [550]	Speed: 288.36 samples/sec	Train-accuracy=0.667422
INFO:root:Epoch[75] Batch [550]	Speed: 288.36 samples/sec	Train-top_k_accuracy_5=0.861875
INFO:root:Epoch[75] Batch [600]	Speed: 301.42 samples/sec	Train-accuracy=0.666289
INFO:root:Epoch[75] Batch [600]	Speed: 301.42 samples/sec	Train-top_k_accuracy_5=0.858086
INFO:root:Epoch[75] Batch [650]	Speed: 305.61 samples/sec	Train-accuracy=0.667344
INFO:root:Epoch[75] Batch [650]	Speed: 305.61 samples/sec	Train-top_k_accuracy_5=0.857656
INFO:root:Epoch[75] Batch [700]	Speed: 294.11 samples/sec	Train-accuracy=0.667227
INFO:root:Epoch[75] Batch [700]	Speed: 294.11 samples/sec	Train-top_k_accuracy_5=0.862578
INFO:root:Epoch[75] Batch [750]	Speed: 292.94 samples/sec	Train-accuracy=0.664531
INFO:root:Epoch[75] Batch [750]	Speed: 292.94 samples/sec	Train-top_k_accuracy_5=0.858086
INFO:root:Epoch[75] Batch [800]	Speed: 292.77 samples/sec	Train-accuracy=0.664648
INFO:root:Epoch[75] Batch [800]	Speed: 292.77 samples/sec	Train-top_k_accuracy_5=0.857734
INFO:root:Epoch[75] Batch [850]	Speed: 290.58 samples/sec	Train-accuracy=0.666914
INFO:root:Epoch[75] Batch [850]	Speed: 290.58 samples/sec	Train-top_k_accuracy_5=0.860039
INFO:root:Epoch[75] Batch [900]	Speed: 288.33 samples/sec	Train-accuracy=0.670742
INFO:root:Epoch[75] Batch [900]	Speed: 288.33 samples/sec	Train-top_k_accuracy_5=0.859375
INFO:root:Epoch[75] Batch [950]	Speed: 296.80 samples/sec	Train-accuracy=0.671562
INFO:root:Epoch[75] Batch [950]	Speed: 296.80 samples/sec	Train-top_k_accuracy_5=0.864727
INFO:root:Epoch[75] Batch [1000]	Speed: 299.17 samples/sec	Train-accuracy=0.672852
INFO:root:Epoch[75] Batch [1000]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.861797
INFO:root:Epoch[75] Batch [1050]	Speed: 303.72 samples/sec	Train-accuracy=0.667891
INFO:root:Epoch[75] Batch [1050]	Speed: 303.72 samples/sec	Train-top_k_accuracy_5=0.860820
INFO:root:Epoch[75] Batch [1100]	Speed: 292.75 samples/sec	Train-accuracy=0.676875
INFO:root:Epoch[75] Batch [1100]	Speed: 292.75 samples/sec	Train-top_k_accuracy_5=0.864219
INFO:root:Epoch[75] Batch [1150]	Speed: 294.80 samples/sec	Train-accuracy=0.669102
INFO:root:Epoch[75] Batch [1150]	Speed: 294.80 samples/sec	Train-top_k_accuracy_5=0.863828
INFO:root:Epoch[75] Batch [1200]	Speed: 299.19 samples/sec	Train-accuracy=0.668984
INFO:root:Epoch[75] Batch [1200]	Speed: 299.19 samples/sec	Train-top_k_accuracy_5=0.861172
INFO:root:Epoch[75] Batch [1250]	Speed: 299.22 samples/sec	Train-accuracy=0.669805
INFO:root:Epoch[75] Batch [1250]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.863594
INFO:root:Epoch[75] Batch [1300]	Speed: 286.35 samples/sec	Train-accuracy=0.668945
INFO:root:Epoch[75] Batch [1300]	Speed: 286.35 samples/sec	Train-top_k_accuracy_5=0.862930
INFO:root:Epoch[75] Batch [1350]	Speed: 294.59 samples/sec	Train-accuracy=0.674883
INFO:root:Epoch[75] Batch [1350]	Speed: 294.59 samples/sec	Train-top_k_accuracy_5=0.864688
INFO:root:Epoch[75] Batch [1400]	Speed: 305.82 samples/sec	Train-accuracy=0.671953
INFO:root:Epoch[75] Batch [1400]	Speed: 305.82 samples/sec	Train-top_k_accuracy_5=0.864453
INFO:root:Epoch[75] Batch [1450]	Speed: 297.04 samples/sec	Train-accuracy=0.677188
INFO:root:Epoch[75] Batch [1450]	Speed: 297.04 samples/sec	Train-top_k_accuracy_5=0.868164
INFO:root:Epoch[75] Batch [1500]	Speed: 299.17 samples/sec	Train-accuracy=0.670469
INFO:root:Epoch[75] Batch [1500]	Speed: 299.17 samples/sec	Train-top_k_accuracy_5=0.864258
INFO:root:Epoch[75] Batch [1550]	Speed: 308.21 samples/sec	Train-accuracy=0.674609
INFO:root:Epoch[75] Batch [1550]	Speed: 308.21 samples/sec	Train-top_k_accuracy_5=0.866406
INFO:root:Epoch[75] Batch [1600]	Speed: 281.45 samples/sec	Train-accuracy=0.678398
INFO:root:Epoch[75] Batch [1600]	Speed: 281.45 samples/sec	Train-top_k_accuracy_5=0.866758
INFO:root:Epoch[75] Batch [1650]	Speed: 282.34 samples/sec	Train-accuracy=0.672852
INFO:root:Epoch[75] Batch [1650]	Speed: 282.34 samples/sec	Train-top_k_accuracy_5=0.862070
INFO:root:Epoch[75] Batch [1700]	Speed: 271.33 samples/sec	Train-accuracy=0.677109
INFO:root:Epoch[75] Batch [1700]	Speed: 271.33 samples/sec	Train-top_k_accuracy_5=0.869414
INFO:root:Epoch[75] Batch [1750]	Speed: 286.54 samples/sec	Train-accuracy=0.677422
INFO:root:Epoch[75] Batch [1750]	Speed: 286.54 samples/sec	Train-top_k_accuracy_5=0.865977
INFO:root:Epoch[75] Batch [1800]	Speed: 262.00 samples/sec	Train-accuracy=0.678867
INFO:root:Epoch[75] Batch [1800]	Speed: 262.00 samples/sec	Train-top_k_accuracy_5=0.867930
INFO:root:Epoch[75] Batch [1850]	Speed: 284.36 samples/sec	Train-accuracy=0.675508
INFO:root:Epoch[75] Batch [1850]	Speed: 284.36 samples/sec	Train-top_k_accuracy_5=0.866680
INFO:root:Epoch[75] Batch [1900]	Speed: 321.88 samples/sec	Train-accuracy=0.676836
INFO:root:Epoch[75] Batch [1900]	Speed: 321.88 samples/sec	Train-top_k_accuracy_5=0.864922
INFO:root:Epoch[75] Batch [1950]	Speed: 306.11 samples/sec	Train-accuracy=0.675742
INFO:root:Epoch[75] Batch [1950]	Speed: 306.11 samples/sec	Train-top_k_accuracy_5=0.864453
INFO:root:Epoch[75] Batch [2000]	Speed: 306.65 samples/sec	Train-accuracy=0.684414
INFO:root:Epoch[75] Batch [2000]	Speed: 306.65 samples/sec	Train-top_k_accuracy_5=0.868633
INFO:root:Epoch[75] Batch [2050]	Speed: 295.40 samples/sec	Train-accuracy=0.671484
INFO:root:Epoch[75] Batch [2050]	Speed: 295.40 samples/sec	Train-top_k_accuracy_5=0.865820
INFO:root:Epoch[75] Batch [2100]	Speed: 285.12 samples/sec	Train-accuracy=0.677266
INFO:root:Epoch[75] Batch [2100]	Speed: 285.12 samples/sec	Train-top_k_accuracy_5=0.865391
INFO:root:Epoch[75] Batch [2150]	Speed: 297.45 samples/sec	Train-accuracy=0.678594
INFO:root:Epoch[75] Batch [2150]	Speed: 297.45 samples/sec	Train-top_k_accuracy_5=0.863555
INFO:root:Epoch[75] Batch [2200]	Speed: 296.19 samples/sec	Train-accuracy=0.680469
INFO:root:Epoch[75] Batch [2200]	Speed: 296.19 samples/sec	Train-top_k_accuracy_5=0.871250
INFO:root:Epoch[75] Batch [2250]	Speed: 299.53 samples/sec	Train-accuracy=0.679453
INFO:root:Epoch[75] Batch [2250]	Speed: 299.53 samples/sec	Train-top_k_accuracy_5=0.868906
INFO:root:Epoch[75] Batch [2300]	Speed: 311.73 samples/sec	Train-accuracy=0.681211
INFO:root:Epoch[75] Batch [2300]	Speed: 311.73 samples/sec	Train-top_k_accuracy_5=0.869492
INFO:root:Epoch[75] Batch [2350]	Speed: 316.11 samples/sec	Train-accuracy=0.682813
INFO:root:Epoch[75] Batch [2350]	Speed: 316.11 samples/sec	Train-top_k_accuracy_5=0.870391
INFO:root:Epoch[75] Batch [2400]	Speed: 306.04 samples/sec	Train-accuracy=0.683906
INFO:root:Epoch[75] Batch [2400]	Speed: 306.04 samples/sec	Train-top_k_accuracy_5=0.869727
INFO:root:Epoch[75] Batch [2450]	Speed: 311.77 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[75] Batch [2450]	Speed: 311.77 samples/sec	Train-top_k_accuracy_5=0.871523
INFO:root:Epoch[75] Batch [2500]	Speed: 315.53 samples/sec	Train-accuracy=0.684648
INFO:root:Epoch[75] Batch [2500]	Speed: 315.53 samples/sec	Train-top_k_accuracy_5=0.869219
INFO:root:Epoch[75] Resetting Data Iterator
INFO:root:Epoch[75] Time cost=4352.906
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0076.params"
INFO:root:Epoch[75] Validation-accuracy=0.704281
INFO:root:Epoch[75] Validation-top_k_accuracy_5=0.897361
INFO:root:Epoch[76] Batch [50]	Speed: 302.59 samples/sec	Train-accuracy=0.678711
INFO:root:Epoch[76] Batch [50]	Speed: 302.59 samples/sec	Train-top_k_accuracy_5=0.867188
INFO:root:Epoch[76] Batch [100]	Speed: 268.28 samples/sec	Train-accuracy=0.671797
INFO:root:Epoch[76] Batch [100]	Speed: 268.28 samples/sec	Train-top_k_accuracy_5=0.863789
INFO:root:Epoch[76] Batch [150]	Speed: 276.47 samples/sec	Train-accuracy=0.672578
INFO:root:Epoch[76] Batch [150]	Speed: 276.47 samples/sec	Train-top_k_accuracy_5=0.862891
INFO:root:Epoch[76] Batch [200]	Speed: 296.82 samples/sec	Train-accuracy=0.667695
INFO:root:Epoch[76] Batch [200]	Speed: 296.82 samples/sec	Train-top_k_accuracy_5=0.860820
INFO:root:Epoch[76] Batch [250]	Speed: 298.74 samples/sec	Train-accuracy=0.678281
INFO:root:Epoch[76] Batch [250]	Speed: 298.74 samples/sec	Train-top_k_accuracy_5=0.866641
INFO:root:Epoch[76] Batch [300]	Speed: 307.74 samples/sec	Train-accuracy=0.670117
INFO:root:Epoch[76] Batch [300]	Speed: 307.74 samples/sec	Train-top_k_accuracy_5=0.860352
INFO:root:Epoch[76] Batch [350]	Speed: 303.93 samples/sec	Train-accuracy=0.671719
INFO:root:Epoch[76] Batch [350]	Speed: 303.93 samples/sec	Train-top_k_accuracy_5=0.862422
INFO:root:Epoch[76] Batch [400]	Speed: 297.31 samples/sec	Train-accuracy=0.669805
INFO:root:Epoch[76] Batch [400]	Speed: 297.31 samples/sec	Train-top_k_accuracy_5=0.862812
INFO:root:Epoch[76] Batch [450]	Speed: 261.14 samples/sec	Train-accuracy=0.671055
INFO:root:Epoch[76] Batch [450]	Speed: 261.14 samples/sec	Train-top_k_accuracy_5=0.865391
INFO:root:Epoch[76] Batch [500]	Speed: 266.98 samples/sec	Train-accuracy=0.667930
INFO:root:Epoch[76] Batch [500]	Speed: 266.98 samples/sec	Train-top_k_accuracy_5=0.860078
INFO:root:Epoch[76] Batch [550]	Speed: 302.63 samples/sec	Train-accuracy=0.677852
INFO:root:Epoch[76] Batch [550]	Speed: 302.63 samples/sec	Train-top_k_accuracy_5=0.867148
INFO:root:Epoch[76] Batch [600]	Speed: 297.16 samples/sec	Train-accuracy=0.674648
INFO:root:Epoch[76] Batch [600]	Speed: 297.16 samples/sec	Train-top_k_accuracy_5=0.864922
INFO:root:Epoch[76] Batch [650]	Speed: 313.37 samples/sec	Train-accuracy=0.669141
INFO:root:Epoch[76] Batch [650]	Speed: 313.37 samples/sec	Train-top_k_accuracy_5=0.859570
INFO:root:Epoch[76] Batch [700]	Speed: 303.96 samples/sec	Train-accuracy=0.671875
INFO:root:Epoch[76] Batch [700]	Speed: 303.96 samples/sec	Train-top_k_accuracy_5=0.866055
INFO:root:Epoch[76] Batch [750]	Speed: 297.28 samples/sec	Train-accuracy=0.667227
INFO:root:Epoch[76] Batch [750]	Speed: 297.28 samples/sec	Train-top_k_accuracy_5=0.860938
INFO:root:Epoch[76] Batch [800]	Speed: 310.53 samples/sec	Train-accuracy=0.673945
INFO:root:Epoch[76] Batch [800]	Speed: 310.53 samples/sec	Train-top_k_accuracy_5=0.866289
INFO:root:Epoch[76] Batch [850]	Speed: 304.22 samples/sec	Train-accuracy=0.671055
INFO:root:Epoch[76] Batch [850]	Speed: 304.22 samples/sec	Train-top_k_accuracy_5=0.862812
INFO:root:Epoch[76] Batch [900]	Speed: 296.91 samples/sec	Train-accuracy=0.672813
INFO:root:Epoch[76] Batch [900]	Speed: 296.91 samples/sec	Train-top_k_accuracy_5=0.864062
INFO:root:Epoch[76] Batch [950]	Speed: 299.31 samples/sec	Train-accuracy=0.677031
INFO:root:Epoch[76] Batch [950]	Speed: 299.31 samples/sec	Train-top_k_accuracy_5=0.866563
INFO:root:Epoch[76] Batch [1000]	Speed: 292.87 samples/sec	Train-accuracy=0.675000
INFO:root:Epoch[76] Batch [1000]	Speed: 292.87 samples/sec	Train-top_k_accuracy_5=0.865313
INFO:root:Epoch[76] Batch [1050]	Speed: 296.91 samples/sec	Train-accuracy=0.671484
INFO:root:Epoch[76] Batch [1050]	Speed: 296.91 samples/sec	Train-top_k_accuracy_5=0.865469
INFO:root:Epoch[76] Batch [1100]	Speed: 310.77 samples/sec	Train-accuracy=0.677148
INFO:root:Epoch[76] Batch [1100]	Speed: 310.77 samples/sec	Train-top_k_accuracy_5=0.866250
INFO:root:Epoch[76] Batch [1150]	Speed: 310.58 samples/sec	Train-accuracy=0.670117
INFO:root:Epoch[76] Batch [1150]	Speed: 310.58 samples/sec	Train-top_k_accuracy_5=0.863672
INFO:root:Epoch[76] Batch [1200]	Speed: 304.00 samples/sec	Train-accuracy=0.676523
INFO:root:Epoch[76] Batch [1200]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.868867
INFO:root:Epoch[76] Batch [1250]	Speed: 292.89 samples/sec	Train-accuracy=0.675586
INFO:root:Epoch[76] Batch [1250]	Speed: 292.89 samples/sec	Train-top_k_accuracy_5=0.868984
INFO:root:Epoch[76] Batch [1300]	Speed: 299.41 samples/sec	Train-accuracy=0.672969
INFO:root:Epoch[76] Batch [1300]	Speed: 299.41 samples/sec	Train-top_k_accuracy_5=0.866133
INFO:root:Epoch[76] Batch [1350]	Speed: 299.37 samples/sec	Train-accuracy=0.679609
INFO:root:Epoch[76] Batch [1350]	Speed: 299.37 samples/sec	Train-top_k_accuracy_5=0.865508
INFO:root:Epoch[76] Batch [1400]	Speed: 297.03 samples/sec	Train-accuracy=0.675430
INFO:root:Epoch[76] Batch [1400]	Speed: 297.03 samples/sec	Train-top_k_accuracy_5=0.868672
INFO:root:Epoch[76] Batch [1450]	Speed: 308.01 samples/sec	Train-accuracy=0.683984
INFO:root:Epoch[76] Batch [1450]	Speed: 308.01 samples/sec	Train-top_k_accuracy_5=0.868516
INFO:root:Epoch[76] Batch [1500]	Speed: 299.12 samples/sec	Train-accuracy=0.676133
INFO:root:Epoch[76] Batch [1500]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.868672
INFO:root:Epoch[76] Batch [1550]	Speed: 297.77 samples/sec	Train-accuracy=0.676992
INFO:root:Epoch[76] Batch [1550]	Speed: 297.77 samples/sec	Train-top_k_accuracy_5=0.866484
INFO:root:Epoch[76] Batch [1600]	Speed: 301.37 samples/sec	Train-accuracy=0.682578
INFO:root:Epoch[76] Batch [1600]	Speed: 301.37 samples/sec	Train-top_k_accuracy_5=0.873008
INFO:root:Epoch[76] Batch [1650]	Speed: 320.40 samples/sec	Train-accuracy=0.676836
INFO:root:Epoch[76] Batch [1650]	Speed: 320.40 samples/sec	Train-top_k_accuracy_5=0.867773
INFO:root:Epoch[76] Batch [1700]	Speed: 301.26 samples/sec	Train-accuracy=0.681445
INFO:root:Epoch[76] Batch [1700]	Speed: 301.26 samples/sec	Train-top_k_accuracy_5=0.869531
INFO:root:Epoch[76] Batch [1750]	Speed: 294.78 samples/sec	Train-accuracy=0.683398
INFO:root:Epoch[76] Batch [1750]	Speed: 294.78 samples/sec	Train-top_k_accuracy_5=0.869687
INFO:root:Epoch[76] Batch [1800]	Speed: 293.06 samples/sec	Train-accuracy=0.676992
INFO:root:Epoch[76] Batch [1800]	Speed: 293.06 samples/sec	Train-top_k_accuracy_5=0.871172
INFO:root:Epoch[76] Batch [1850]	Speed: 280.85 samples/sec	Train-accuracy=0.679297
INFO:root:Epoch[76] Batch [1850]	Speed: 280.85 samples/sec	Train-top_k_accuracy_5=0.867305
INFO:root:Epoch[76] Batch [1900]	Speed: 304.19 samples/sec	Train-accuracy=0.678320
INFO:root:Epoch[76] Batch [1900]	Speed: 304.19 samples/sec	Train-top_k_accuracy_5=0.867461
INFO:root:Epoch[76] Batch [1950]	Speed: 308.85 samples/sec	Train-accuracy=0.676875
INFO:root:Epoch[76] Batch [1950]	Speed: 308.85 samples/sec	Train-top_k_accuracy_5=0.865977
INFO:root:Epoch[76] Batch [2000]	Speed: 299.50 samples/sec	Train-accuracy=0.687773
INFO:root:Epoch[76] Batch [2000]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.873008
INFO:root:Epoch[76] Batch [2050]	Speed: 303.94 samples/sec	Train-accuracy=0.675664
INFO:root:Epoch[76] Batch [2050]	Speed: 303.94 samples/sec	Train-top_k_accuracy_5=0.871680
INFO:root:Epoch[76] Batch [2100]	Speed: 293.10 samples/sec	Train-accuracy=0.681523
INFO:root:Epoch[76] Batch [2100]	Speed: 293.10 samples/sec	Train-top_k_accuracy_5=0.868242
INFO:root:Epoch[76] Batch [2150]	Speed: 288.76 samples/sec	Train-accuracy=0.678633
INFO:root:Epoch[76] Batch [2150]	Speed: 288.76 samples/sec	Train-top_k_accuracy_5=0.864883
INFO:root:Epoch[76] Batch [2200]	Speed: 293.48 samples/sec	Train-accuracy=0.684336
INFO:root:Epoch[76] Batch [2200]	Speed: 293.48 samples/sec	Train-top_k_accuracy_5=0.870781
INFO:root:Epoch[76] Batch [2250]	Speed: 303.52 samples/sec	Train-accuracy=0.683711
INFO:root:Epoch[76] Batch [2250]	Speed: 303.52 samples/sec	Train-top_k_accuracy_5=0.873008
INFO:root:Epoch[76] Batch [2300]	Speed: 304.55 samples/sec	Train-accuracy=0.681992
INFO:root:Epoch[76] Batch [2300]	Speed: 304.55 samples/sec	Train-top_k_accuracy_5=0.869336
INFO:root:Epoch[76] Batch [2350]	Speed: 301.62 samples/sec	Train-accuracy=0.684453
INFO:root:Epoch[76] Batch [2350]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.869609
INFO:root:Epoch[76] Batch [2400]	Speed: 315.59 samples/sec	Train-accuracy=0.685195
INFO:root:Epoch[76] Batch [2400]	Speed: 315.59 samples/sec	Train-top_k_accuracy_5=0.870938
INFO:root:Epoch[76] Batch [2450]	Speed: 308.07 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[76] Batch [2450]	Speed: 308.07 samples/sec	Train-top_k_accuracy_5=0.872188
INFO:root:Epoch[76] Batch [2500]	Speed: 310.58 samples/sec	Train-accuracy=0.683516
INFO:root:Epoch[76] Batch [2500]	Speed: 310.58 samples/sec	Train-top_k_accuracy_5=0.872539
INFO:root:Epoch[76] Resetting Data Iterator
INFO:root:Epoch[76] Time cost=4296.327
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0077.params"
INFO:root:Epoch[76] Validation-accuracy=0.706633
INFO:root:Epoch[76] Validation-top_k_accuracy_5=0.898836
INFO:root:Epoch[77] Batch [50]	Speed: 290.24 samples/sec	Train-accuracy=0.676797
INFO:root:Epoch[77] Batch [50]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.867461
INFO:root:Epoch[77] Batch [100]	Speed: 299.33 samples/sec	Train-accuracy=0.671680
INFO:root:Epoch[77] Batch [100]	Speed: 299.33 samples/sec	Train-top_k_accuracy_5=0.862344
INFO:root:Epoch[77] Batch [150]	Speed: 288.82 samples/sec	Train-accuracy=0.675664
INFO:root:Epoch[77] Batch [150]	Speed: 288.82 samples/sec	Train-top_k_accuracy_5=0.864023
INFO:root:Epoch[77] Batch [200]	Speed: 320.75 samples/sec	Train-accuracy=0.672188
INFO:root:Epoch[77] Batch [200]	Speed: 320.75 samples/sec	Train-top_k_accuracy_5=0.863828
INFO:root:Epoch[77] Batch [250]	Speed: 308.07 samples/sec	Train-accuracy=0.677813
INFO:root:Epoch[77] Batch [250]	Speed: 308.07 samples/sec	Train-top_k_accuracy_5=0.867227
INFO:root:Epoch[77] Batch [300]	Speed: 299.08 samples/sec	Train-accuracy=0.673516
INFO:root:Epoch[77] Batch [300]	Speed: 299.08 samples/sec	Train-top_k_accuracy_5=0.861328
INFO:root:Epoch[77] Batch [350]	Speed: 311.05 samples/sec	Train-accuracy=0.672148
INFO:root:Epoch[77] Batch [350]	Speed: 311.05 samples/sec	Train-top_k_accuracy_5=0.864609
INFO:root:Epoch[77] Batch [400]	Speed: 313.05 samples/sec	Train-accuracy=0.674258
INFO:root:Epoch[77] Batch [400]	Speed: 313.05 samples/sec	Train-top_k_accuracy_5=0.865898
INFO:root:Epoch[77] Batch [450]	Speed: 306.01 samples/sec	Train-accuracy=0.676992
INFO:root:Epoch[77] Batch [450]	Speed: 306.01 samples/sec	Train-top_k_accuracy_5=0.865156
INFO:root:Epoch[77] Batch [500]	Speed: 299.09 samples/sec	Train-accuracy=0.674023
INFO:root:Epoch[77] Batch [500]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.864766
INFO:root:Epoch[77] Batch [550]	Speed: 305.86 samples/sec	Train-accuracy=0.679492
INFO:root:Epoch[77] Batch [550]	Speed: 305.86 samples/sec	Train-top_k_accuracy_5=0.866641
INFO:root:Epoch[77] Batch [600]	Speed: 288.66 samples/sec	Train-accuracy=0.674531
INFO:root:Epoch[77] Batch [600]	Speed: 288.66 samples/sec	Train-top_k_accuracy_5=0.867734
INFO:root:Epoch[77] Batch [650]	Speed: 287.08 samples/sec	Train-accuracy=0.674570
INFO:root:Epoch[77] Batch [650]	Speed: 287.08 samples/sec	Train-top_k_accuracy_5=0.863789
INFO:root:Epoch[77] Batch [700]	Speed: 313.79 samples/sec	Train-accuracy=0.675781
INFO:root:Epoch[77] Batch [700]	Speed: 313.79 samples/sec	Train-top_k_accuracy_5=0.862695
INFO:root:Epoch[77] Batch [750]	Speed: 299.35 samples/sec	Train-accuracy=0.670586
INFO:root:Epoch[77] Batch [750]	Speed: 299.35 samples/sec	Train-top_k_accuracy_5=0.862617
INFO:root:Epoch[77] Batch [800]	Speed: 297.45 samples/sec	Train-accuracy=0.674492
INFO:root:Epoch[77] Batch [800]	Speed: 297.45 samples/sec	Train-top_k_accuracy_5=0.870313
INFO:root:Epoch[77] Batch [850]	Speed: 295.03 samples/sec	Train-accuracy=0.675703
INFO:root:Epoch[77] Batch [850]	Speed: 295.03 samples/sec	Train-top_k_accuracy_5=0.864336
INFO:root:Epoch[77] Batch [900]	Speed: 266.69 samples/sec	Train-accuracy=0.676211
INFO:root:Epoch[77] Batch [900]	Speed: 266.69 samples/sec	Train-top_k_accuracy_5=0.863750
INFO:root:Epoch[77] Batch [950]	Speed: 260.15 samples/sec	Train-accuracy=0.674687
INFO:root:Epoch[77] Batch [950]	Speed: 260.15 samples/sec	Train-top_k_accuracy_5=0.866484
INFO:root:Epoch[77] Batch [1000]	Speed: 295.57 samples/sec	Train-accuracy=0.675430
INFO:root:Epoch[77] Batch [1000]	Speed: 295.57 samples/sec	Train-top_k_accuracy_5=0.863828
INFO:root:Epoch[77] Batch [1050]	Speed: 305.98 samples/sec	Train-accuracy=0.673906
INFO:root:Epoch[77] Batch [1050]	Speed: 305.98 samples/sec	Train-top_k_accuracy_5=0.866602
INFO:root:Epoch[77] Batch [1100]	Speed: 301.50 samples/sec	Train-accuracy=0.679023
INFO:root:Epoch[77] Batch [1100]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.867461
INFO:root:Epoch[77] Batch [1150]	Speed: 313.44 samples/sec	Train-accuracy=0.676562
INFO:root:Epoch[77] Batch [1150]	Speed: 313.44 samples/sec	Train-top_k_accuracy_5=0.866836
INFO:root:Epoch[77] Batch [1200]	Speed: 306.19 samples/sec	Train-accuracy=0.677578
INFO:root:Epoch[77] Batch [1200]	Speed: 306.19 samples/sec	Train-top_k_accuracy_5=0.865156
INFO:root:Epoch[77] Batch [1250]	Speed: 306.29 samples/sec	Train-accuracy=0.672695
INFO:root:Epoch[77] Batch [1250]	Speed: 306.29 samples/sec	Train-top_k_accuracy_5=0.866953
INFO:root:Epoch[77] Batch [1300]	Speed: 268.14 samples/sec	Train-accuracy=0.681914
INFO:root:Epoch[77] Batch [1300]	Speed: 268.14 samples/sec	Train-top_k_accuracy_5=0.869336
INFO:root:Epoch[77] Batch [1350]	Speed: 260.15 samples/sec	Train-accuracy=0.678047
INFO:root:Epoch[77] Batch [1350]	Speed: 260.15 samples/sec	Train-top_k_accuracy_5=0.865977
INFO:root:Epoch[77] Batch [1400]	Speed: 270.35 samples/sec	Train-accuracy=0.676602
INFO:root:Epoch[77] Batch [1400]	Speed: 270.35 samples/sec	Train-top_k_accuracy_5=0.867422
INFO:root:Epoch[77] Batch [1450]	Speed: 292.99 samples/sec	Train-accuracy=0.682227
INFO:root:Epoch[77] Batch [1450]	Speed: 292.99 samples/sec	Train-top_k_accuracy_5=0.869219
INFO:root:Epoch[77] Batch [1500]	Speed: 297.45 samples/sec	Train-accuracy=0.676328
INFO:root:Epoch[77] Batch [1500]	Speed: 297.45 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[77] Batch [1550]	Speed: 275.09 samples/sec	Train-accuracy=0.675742
INFO:root:Epoch[77] Batch [1550]	Speed: 275.09 samples/sec	Train-top_k_accuracy_5=0.865469
INFO:root:Epoch[77] Batch [1600]	Speed: 222.75 samples/sec	Train-accuracy=0.684102
INFO:root:Epoch[77] Batch [1600]	Speed: 222.75 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[77] Batch [1650]	Speed: 217.49 samples/sec	Train-accuracy=0.677500
INFO:root:Epoch[77] Batch [1650]	Speed: 217.49 samples/sec	Train-top_k_accuracy_5=0.868008
INFO:root:Epoch[77] Batch [1700]	Speed: 282.22 samples/sec	Train-accuracy=0.685508
INFO:root:Epoch[77] Batch [1700]	Speed: 282.22 samples/sec	Train-top_k_accuracy_5=0.873359
INFO:root:Epoch[77] Batch [1750]	Speed: 265.46 samples/sec	Train-accuracy=0.682383
INFO:root:Epoch[77] Batch [1750]	Speed: 265.46 samples/sec	Train-top_k_accuracy_5=0.871367
INFO:root:Epoch[77] Batch [1800]	Speed: 278.23 samples/sec	Train-accuracy=0.681094
INFO:root:Epoch[77] Batch [1800]	Speed: 278.23 samples/sec	Train-top_k_accuracy_5=0.870977
INFO:root:Epoch[77] Batch [1850]	Speed: 271.91 samples/sec	Train-accuracy=0.677813
INFO:root:Epoch[77] Batch [1850]	Speed: 271.91 samples/sec	Train-top_k_accuracy_5=0.869375
INFO:root:Epoch[77] Batch [1900]	Speed: 266.21 samples/sec	Train-accuracy=0.681211
INFO:root:Epoch[77] Batch [1900]	Speed: 266.21 samples/sec	Train-top_k_accuracy_5=0.869258
INFO:root:Epoch[77] Batch [1950]	Speed: 288.90 samples/sec	Train-accuracy=0.683398
INFO:root:Epoch[77] Batch [1950]	Speed: 288.90 samples/sec	Train-top_k_accuracy_5=0.869023
INFO:root:Epoch[77] Batch [2000]	Speed: 266.23 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[77] Batch [2000]	Speed: 266.23 samples/sec	Train-top_k_accuracy_5=0.870508
INFO:root:Epoch[77] Batch [2050]	Speed: 285.05 samples/sec	Train-accuracy=0.681250
INFO:root:Epoch[77] Batch [2050]	Speed: 285.05 samples/sec	Train-top_k_accuracy_5=0.870938
INFO:root:Epoch[77] Batch [2100]	Speed: 278.73 samples/sec	Train-accuracy=0.682773
INFO:root:Epoch[77] Batch [2100]	Speed: 278.73 samples/sec	Train-top_k_accuracy_5=0.872266
INFO:root:Epoch[77] Batch [2150]	Speed: 265.60 samples/sec	Train-accuracy=0.680625
INFO:root:Epoch[77] Batch [2150]	Speed: 265.60 samples/sec	Train-top_k_accuracy_5=0.867539
INFO:root:Epoch[77] Batch [2200]	Speed: 285.51 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[77] Batch [2200]	Speed: 285.51 samples/sec	Train-top_k_accuracy_5=0.873906
INFO:root:Epoch[77] Batch [2250]	Speed: 304.47 samples/sec	Train-accuracy=0.683008
INFO:root:Epoch[77] Batch [2250]	Speed: 304.47 samples/sec	Train-top_k_accuracy_5=0.872656
INFO:root:Epoch[77] Batch [2300]	Speed: 292.84 samples/sec	Train-accuracy=0.685625
INFO:root:Epoch[77] Batch [2300]	Speed: 292.84 samples/sec	Train-top_k_accuracy_5=0.871641
INFO:root:Epoch[77] Batch [2350]	Speed: 290.42 samples/sec	Train-accuracy=0.683281
INFO:root:Epoch[77] Batch [2350]	Speed: 290.42 samples/sec	Train-top_k_accuracy_5=0.868437
INFO:root:Epoch[77] Batch [2400]	Speed: 301.66 samples/sec	Train-accuracy=0.684531
INFO:root:Epoch[77] Batch [2400]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.870391
INFO:root:Epoch[77] Batch [2450]	Speed: 308.35 samples/sec	Train-accuracy=0.687227
INFO:root:Epoch[77] Batch [2450]	Speed: 308.35 samples/sec	Train-top_k_accuracy_5=0.873672
INFO:root:Epoch[77] Batch [2500]	Speed: 297.04 samples/sec	Train-accuracy=0.684883
INFO:root:Epoch[77] Batch [2500]	Speed: 297.04 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[77] Resetting Data Iterator
INFO:root:Epoch[77] Time cost=4471.129
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0078.params"
INFO:root:Epoch[77] Validation-accuracy=0.707828
INFO:root:Epoch[77] Validation-top_k_accuracy_5=0.899374
INFO:root:Epoch[78] Batch [50]	Speed: 317.17 samples/sec	Train-accuracy=0.678516
INFO:root:Epoch[78] Batch [50]	Speed: 317.17 samples/sec	Train-top_k_accuracy_5=0.867305
INFO:root:Epoch[78] Batch [100]	Speed: 288.69 samples/sec	Train-accuracy=0.677891
INFO:root:Epoch[78] Batch [100]	Speed: 288.69 samples/sec	Train-top_k_accuracy_5=0.867148
INFO:root:Epoch[78] Batch [150]	Speed: 267.65 samples/sec	Train-accuracy=0.678477
INFO:root:Epoch[78] Batch [150]	Speed: 267.65 samples/sec	Train-top_k_accuracy_5=0.864648
INFO:root:Epoch[78] Batch [200]	Speed: 279.11 samples/sec	Train-accuracy=0.674570
INFO:root:Epoch[78] Batch [200]	Speed: 279.11 samples/sec	Train-top_k_accuracy_5=0.865898
INFO:root:Epoch[78] Batch [250]	Speed: 276.73 samples/sec	Train-accuracy=0.682695
INFO:root:Epoch[78] Batch [250]	Speed: 276.73 samples/sec	Train-top_k_accuracy_5=0.866094
INFO:root:Epoch[78] Batch [300]	Speed: 301.58 samples/sec	Train-accuracy=0.675977
INFO:root:Epoch[78] Batch [300]	Speed: 301.58 samples/sec	Train-top_k_accuracy_5=0.865820
INFO:root:Epoch[78] Batch [350]	Speed: 297.06 samples/sec	Train-accuracy=0.672695
INFO:root:Epoch[78] Batch [350]	Speed: 297.06 samples/sec	Train-top_k_accuracy_5=0.863867
INFO:root:Epoch[78] Batch [400]	Speed: 311.07 samples/sec	Train-accuracy=0.677617
INFO:root:Epoch[78] Batch [400]	Speed: 311.07 samples/sec	Train-top_k_accuracy_5=0.866055
INFO:root:Epoch[78] Batch [450]	Speed: 299.11 samples/sec	Train-accuracy=0.675742
INFO:root:Epoch[78] Batch [450]	Speed: 299.11 samples/sec	Train-top_k_accuracy_5=0.868086
INFO:root:Epoch[78] Batch [500]	Speed: 305.94 samples/sec	Train-accuracy=0.678320
INFO:root:Epoch[78] Batch [500]	Speed: 305.94 samples/sec	Train-top_k_accuracy_5=0.866211
INFO:root:Epoch[78] Batch [550]	Speed: 301.23 samples/sec	Train-accuracy=0.680664
INFO:root:Epoch[78] Batch [550]	Speed: 301.23 samples/sec	Train-top_k_accuracy_5=0.869375
INFO:root:Epoch[78] Batch [600]	Speed: 303.54 samples/sec	Train-accuracy=0.676211
INFO:root:Epoch[78] Batch [600]	Speed: 303.54 samples/sec	Train-top_k_accuracy_5=0.867070
INFO:root:Epoch[78] Batch [650]	Speed: 299.57 samples/sec	Train-accuracy=0.676406
INFO:root:Epoch[78] Batch [650]	Speed: 299.57 samples/sec	Train-top_k_accuracy_5=0.863125
INFO:root:Epoch[78] Batch [700]	Speed: 290.58 samples/sec	Train-accuracy=0.680703
INFO:root:Epoch[78] Batch [700]	Speed: 290.58 samples/sec	Train-top_k_accuracy_5=0.870742
INFO:root:Epoch[78] Batch [750]	Speed: 306.17 samples/sec	Train-accuracy=0.673125
INFO:root:Epoch[78] Batch [750]	Speed: 306.17 samples/sec	Train-top_k_accuracy_5=0.864648
INFO:root:Epoch[78] Batch [800]	Speed: 306.41 samples/sec	Train-accuracy=0.674687
INFO:root:Epoch[78] Batch [800]	Speed: 306.41 samples/sec	Train-top_k_accuracy_5=0.868555
INFO:root:Epoch[78] Batch [850]	Speed: 315.93 samples/sec	Train-accuracy=0.679258
INFO:root:Epoch[78] Batch [850]	Speed: 315.93 samples/sec	Train-top_k_accuracy_5=0.865664
INFO:root:Epoch[78] Batch [900]	Speed: 310.76 samples/sec	Train-accuracy=0.679141
INFO:root:Epoch[78] Batch [900]	Speed: 310.76 samples/sec	Train-top_k_accuracy_5=0.869141
INFO:root:Epoch[78] Batch [950]	Speed: 303.59 samples/sec	Train-accuracy=0.675703
INFO:root:Epoch[78] Batch [950]	Speed: 303.59 samples/sec	Train-top_k_accuracy_5=0.866797
INFO:root:Epoch[78] Batch [1000]	Speed: 296.84 samples/sec	Train-accuracy=0.677891
INFO:root:Epoch[78] Batch [1000]	Speed: 296.84 samples/sec	Train-top_k_accuracy_5=0.867227
INFO:root:Epoch[78] Batch [1050]	Speed: 295.20 samples/sec	Train-accuracy=0.679375
INFO:root:Epoch[78] Batch [1050]	Speed: 295.20 samples/sec	Train-top_k_accuracy_5=0.867500
INFO:root:Epoch[78] Batch [1100]	Speed: 299.59 samples/sec	Train-accuracy=0.681211
INFO:root:Epoch[78] Batch [1100]	Speed: 299.59 samples/sec	Train-top_k_accuracy_5=0.868477
INFO:root:Epoch[78] Batch [1150]	Speed: 303.92 samples/sec	Train-accuracy=0.672422
INFO:root:Epoch[78] Batch [1150]	Speed: 303.92 samples/sec	Train-top_k_accuracy_5=0.866250
INFO:root:Epoch[78] Batch [1200]	Speed: 308.49 samples/sec	Train-accuracy=0.679453
INFO:root:Epoch[78] Batch [1200]	Speed: 308.49 samples/sec	Train-top_k_accuracy_5=0.867891
INFO:root:Epoch[78] Batch [1250]	Speed: 301.65 samples/sec	Train-accuracy=0.677422
INFO:root:Epoch[78] Batch [1250]	Speed: 301.65 samples/sec	Train-top_k_accuracy_5=0.870078
INFO:root:Epoch[78] Batch [1300]	Speed: 310.84 samples/sec	Train-accuracy=0.678906
INFO:root:Epoch[78] Batch [1300]	Speed: 310.84 samples/sec	Train-top_k_accuracy_5=0.868672
INFO:root:Epoch[78] Batch [1350]	Speed: 301.52 samples/sec	Train-accuracy=0.681602
INFO:root:Epoch[78] Batch [1350]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.869766
INFO:root:Epoch[78] Batch [1400]	Speed: 310.55 samples/sec	Train-accuracy=0.679414
INFO:root:Epoch[78] Batch [1400]	Speed: 310.55 samples/sec	Train-top_k_accuracy_5=0.866328
INFO:root:Epoch[78] Batch [1450]	Speed: 299.58 samples/sec	Train-accuracy=0.680391
INFO:root:Epoch[78] Batch [1450]	Speed: 299.58 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[78] Batch [1500]	Speed: 273.45 samples/sec	Train-accuracy=0.681445
INFO:root:Epoch[78] Batch [1500]	Speed: 273.45 samples/sec	Train-top_k_accuracy_5=0.868320
INFO:root:Epoch[78] Batch [1550]	Speed: 291.32 samples/sec	Train-accuracy=0.680547
INFO:root:Epoch[78] Batch [1550]	Speed: 291.32 samples/sec	Train-top_k_accuracy_5=0.867852
INFO:root:Epoch[78] Batch [1600]	Speed: 304.12 samples/sec	Train-accuracy=0.685977
INFO:root:Epoch[78] Batch [1600]	Speed: 304.12 samples/sec	Train-top_k_accuracy_5=0.872188
INFO:root:Epoch[78] Batch [1650]	Speed: 308.77 samples/sec	Train-accuracy=0.677305
INFO:root:Epoch[78] Batch [1650]	Speed: 308.77 samples/sec	Train-top_k_accuracy_5=0.867070
INFO:root:Epoch[78] Batch [1700]	Speed: 303.78 samples/sec	Train-accuracy=0.687578
INFO:root:Epoch[78] Batch [1700]	Speed: 303.78 samples/sec	Train-top_k_accuracy_5=0.873555
INFO:root:Epoch[78] Batch [1750]	Speed: 308.46 samples/sec	Train-accuracy=0.684805
INFO:root:Epoch[78] Batch [1750]	Speed: 308.46 samples/sec	Train-top_k_accuracy_5=0.872969
INFO:root:Epoch[78] Batch [1800]	Speed: 308.52 samples/sec	Train-accuracy=0.681602
INFO:root:Epoch[78] Batch [1800]	Speed: 308.52 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[78] Batch [1850]	Speed: 308.60 samples/sec	Train-accuracy=0.684063
INFO:root:Epoch[78] Batch [1850]	Speed: 308.60 samples/sec	Train-top_k_accuracy_5=0.868516
INFO:root:Epoch[78] Batch [1900]	Speed: 308.42 samples/sec	Train-accuracy=0.679453
INFO:root:Epoch[78] Batch [1900]	Speed: 308.42 samples/sec	Train-top_k_accuracy_5=0.866914
INFO:root:Epoch[78] Batch [1950]	Speed: 304.05 samples/sec	Train-accuracy=0.685352
INFO:root:Epoch[78] Batch [1950]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[78] Batch [2000]	Speed: 303.73 samples/sec	Train-accuracy=0.684883
INFO:root:Epoch[78] Batch [2000]	Speed: 303.73 samples/sec	Train-top_k_accuracy_5=0.869414
INFO:root:Epoch[78] Batch [2050]	Speed: 284.83 samples/sec	Train-accuracy=0.679492
INFO:root:Epoch[78] Batch [2050]	Speed: 284.83 samples/sec	Train-top_k_accuracy_5=0.869492
INFO:root:Epoch[78] Batch [2100]	Speed: 304.27 samples/sec	Train-accuracy=0.684375
INFO:root:Epoch[78] Batch [2100]	Speed: 304.27 samples/sec	Train-top_k_accuracy_5=0.872148
INFO:root:Epoch[78] Batch [2150]	Speed: 301.82 samples/sec	Train-accuracy=0.678359
INFO:root:Epoch[78] Batch [2150]	Speed: 301.82 samples/sec	Train-top_k_accuracy_5=0.866719
INFO:root:Epoch[78] Batch [2200]	Speed: 293.11 samples/sec	Train-accuracy=0.690195
INFO:root:Epoch[78] Batch [2200]	Speed: 293.11 samples/sec	Train-top_k_accuracy_5=0.875586
INFO:root:Epoch[78] Batch [2250]	Speed: 311.14 samples/sec	Train-accuracy=0.686289
INFO:root:Epoch[78] Batch [2250]	Speed: 311.14 samples/sec	Train-top_k_accuracy_5=0.872578
INFO:root:Epoch[78] Batch [2300]	Speed: 308.22 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[78] Batch [2300]	Speed: 308.22 samples/sec	Train-top_k_accuracy_5=0.868047
INFO:root:Epoch[78] Batch [2350]	Speed: 304.29 samples/sec	Train-accuracy=0.683555
INFO:root:Epoch[78] Batch [2350]	Speed: 304.29 samples/sec	Train-top_k_accuracy_5=0.870664
INFO:root:Epoch[78] Batch [2400]	Speed: 313.01 samples/sec	Train-accuracy=0.686875
INFO:root:Epoch[78] Batch [2400]	Speed: 313.01 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[78] Batch [2450]	Speed: 303.49 samples/sec	Train-accuracy=0.680586
INFO:root:Epoch[78] Batch [2450]	Speed: 303.49 samples/sec	Train-top_k_accuracy_5=0.867969
INFO:root:Epoch[78] Batch [2500]	Speed: 293.56 samples/sec	Train-accuracy=0.681953
INFO:root:Epoch[78] Batch [2500]	Speed: 293.56 samples/sec	Train-top_k_accuracy_5=0.869492
INFO:root:Epoch[78] Resetting Data Iterator
INFO:root:Epoch[78] Time cost=4261.893
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0079.params"
INFO:root:Epoch[78] Validation-accuracy=0.708386
INFO:root:Epoch[78] Validation-top_k_accuracy_5=0.899534
INFO:root:Epoch[79] Batch [50]	Speed: 276.67 samples/sec	Train-accuracy=0.679883
INFO:root:Epoch[79] Batch [50]	Speed: 276.67 samples/sec	Train-top_k_accuracy_5=0.866914
INFO:root:Epoch[79] Batch [100]	Speed: 285.88 samples/sec	Train-accuracy=0.676055
INFO:root:Epoch[79] Batch [100]	Speed: 285.88 samples/sec	Train-top_k_accuracy_5=0.865977
INFO:root:Epoch[79] Batch [150]	Speed: 326.60 samples/sec	Train-accuracy=0.681562
INFO:root:Epoch[79] Batch [150]	Speed: 326.60 samples/sec	Train-top_k_accuracy_5=0.867148
INFO:root:Epoch[79] Batch [200]	Speed: 310.86 samples/sec	Train-accuracy=0.672695
INFO:root:Epoch[79] Batch [200]	Speed: 310.86 samples/sec	Train-top_k_accuracy_5=0.864648
INFO:root:Epoch[79] Batch [250]	Speed: 297.38 samples/sec	Train-accuracy=0.681445
INFO:root:Epoch[79] Batch [250]	Speed: 297.38 samples/sec	Train-top_k_accuracy_5=0.869414
INFO:root:Epoch[79] Batch [300]	Speed: 310.76 samples/sec	Train-accuracy=0.679727
INFO:root:Epoch[79] Batch [300]	Speed: 310.76 samples/sec	Train-top_k_accuracy_5=0.866563
INFO:root:Epoch[79] Batch [350]	Speed: 291.08 samples/sec	Train-accuracy=0.677227
INFO:root:Epoch[79] Batch [350]	Speed: 291.08 samples/sec	Train-top_k_accuracy_5=0.865859
INFO:root:Epoch[79] Batch [400]	Speed: 289.43 samples/sec	Train-accuracy=0.679180
INFO:root:Epoch[79] Batch [400]	Speed: 289.43 samples/sec	Train-top_k_accuracy_5=0.865742
INFO:root:Epoch[79] Batch [450]	Speed: 290.93 samples/sec	Train-accuracy=0.676953
INFO:root:Epoch[79] Batch [450]	Speed: 290.93 samples/sec	Train-top_k_accuracy_5=0.867305
INFO:root:Epoch[79] Batch [500]	Speed: 306.37 samples/sec	Train-accuracy=0.679922
INFO:root:Epoch[79] Batch [500]	Speed: 306.37 samples/sec	Train-top_k_accuracy_5=0.867695
INFO:root:Epoch[79] Batch [550]	Speed: 313.89 samples/sec	Train-accuracy=0.683164
INFO:root:Epoch[79] Batch [550]	Speed: 313.89 samples/sec	Train-top_k_accuracy_5=0.871328
INFO:root:Epoch[79] Batch [600]	Speed: 302.08 samples/sec	Train-accuracy=0.677773
INFO:root:Epoch[79] Batch [600]	Speed: 302.08 samples/sec	Train-top_k_accuracy_5=0.867188
INFO:root:Epoch[79] Batch [650]	Speed: 313.40 samples/sec	Train-accuracy=0.682070
INFO:root:Epoch[79] Batch [650]	Speed: 313.40 samples/sec	Train-top_k_accuracy_5=0.867188
INFO:root:Epoch[79] Batch [700]	Speed: 310.77 samples/sec	Train-accuracy=0.678242
INFO:root:Epoch[79] Batch [700]	Speed: 310.77 samples/sec	Train-top_k_accuracy_5=0.866758
INFO:root:Epoch[79] Batch [750]	Speed: 301.95 samples/sec	Train-accuracy=0.678789
INFO:root:Epoch[79] Batch [750]	Speed: 301.95 samples/sec	Train-top_k_accuracy_5=0.867148
INFO:root:Epoch[79] Batch [800]	Speed: 303.97 samples/sec	Train-accuracy=0.677617
INFO:root:Epoch[79] Batch [800]	Speed: 303.97 samples/sec	Train-top_k_accuracy_5=0.869570
INFO:root:Epoch[79] Batch [850]	Speed: 293.30 samples/sec	Train-accuracy=0.678633
INFO:root:Epoch[79] Batch [850]	Speed: 293.30 samples/sec	Train-top_k_accuracy_5=0.867031
INFO:root:Epoch[79] Batch [900]	Speed: 306.49 samples/sec	Train-accuracy=0.680937
INFO:root:Epoch[79] Batch [900]	Speed: 306.49 samples/sec	Train-top_k_accuracy_5=0.867305
INFO:root:Epoch[79] Batch [950]	Speed: 313.86 samples/sec	Train-accuracy=0.676484
INFO:root:Epoch[79] Batch [950]	Speed: 313.86 samples/sec	Train-top_k_accuracy_5=0.868594
INFO:root:Epoch[79] Batch [1000]	Speed: 315.47 samples/sec	Train-accuracy=0.678984
INFO:root:Epoch[79] Batch [1000]	Speed: 315.47 samples/sec	Train-top_k_accuracy_5=0.869258
INFO:root:Epoch[79] Batch [1050]	Speed: 315.83 samples/sec	Train-accuracy=0.679609
INFO:root:Epoch[79] Batch [1050]	Speed: 315.83 samples/sec	Train-top_k_accuracy_5=0.867227
INFO:root:Epoch[79] Batch [1100]	Speed: 308.49 samples/sec	Train-accuracy=0.681133
INFO:root:Epoch[79] Batch [1100]	Speed: 308.49 samples/sec	Train-top_k_accuracy_5=0.866211
INFO:root:Epoch[79] Batch [1150]	Speed: 297.46 samples/sec	Train-accuracy=0.677891
INFO:root:Epoch[79] Batch [1150]	Speed: 297.46 samples/sec	Train-top_k_accuracy_5=0.868242
INFO:root:Epoch[79] Batch [1200]	Speed: 312.83 samples/sec	Train-accuracy=0.680664
INFO:root:Epoch[79] Batch [1200]	Speed: 312.83 samples/sec	Train-top_k_accuracy_5=0.867344
INFO:root:Epoch[79] Batch [1250]	Speed: 294.98 samples/sec	Train-accuracy=0.677109
INFO:root:Epoch[79] Batch [1250]	Speed: 294.98 samples/sec	Train-top_k_accuracy_5=0.869844
INFO:root:Epoch[79] Batch [1300]	Speed: 304.45 samples/sec	Train-accuracy=0.682148
INFO:root:Epoch[79] Batch [1300]	Speed: 304.45 samples/sec	Train-top_k_accuracy_5=0.869727
INFO:root:Epoch[79] Batch [1350]	Speed: 308.31 samples/sec	Train-accuracy=0.678047
INFO:root:Epoch[79] Batch [1350]	Speed: 308.31 samples/sec	Train-top_k_accuracy_5=0.867773
INFO:root:Epoch[79] Batch [1400]	Speed: 302.08 samples/sec	Train-accuracy=0.681523
INFO:root:Epoch[79] Batch [1400]	Speed: 302.08 samples/sec	Train-top_k_accuracy_5=0.867578
INFO:root:Epoch[79] Batch [1450]	Speed: 315.90 samples/sec	Train-accuracy=0.685156
INFO:root:Epoch[79] Batch [1450]	Speed: 315.90 samples/sec	Train-top_k_accuracy_5=0.872383
INFO:root:Epoch[79] Batch [1500]	Speed: 315.37 samples/sec	Train-accuracy=0.681211
INFO:root:Epoch[79] Batch [1500]	Speed: 315.37 samples/sec	Train-top_k_accuracy_5=0.868359
INFO:root:Epoch[79] Batch [1550]	Speed: 304.28 samples/sec	Train-accuracy=0.681641
INFO:root:Epoch[79] Batch [1550]	Speed: 304.28 samples/sec	Train-top_k_accuracy_5=0.870273
INFO:root:Epoch[79] Batch [1600]	Speed: 299.92 samples/sec	Train-accuracy=0.681836
INFO:root:Epoch[79] Batch [1600]	Speed: 299.92 samples/sec	Train-top_k_accuracy_5=0.871406
INFO:root:Epoch[79] Batch [1650]	Speed: 313.13 samples/sec	Train-accuracy=0.681680
INFO:root:Epoch[79] Batch [1650]	Speed: 313.13 samples/sec	Train-top_k_accuracy_5=0.869023
INFO:root:Epoch[79] Batch [1700]	Speed: 292.68 samples/sec	Train-accuracy=0.685273
INFO:root:Epoch[79] Batch [1700]	Speed: 292.68 samples/sec	Train-top_k_accuracy_5=0.873750
INFO:root:Epoch[79] Batch [1750]	Speed: 301.93 samples/sec	Train-accuracy=0.686016
INFO:root:Epoch[79] Batch [1750]	Speed: 301.93 samples/sec	Train-top_k_accuracy_5=0.871953
INFO:root:Epoch[79] Batch [1800]	Speed: 292.98 samples/sec	Train-accuracy=0.685547
INFO:root:Epoch[79] Batch [1800]	Speed: 292.98 samples/sec	Train-top_k_accuracy_5=0.872031
INFO:root:Epoch[79] Batch [1850]	Speed: 318.70 samples/sec	Train-accuracy=0.683477
INFO:root:Epoch[79] Batch [1850]	Speed: 318.70 samples/sec	Train-top_k_accuracy_5=0.871133
INFO:root:Epoch[79] Batch [1900]	Speed: 308.40 samples/sec	Train-accuracy=0.686484
INFO:root:Epoch[79] Batch [1900]	Speed: 308.40 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[79] Batch [1950]	Speed: 313.85 samples/sec	Train-accuracy=0.686836
INFO:root:Epoch[79] Batch [1950]	Speed: 313.85 samples/sec	Train-top_k_accuracy_5=0.870547
INFO:root:Epoch[79] Batch [2000]	Speed: 304.00 samples/sec	Train-accuracy=0.687773
INFO:root:Epoch[79] Batch [2000]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.873867
INFO:root:Epoch[79] Batch [2050]	Speed: 311.36 samples/sec	Train-accuracy=0.684023
INFO:root:Epoch[79] Batch [2050]	Speed: 311.36 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[79] Batch [2100]	Speed: 301.90 samples/sec	Train-accuracy=0.683008
INFO:root:Epoch[79] Batch [2100]	Speed: 301.90 samples/sec	Train-top_k_accuracy_5=0.872070
INFO:root:Epoch[79] Batch [2150]	Speed: 297.27 samples/sec	Train-accuracy=0.680898
INFO:root:Epoch[79] Batch [2150]	Speed: 297.27 samples/sec	Train-top_k_accuracy_5=0.870352
INFO:root:Epoch[79] Batch [2200]	Speed: 299.46 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[79] Batch [2200]	Speed: 299.46 samples/sec	Train-top_k_accuracy_5=0.873516
INFO:root:Epoch[79] Batch [2250]	Speed: 293.02 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[79] Batch [2250]	Speed: 293.02 samples/sec	Train-top_k_accuracy_5=0.871875
INFO:root:Epoch[79] Batch [2300]	Speed: 308.47 samples/sec	Train-accuracy=0.682461
INFO:root:Epoch[79] Batch [2300]	Speed: 308.47 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[79] Batch [2350]	Speed: 308.17 samples/sec	Train-accuracy=0.687969
INFO:root:Epoch[79] Batch [2350]	Speed: 308.17 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[79] Batch [2400]	Speed: 306.19 samples/sec	Train-accuracy=0.690000
INFO:root:Epoch[79] Batch [2400]	Speed: 306.19 samples/sec	Train-top_k_accuracy_5=0.876406
INFO:root:Epoch[79] Batch [2450]	Speed: 297.16 samples/sec	Train-accuracy=0.691133
INFO:root:Epoch[79] Batch [2450]	Speed: 297.16 samples/sec	Train-top_k_accuracy_5=0.875273
INFO:root:Epoch[79] Batch [2500]	Speed: 301.18 samples/sec	Train-accuracy=0.687148
INFO:root:Epoch[79] Batch [2500]	Speed: 301.18 samples/sec	Train-top_k_accuracy_5=0.869883
INFO:root:Epoch[79] Resetting Data Iterator
INFO:root:Epoch[79] Time cost=4218.631
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0080.params"
INFO:root:Epoch[79] Validation-accuracy=0.708905
INFO:root:Epoch[79] Validation-top_k_accuracy_5=0.900032
INFO:root:Epoch[80] Batch [50]	Speed: 307.64 samples/sec	Train-accuracy=0.685039
INFO:root:Epoch[80] Batch [50]	Speed: 307.64 samples/sec	Train-top_k_accuracy_5=0.867266
INFO:root:Epoch[80] Batch [100]	Speed: 303.44 samples/sec	Train-accuracy=0.678398
INFO:root:Epoch[80] Batch [100]	Speed: 303.44 samples/sec	Train-top_k_accuracy_5=0.867969
INFO:root:Epoch[80] Batch [150]	Speed: 298.74 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[80] Batch [150]	Speed: 298.74 samples/sec	Train-top_k_accuracy_5=0.871133
INFO:root:Epoch[80] Batch [200]	Speed: 292.66 samples/sec	Train-accuracy=0.675273
INFO:root:Epoch[80] Batch [200]	Speed: 292.66 samples/sec	Train-top_k_accuracy_5=0.863906
INFO:root:Epoch[80] Batch [250]	Speed: 294.93 samples/sec	Train-accuracy=0.682734
INFO:root:Epoch[80] Batch [250]	Speed: 294.93 samples/sec	Train-top_k_accuracy_5=0.870898
INFO:root:Epoch[80] Batch [300]	Speed: 303.75 samples/sec	Train-accuracy=0.676914
INFO:root:Epoch[80] Batch [300]	Speed: 303.75 samples/sec	Train-top_k_accuracy_5=0.863828
INFO:root:Epoch[80] Batch [350]	Speed: 290.62 samples/sec	Train-accuracy=0.675273
INFO:root:Epoch[80] Batch [350]	Speed: 290.62 samples/sec	Train-top_k_accuracy_5=0.863594
INFO:root:Epoch[80] Batch [400]	Speed: 308.45 samples/sec	Train-accuracy=0.679766
INFO:root:Epoch[80] Batch [400]	Speed: 308.45 samples/sec	Train-top_k_accuracy_5=0.870977
INFO:root:Epoch[80] Batch [450]	Speed: 301.29 samples/sec	Train-accuracy=0.677578
INFO:root:Epoch[80] Batch [450]	Speed: 301.29 samples/sec	Train-top_k_accuracy_5=0.867070
INFO:root:Epoch[80] Batch [500]	Speed: 301.11 samples/sec	Train-accuracy=0.682344
INFO:root:Epoch[80] Batch [500]	Speed: 301.11 samples/sec	Train-top_k_accuracy_5=0.867695
INFO:root:Epoch[80] Batch [550]	Speed: 292.56 samples/sec	Train-accuracy=0.682813
INFO:root:Epoch[80] Batch [550]	Speed: 292.56 samples/sec	Train-top_k_accuracy_5=0.872773
INFO:root:Epoch[80] Batch [600]	Speed: 288.35 samples/sec	Train-accuracy=0.679336
INFO:root:Epoch[80] Batch [600]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.868789
INFO:root:Epoch[80] Batch [650]	Speed: 296.95 samples/sec	Train-accuracy=0.679063
INFO:root:Epoch[80] Batch [650]	Speed: 296.95 samples/sec	Train-top_k_accuracy_5=0.865234
INFO:root:Epoch[80] Batch [700]	Speed: 303.52 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[80] Batch [700]	Speed: 303.52 samples/sec	Train-top_k_accuracy_5=0.872734
INFO:root:Epoch[80] Batch [750]	Speed: 294.65 samples/sec	Train-accuracy=0.673438
INFO:root:Epoch[80] Batch [750]	Speed: 294.65 samples/sec	Train-top_k_accuracy_5=0.865977
INFO:root:Epoch[80] Batch [800]	Speed: 304.02 samples/sec	Train-accuracy=0.686914
INFO:root:Epoch[80] Batch [800]	Speed: 304.02 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[80] Batch [850]	Speed: 305.87 samples/sec	Train-accuracy=0.679414
INFO:root:Epoch[80] Batch [850]	Speed: 305.87 samples/sec	Train-top_k_accuracy_5=0.869609
INFO:root:Epoch[80] Batch [900]	Speed: 299.12 samples/sec	Train-accuracy=0.679336
INFO:root:Epoch[80] Batch [900]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.867227
INFO:root:Epoch[80] Batch [950]	Speed: 308.06 samples/sec	Train-accuracy=0.679922
INFO:root:Epoch[80] Batch [950]	Speed: 308.06 samples/sec	Train-top_k_accuracy_5=0.865430
INFO:root:Epoch[80] Batch [1000]	Speed: 296.77 samples/sec	Train-accuracy=0.682578
INFO:root:Epoch[80] Batch [1000]	Speed: 296.77 samples/sec	Train-top_k_accuracy_5=0.869648
INFO:root:Epoch[80] Batch [1050]	Speed: 299.05 samples/sec	Train-accuracy=0.679844
INFO:root:Epoch[80] Batch [1050]	Speed: 299.05 samples/sec	Train-top_k_accuracy_5=0.868203
INFO:root:Epoch[80] Batch [1100]	Speed: 301.29 samples/sec	Train-accuracy=0.681953
INFO:root:Epoch[80] Batch [1100]	Speed: 301.29 samples/sec	Train-top_k_accuracy_5=0.868125
INFO:root:Epoch[80] Batch [1150]	Speed: 292.50 samples/sec	Train-accuracy=0.676250
INFO:root:Epoch[80] Batch [1150]	Speed: 292.50 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[80] Batch [1200]	Speed: 294.70 samples/sec	Train-accuracy=0.679922
INFO:root:Epoch[80] Batch [1200]	Speed: 294.70 samples/sec	Train-top_k_accuracy_5=0.869531
INFO:root:Epoch[80] Batch [1250]	Speed: 284.18 samples/sec	Train-accuracy=0.681172
INFO:root:Epoch[80] Batch [1250]	Speed: 284.18 samples/sec	Train-top_k_accuracy_5=0.872383
INFO:root:Epoch[80] Batch [1300]	Speed: 292.16 samples/sec	Train-accuracy=0.682500
INFO:root:Epoch[80] Batch [1300]	Speed: 292.16 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[80] Batch [1350]	Speed: 261.52 samples/sec	Train-accuracy=0.681953
INFO:root:Epoch[80] Batch [1350]	Speed: 261.52 samples/sec	Train-top_k_accuracy_5=0.868359
INFO:root:Epoch[80] Batch [1400]	Speed: 283.80 samples/sec	Train-accuracy=0.685391
INFO:root:Epoch[80] Batch [1400]	Speed: 283.80 samples/sec	Train-top_k_accuracy_5=0.870781
INFO:root:Epoch[80] Batch [1450]	Speed: 281.10 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[80] Batch [1450]	Speed: 281.10 samples/sec	Train-top_k_accuracy_5=0.875898
INFO:root:Epoch[80] Batch [1500]	Speed: 289.64 samples/sec	Train-accuracy=0.680156
INFO:root:Epoch[80] Batch [1500]	Speed: 289.64 samples/sec	Train-top_k_accuracy_5=0.872148
INFO:root:Epoch[80] Batch [1550]	Speed: 306.07 samples/sec	Train-accuracy=0.680156
INFO:root:Epoch[80] Batch [1550]	Speed: 306.07 samples/sec	Train-top_k_accuracy_5=0.868906
INFO:root:Epoch[80] Batch [1600]	Speed: 305.87 samples/sec	Train-accuracy=0.684180
INFO:root:Epoch[80] Batch [1600]	Speed: 305.87 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[80] Batch [1650]	Speed: 292.22 samples/sec	Train-accuracy=0.682578
INFO:root:Epoch[80] Batch [1650]	Speed: 292.22 samples/sec	Train-top_k_accuracy_5=0.871367
INFO:root:Epoch[80] Batch [1700]	Speed: 292.67 samples/sec	Train-accuracy=0.686680
INFO:root:Epoch[80] Batch [1700]	Speed: 292.67 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[80] Batch [1750]	Speed: 294.99 samples/sec	Train-accuracy=0.685586
INFO:root:Epoch[80] Batch [1750]	Speed: 294.99 samples/sec	Train-top_k_accuracy_5=0.870195
INFO:root:Epoch[80] Batch [1800]	Speed: 294.66 samples/sec	Train-accuracy=0.687969
INFO:root:Epoch[80] Batch [1800]	Speed: 294.66 samples/sec	Train-top_k_accuracy_5=0.870586
INFO:root:Epoch[80] Batch [1850]	Speed: 290.88 samples/sec	Train-accuracy=0.685781
INFO:root:Epoch[80] Batch [1850]	Speed: 290.88 samples/sec	Train-top_k_accuracy_5=0.870625
INFO:root:Epoch[80] Batch [1900]	Speed: 295.25 samples/sec	Train-accuracy=0.685586
INFO:root:Epoch[80] Batch [1900]	Speed: 295.25 samples/sec	Train-top_k_accuracy_5=0.870430
INFO:root:Epoch[80] Batch [1950]	Speed: 301.30 samples/sec	Train-accuracy=0.687148
INFO:root:Epoch[80] Batch [1950]	Speed: 301.30 samples/sec	Train-top_k_accuracy_5=0.870820
INFO:root:Epoch[80] Batch [2000]	Speed: 297.29 samples/sec	Train-accuracy=0.690703
INFO:root:Epoch[80] Batch [2000]	Speed: 297.29 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[80] Batch [2050]	Speed: 301.14 samples/sec	Train-accuracy=0.678555
INFO:root:Epoch[80] Batch [2050]	Speed: 301.14 samples/sec	Train-top_k_accuracy_5=0.871367
INFO:root:Epoch[80] Batch [2100]	Speed: 296.70 samples/sec	Train-accuracy=0.686094
INFO:root:Epoch[80] Batch [2100]	Speed: 296.70 samples/sec	Train-top_k_accuracy_5=0.870820
INFO:root:Epoch[80] Batch [2150]	Speed: 298.78 samples/sec	Train-accuracy=0.683555
INFO:root:Epoch[80] Batch [2150]	Speed: 298.78 samples/sec	Train-top_k_accuracy_5=0.871602
INFO:root:Epoch[80] Batch [2200]	Speed: 296.68 samples/sec	Train-accuracy=0.690156
INFO:root:Epoch[80] Batch [2200]	Speed: 296.68 samples/sec	Train-top_k_accuracy_5=0.876680
INFO:root:Epoch[80] Batch [2250]	Speed: 286.11 samples/sec	Train-accuracy=0.688477
INFO:root:Epoch[80] Batch [2250]	Speed: 286.11 samples/sec	Train-top_k_accuracy_5=0.873633
INFO:root:Epoch[80] Batch [2300]	Speed: 290.49 samples/sec	Train-accuracy=0.687813
INFO:root:Epoch[80] Batch [2300]	Speed: 290.49 samples/sec	Train-top_k_accuracy_5=0.873672
INFO:root:Epoch[80] Batch [2350]	Speed: 294.66 samples/sec	Train-accuracy=0.685898
INFO:root:Epoch[80] Batch [2350]	Speed: 294.66 samples/sec	Train-top_k_accuracy_5=0.874531
INFO:root:Epoch[80] Batch [2400]	Speed: 296.99 samples/sec	Train-accuracy=0.689219
INFO:root:Epoch[80] Batch [2400]	Speed: 296.99 samples/sec	Train-top_k_accuracy_5=0.872148
INFO:root:Epoch[80] Batch [2450]	Speed: 298.77 samples/sec	Train-accuracy=0.694023
INFO:root:Epoch[80] Batch [2450]	Speed: 298.77 samples/sec	Train-top_k_accuracy_5=0.878516
INFO:root:Epoch[80] Batch [2500]	Speed: 294.61 samples/sec	Train-accuracy=0.687148
INFO:root:Epoch[80] Batch [2500]	Speed: 294.61 samples/sec	Train-top_k_accuracy_5=0.869648
INFO:root:Epoch[80] Resetting Data Iterator
INFO:root:Epoch[80] Time cost=4331.669
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0081.params"
INFO:root:Epoch[80] Validation-accuracy=0.710399
INFO:root:Epoch[80] Validation-top_k_accuracy_5=0.900112
INFO:root:Epoch[81] Batch [50]	Speed: 302.54 samples/sec	Train-accuracy=0.684570
INFO:root:Epoch[81] Batch [50]	Speed: 302.54 samples/sec	Train-top_k_accuracy_5=0.870703
INFO:root:Epoch[81] Batch [100]	Speed: 294.34 samples/sec	Train-accuracy=0.677930
INFO:root:Epoch[81] Batch [100]	Speed: 294.34 samples/sec	Train-top_k_accuracy_5=0.868281
INFO:root:Epoch[81] Batch [150]	Speed: 282.32 samples/sec	Train-accuracy=0.677266
INFO:root:Epoch[81] Batch [150]	Speed: 282.32 samples/sec	Train-top_k_accuracy_5=0.867344
INFO:root:Epoch[81] Batch [200]	Speed: 294.78 samples/sec	Train-accuracy=0.669297
INFO:root:Epoch[81] Batch [200]	Speed: 294.78 samples/sec	Train-top_k_accuracy_5=0.863672
INFO:root:Epoch[81] Batch [250]	Speed: 286.19 samples/sec	Train-accuracy=0.684141
INFO:root:Epoch[81] Batch [250]	Speed: 286.19 samples/sec	Train-top_k_accuracy_5=0.870273
INFO:root:Epoch[81] Batch [300]	Speed: 284.27 samples/sec	Train-accuracy=0.679414
INFO:root:Epoch[81] Batch [300]	Speed: 284.27 samples/sec	Train-top_k_accuracy_5=0.867578
INFO:root:Epoch[81] Batch [350]	Speed: 296.68 samples/sec	Train-accuracy=0.673555
INFO:root:Epoch[81] Batch [350]	Speed: 296.68 samples/sec	Train-top_k_accuracy_5=0.865781
INFO:root:Epoch[81] Batch [400]	Speed: 292.28 samples/sec	Train-accuracy=0.677852
INFO:root:Epoch[81] Batch [400]	Speed: 292.28 samples/sec	Train-top_k_accuracy_5=0.866250
INFO:root:Epoch[81] Batch [450]	Speed: 292.34 samples/sec	Train-accuracy=0.678477
INFO:root:Epoch[81] Batch [450]	Speed: 292.34 samples/sec	Train-top_k_accuracy_5=0.868906
INFO:root:Epoch[81] Batch [500]	Speed: 298.72 samples/sec	Train-accuracy=0.678516
INFO:root:Epoch[81] Batch [500]	Speed: 298.72 samples/sec	Train-top_k_accuracy_5=0.868125
INFO:root:Epoch[81] Batch [550]	Speed: 283.98 samples/sec	Train-accuracy=0.681445
INFO:root:Epoch[81] Batch [550]	Speed: 283.98 samples/sec	Train-top_k_accuracy_5=0.872656
INFO:root:Epoch[81] Batch [600]	Speed: 290.75 samples/sec	Train-accuracy=0.683008
INFO:root:Epoch[81] Batch [600]	Speed: 290.75 samples/sec	Train-top_k_accuracy_5=0.869453
INFO:root:Epoch[81] Batch [650]	Speed: 288.15 samples/sec	Train-accuracy=0.680234
INFO:root:Epoch[81] Batch [650]	Speed: 288.15 samples/sec	Train-top_k_accuracy_5=0.868320
INFO:root:Epoch[81] Batch [700]	Speed: 286.57 samples/sec	Train-accuracy=0.686367
INFO:root:Epoch[81] Batch [700]	Speed: 286.57 samples/sec	Train-top_k_accuracy_5=0.872656
INFO:root:Epoch[81] Batch [750]	Speed: 286.33 samples/sec	Train-accuracy=0.680664
INFO:root:Epoch[81] Batch [750]	Speed: 286.33 samples/sec	Train-top_k_accuracy_5=0.865781
INFO:root:Epoch[81] Batch [800]	Speed: 286.40 samples/sec	Train-accuracy=0.682813
INFO:root:Epoch[81] Batch [800]	Speed: 286.40 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[81] Batch [850]	Speed: 298.73 samples/sec	Train-accuracy=0.682266
INFO:root:Epoch[81] Batch [850]	Speed: 298.73 samples/sec	Train-top_k_accuracy_5=0.868867
INFO:root:Epoch[81] Batch [900]	Speed: 294.34 samples/sec	Train-accuracy=0.682773
INFO:root:Epoch[81] Batch [900]	Speed: 294.34 samples/sec	Train-top_k_accuracy_5=0.871602
INFO:root:Epoch[81] Batch [950]	Speed: 285.75 samples/sec	Train-accuracy=0.685000
INFO:root:Epoch[81] Batch [950]	Speed: 285.75 samples/sec	Train-top_k_accuracy_5=0.869570
INFO:root:Epoch[81] Batch [1000]	Speed: 284.74 samples/sec	Train-accuracy=0.680898
INFO:root:Epoch[81] Batch [1000]	Speed: 284.74 samples/sec	Train-top_k_accuracy_5=0.868789
INFO:root:Epoch[81] Batch [1050]	Speed: 288.27 samples/sec	Train-accuracy=0.678086
INFO:root:Epoch[81] Batch [1050]	Speed: 288.27 samples/sec	Train-top_k_accuracy_5=0.868164
INFO:root:Epoch[81] Batch [1100]	Speed: 285.90 samples/sec	Train-accuracy=0.679375
INFO:root:Epoch[81] Batch [1100]	Speed: 285.90 samples/sec	Train-top_k_accuracy_5=0.868008
INFO:root:Epoch[81] Batch [1150]	Speed: 267.51 samples/sec	Train-accuracy=0.677969
INFO:root:Epoch[81] Batch [1150]	Speed: 267.51 samples/sec	Train-top_k_accuracy_5=0.866602
INFO:root:Epoch[81] Batch [1200]	Speed: 294.69 samples/sec	Train-accuracy=0.681641
INFO:root:Epoch[81] Batch [1200]	Speed: 294.69 samples/sec	Train-top_k_accuracy_5=0.867852
INFO:root:Epoch[81] Batch [1250]	Speed: 284.25 samples/sec	Train-accuracy=0.682461
INFO:root:Epoch[81] Batch [1250]	Speed: 284.25 samples/sec	Train-top_k_accuracy_5=0.872109
INFO:root:Epoch[81] Batch [1300]	Speed: 292.62 samples/sec	Train-accuracy=0.685625
INFO:root:Epoch[81] Batch [1300]	Speed: 292.62 samples/sec	Train-top_k_accuracy_5=0.872773
INFO:root:Epoch[81] Batch [1350]	Speed: 298.69 samples/sec	Train-accuracy=0.686055
INFO:root:Epoch[81] Batch [1350]	Speed: 298.69 samples/sec	Train-top_k_accuracy_5=0.869727
INFO:root:Epoch[81] Batch [1400]	Speed: 294.38 samples/sec	Train-accuracy=0.682070
INFO:root:Epoch[81] Batch [1400]	Speed: 294.38 samples/sec	Train-top_k_accuracy_5=0.868242
INFO:root:Epoch[81] Batch [1450]	Speed: 287.94 samples/sec	Train-accuracy=0.686914
INFO:root:Epoch[81] Batch [1450]	Speed: 287.94 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[81] Batch [1500]	Speed: 287.91 samples/sec	Train-accuracy=0.684883
INFO:root:Epoch[81] Batch [1500]	Speed: 287.91 samples/sec	Train-top_k_accuracy_5=0.871680
INFO:root:Epoch[81] Batch [1550]	Speed: 294.21 samples/sec	Train-accuracy=0.680234
INFO:root:Epoch[81] Batch [1550]	Speed: 294.21 samples/sec	Train-top_k_accuracy_5=0.869922
INFO:root:Epoch[81] Batch [1600]	Speed: 286.35 samples/sec	Train-accuracy=0.685859
INFO:root:Epoch[81] Batch [1600]	Speed: 286.35 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[81] Batch [1650]	Speed: 294.31 samples/sec	Train-accuracy=0.682109
INFO:root:Epoch[81] Batch [1650]	Speed: 294.31 samples/sec	Train-top_k_accuracy_5=0.870039
INFO:root:Epoch[81] Batch [1700]	Speed: 280.26 samples/sec	Train-accuracy=0.683789
INFO:root:Epoch[81] Batch [1700]	Speed: 280.26 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[81] Batch [1750]	Speed: 303.35 samples/sec	Train-accuracy=0.686602
INFO:root:Epoch[81] Batch [1750]	Speed: 303.35 samples/sec	Train-top_k_accuracy_5=0.871563
INFO:root:Epoch[81] Batch [1800]	Speed: 290.25 samples/sec	Train-accuracy=0.686641
INFO:root:Epoch[81] Batch [1800]	Speed: 290.25 samples/sec	Train-top_k_accuracy_5=0.873203
INFO:root:Epoch[81] Batch [1850]	Speed: 290.50 samples/sec	Train-accuracy=0.687187
INFO:root:Epoch[81] Batch [1850]	Speed: 290.50 samples/sec	Train-top_k_accuracy_5=0.870391
INFO:root:Epoch[81] Batch [1900]	Speed: 298.80 samples/sec	Train-accuracy=0.686445
INFO:root:Epoch[81] Batch [1900]	Speed: 298.80 samples/sec	Train-top_k_accuracy_5=0.869961
INFO:root:Epoch[81] Batch [1950]	Speed: 290.36 samples/sec	Train-accuracy=0.684922
INFO:root:Epoch[81] Batch [1950]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.867578
INFO:root:Epoch[81] Batch [2000]	Speed: 288.31 samples/sec	Train-accuracy=0.689688
INFO:root:Epoch[81] Batch [2000]	Speed: 288.31 samples/sec	Train-top_k_accuracy_5=0.874570
INFO:root:Epoch[81] Batch [2050]	Speed: 288.21 samples/sec	Train-accuracy=0.682070
INFO:root:Epoch[81] Batch [2050]	Speed: 288.21 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[81] Batch [2100]	Speed: 291.80 samples/sec	Train-accuracy=0.687500
INFO:root:Epoch[81] Batch [2100]	Speed: 291.80 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[81] Batch [2150]	Speed: 286.43 samples/sec	Train-accuracy=0.686836
INFO:root:Epoch[81] Batch [2150]	Speed: 286.43 samples/sec	Train-top_k_accuracy_5=0.874336
INFO:root:Epoch[81] Batch [2200]	Speed: 286.42 samples/sec	Train-accuracy=0.689844
INFO:root:Epoch[81] Batch [2200]	Speed: 286.42 samples/sec	Train-top_k_accuracy_5=0.877930
INFO:root:Epoch[81] Batch [2250]	Speed: 292.45 samples/sec	Train-accuracy=0.690156
INFO:root:Epoch[81] Batch [2250]	Speed: 292.45 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[81] Batch [2300]	Speed: 294.55 samples/sec	Train-accuracy=0.686367
INFO:root:Epoch[81] Batch [2300]	Speed: 294.55 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[81] Batch [2350]	Speed: 288.35 samples/sec	Train-accuracy=0.690469
INFO:root:Epoch[81] Batch [2350]	Speed: 288.35 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[81] Batch [2400]	Speed: 290.15 samples/sec	Train-accuracy=0.683438
INFO:root:Epoch[81] Batch [2400]	Speed: 290.15 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[81] Batch [2450]	Speed: 292.04 samples/sec	Train-accuracy=0.692852
INFO:root:Epoch[81] Batch [2450]	Speed: 292.04 samples/sec	Train-top_k_accuracy_5=0.874961
INFO:root:Epoch[81] Batch [2500]	Speed: 294.92 samples/sec	Train-accuracy=0.690039
INFO:root:Epoch[81] Batch [2500]	Speed: 294.92 samples/sec	Train-top_k_accuracy_5=0.873086
INFO:root:Epoch[81] Resetting Data Iterator
INFO:root:Epoch[81] Time cost=4416.308
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0082.params"
INFO:root:Epoch[81] Validation-accuracy=0.709622
INFO:root:Epoch[81] Validation-top_k_accuracy_5=0.899633
INFO:root:Epoch[82] Batch [50]	Speed: 281.55 samples/sec	Train-accuracy=0.685430
INFO:root:Epoch[82] Batch [50]	Speed: 281.55 samples/sec	Train-top_k_accuracy_5=0.872188
INFO:root:Epoch[82] Batch [100]	Speed: 267.79 samples/sec	Train-accuracy=0.677383
INFO:root:Epoch[82] Batch [100]	Speed: 267.79 samples/sec	Train-top_k_accuracy_5=0.869531
INFO:root:Epoch[82] Batch [150]	Speed: 288.45 samples/sec	Train-accuracy=0.677148
INFO:root:Epoch[82] Batch [150]	Speed: 288.45 samples/sec	Train-top_k_accuracy_5=0.869570
INFO:root:Epoch[82] Batch [200]	Speed: 296.63 samples/sec	Train-accuracy=0.676289
INFO:root:Epoch[82] Batch [200]	Speed: 296.63 samples/sec	Train-top_k_accuracy_5=0.868555
INFO:root:Epoch[82] Batch [250]	Speed: 294.54 samples/sec	Train-accuracy=0.690156
INFO:root:Epoch[82] Batch [250]	Speed: 294.54 samples/sec	Train-top_k_accuracy_5=0.870820
INFO:root:Epoch[82] Batch [300]	Speed: 296.67 samples/sec	Train-accuracy=0.682461
INFO:root:Epoch[82] Batch [300]	Speed: 296.67 samples/sec	Train-top_k_accuracy_5=0.868164
INFO:root:Epoch[82] Batch [350]	Speed: 292.08 samples/sec	Train-accuracy=0.674961
INFO:root:Epoch[82] Batch [350]	Speed: 292.08 samples/sec	Train-top_k_accuracy_5=0.866484
INFO:root:Epoch[82] Batch [400]	Speed: 285.99 samples/sec	Train-accuracy=0.681328
INFO:root:Epoch[82] Batch [400]	Speed: 285.99 samples/sec	Train-top_k_accuracy_5=0.867969
INFO:root:Epoch[82] Batch [450]	Speed: 288.30 samples/sec	Train-accuracy=0.680039
INFO:root:Epoch[82] Batch [450]	Speed: 288.30 samples/sec	Train-top_k_accuracy_5=0.871250
INFO:root:Epoch[82] Batch [500]	Speed: 278.61 samples/sec	Train-accuracy=0.679375
INFO:root:Epoch[82] Batch [500]	Speed: 278.61 samples/sec	Train-top_k_accuracy_5=0.866680
INFO:root:Epoch[82] Batch [550]	Speed: 287.23 samples/sec	Train-accuracy=0.683281
INFO:root:Epoch[82] Batch [550]	Speed: 287.23 samples/sec	Train-top_k_accuracy_5=0.869258
INFO:root:Epoch[82] Batch [600]	Speed: 294.57 samples/sec	Train-accuracy=0.679727
INFO:root:Epoch[82] Batch [600]	Speed: 294.57 samples/sec	Train-top_k_accuracy_5=0.869805
INFO:root:Epoch[82] Batch [650]	Speed: 290.24 samples/sec	Train-accuracy=0.680859
INFO:root:Epoch[82] Batch [650]	Speed: 290.24 samples/sec	Train-top_k_accuracy_5=0.866875
INFO:root:Epoch[82] Batch [700]	Speed: 286.25 samples/sec	Train-accuracy=0.682031
INFO:root:Epoch[82] Batch [700]	Speed: 286.25 samples/sec	Train-top_k_accuracy_5=0.872148
INFO:root:Epoch[82] Batch [750]	Speed: 286.22 samples/sec	Train-accuracy=0.681602
INFO:root:Epoch[82] Batch [750]	Speed: 286.22 samples/sec	Train-top_k_accuracy_5=0.868789
INFO:root:Epoch[82] Batch [800]	Speed: 288.14 samples/sec	Train-accuracy=0.685547
INFO:root:Epoch[82] Batch [800]	Speed: 288.14 samples/sec	Train-top_k_accuracy_5=0.870469
INFO:root:Epoch[82] Batch [850]	Speed: 294.99 samples/sec	Train-accuracy=0.675078
INFO:root:Epoch[82] Batch [850]	Speed: 294.99 samples/sec	Train-top_k_accuracy_5=0.867344
INFO:root:Epoch[82] Batch [900]	Speed: 278.40 samples/sec	Train-accuracy=0.679414
INFO:root:Epoch[82] Batch [900]	Speed: 278.40 samples/sec	Train-top_k_accuracy_5=0.868086
INFO:root:Epoch[82] Batch [950]	Speed: 283.69 samples/sec	Train-accuracy=0.681523
INFO:root:Epoch[82] Batch [950]	Speed: 283.69 samples/sec	Train-top_k_accuracy_5=0.869922
INFO:root:Epoch[82] Batch [1000]	Speed: 281.95 samples/sec	Train-accuracy=0.683672
INFO:root:Epoch[82] Batch [1000]	Speed: 281.95 samples/sec	Train-top_k_accuracy_5=0.867617
INFO:root:Epoch[82] Batch [1050]	Speed: 274.56 samples/sec	Train-accuracy=0.681680
INFO:root:Epoch[82] Batch [1050]	Speed: 274.56 samples/sec	Train-top_k_accuracy_5=0.869023
INFO:root:Epoch[82] Batch [1100]	Speed: 273.91 samples/sec	Train-accuracy=0.680937
INFO:root:Epoch[82] Batch [1100]	Speed: 273.91 samples/sec	Train-top_k_accuracy_5=0.871172
INFO:root:Epoch[82] Batch [1150]	Speed: 278.08 samples/sec	Train-accuracy=0.683984
INFO:root:Epoch[82] Batch [1150]	Speed: 278.08 samples/sec	Train-top_k_accuracy_5=0.874961
INFO:root:Epoch[82] Batch [1200]	Speed: 279.45 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[82] Batch [1200]	Speed: 279.45 samples/sec	Train-top_k_accuracy_5=0.873555
INFO:root:Epoch[82] Batch [1250]	Speed: 272.53 samples/sec	Train-accuracy=0.682617
INFO:root:Epoch[82] Batch [1250]	Speed: 272.53 samples/sec	Train-top_k_accuracy_5=0.867578
INFO:root:Epoch[82] Batch [1300]	Speed: 270.18 samples/sec	Train-accuracy=0.681758
INFO:root:Epoch[82] Batch [1300]	Speed: 270.18 samples/sec	Train-top_k_accuracy_5=0.872539
INFO:root:Epoch[82] Batch [1350]	Speed: 265.42 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[82] Batch [1350]	Speed: 265.42 samples/sec	Train-top_k_accuracy_5=0.870938
INFO:root:Epoch[82] Batch [1400]	Speed: 278.18 samples/sec	Train-accuracy=0.687383
INFO:root:Epoch[82] Batch [1400]	Speed: 278.18 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[82] Batch [1450]	Speed: 276.09 samples/sec	Train-accuracy=0.692305
INFO:root:Epoch[82] Batch [1450]	Speed: 276.09 samples/sec	Train-top_k_accuracy_5=0.875273
INFO:root:Epoch[82] Batch [1500]	Speed: 283.85 samples/sec	Train-accuracy=0.681836
INFO:root:Epoch[82] Batch [1500]	Speed: 283.85 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[82] Batch [1550]	Speed: 270.83 samples/sec	Train-accuracy=0.684883
INFO:root:Epoch[82] Batch [1550]	Speed: 270.83 samples/sec	Train-top_k_accuracy_5=0.871172
INFO:root:Epoch[82] Batch [1600]	Speed: 277.87 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[82] Batch [1600]	Speed: 277.87 samples/sec	Train-top_k_accuracy_5=0.874297
INFO:root:Epoch[82] Batch [1650]	Speed: 267.10 samples/sec	Train-accuracy=0.688242
INFO:root:Epoch[82] Batch [1650]	Speed: 267.10 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[82] Batch [1700]	Speed: 279.37 samples/sec	Train-accuracy=0.686836
INFO:root:Epoch[82] Batch [1700]	Speed: 279.37 samples/sec	Train-top_k_accuracy_5=0.875352
INFO:root:Epoch[82] Batch [1750]	Speed: 270.91 samples/sec	Train-accuracy=0.687891
INFO:root:Epoch[82] Batch [1750]	Speed: 270.91 samples/sec	Train-top_k_accuracy_5=0.871133
INFO:root:Epoch[82] Batch [1800]	Speed: 276.37 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[82] Batch [1800]	Speed: 276.37 samples/sec	Train-top_k_accuracy_5=0.874727
INFO:root:Epoch[82] Batch [1850]	Speed: 274.33 samples/sec	Train-accuracy=0.681445
INFO:root:Epoch[82] Batch [1850]	Speed: 274.33 samples/sec	Train-top_k_accuracy_5=0.867578
INFO:root:Epoch[82] Batch [1900]	Speed: 270.56 samples/sec	Train-accuracy=0.687539
INFO:root:Epoch[82] Batch [1900]	Speed: 270.56 samples/sec	Train-top_k_accuracy_5=0.871602
INFO:root:Epoch[82] Batch [1950]	Speed: 275.93 samples/sec	Train-accuracy=0.687422
INFO:root:Epoch[82] Batch [1950]	Speed: 275.93 samples/sec	Train-top_k_accuracy_5=0.870938
INFO:root:Epoch[82] Batch [2000]	Speed: 270.24 samples/sec	Train-accuracy=0.688477
INFO:root:Epoch[82] Batch [2000]	Speed: 270.24 samples/sec	Train-top_k_accuracy_5=0.872109
INFO:root:Epoch[82] Batch [2050]	Speed: 272.38 samples/sec	Train-accuracy=0.689141
INFO:root:Epoch[82] Batch [2050]	Speed: 272.38 samples/sec	Train-top_k_accuracy_5=0.871836
INFO:root:Epoch[82] Batch [2100]	Speed: 272.35 samples/sec	Train-accuracy=0.680898
INFO:root:Epoch[82] Batch [2100]	Speed: 272.35 samples/sec	Train-top_k_accuracy_5=0.873281
INFO:root:Epoch[82] Batch [2150]	Speed: 272.34 samples/sec	Train-accuracy=0.684844
INFO:root:Epoch[82] Batch [2150]	Speed: 272.34 samples/sec	Train-top_k_accuracy_5=0.870078
INFO:root:Epoch[82] Batch [2200]	Speed: 276.37 samples/sec	Train-accuracy=0.688672
INFO:root:Epoch[82] Batch [2200]	Speed: 276.37 samples/sec	Train-top_k_accuracy_5=0.875586
INFO:root:Epoch[82] Batch [2250]	Speed: 270.19 samples/sec	Train-accuracy=0.691836
INFO:root:Epoch[82] Batch [2250]	Speed: 270.19 samples/sec	Train-top_k_accuracy_5=0.876328
INFO:root:Epoch[82] Batch [2300]	Speed: 270.70 samples/sec	Train-accuracy=0.684688
INFO:root:Epoch[82] Batch [2300]	Speed: 270.70 samples/sec	Train-top_k_accuracy_5=0.871367
INFO:root:Epoch[82] Batch [2350]	Speed: 268.54 samples/sec	Train-accuracy=0.687891
INFO:root:Epoch[82] Batch [2350]	Speed: 268.54 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[82] Batch [2400]	Speed: 278.13 samples/sec	Train-accuracy=0.692109
INFO:root:Epoch[82] Batch [2400]	Speed: 278.13 samples/sec	Train-top_k_accuracy_5=0.874453
INFO:root:Epoch[82] Batch [2450]	Speed: 270.71 samples/sec	Train-accuracy=0.695586
INFO:root:Epoch[82] Batch [2450]	Speed: 270.71 samples/sec	Train-top_k_accuracy_5=0.877461
INFO:root:Epoch[82] Batch [2500]	Speed: 272.21 samples/sec	Train-accuracy=0.693242
INFO:root:Epoch[82] Batch [2500]	Speed: 272.21 samples/sec	Train-top_k_accuracy_5=0.876055
INFO:root:Epoch[82] Resetting Data Iterator
INFO:root:Epoch[82] Time cost=4595.571
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0083.params"
INFO:root:Epoch[82] Validation-accuracy=0.710200
INFO:root:Epoch[82] Validation-top_k_accuracy_5=0.899314
INFO:root:Epoch[83] Batch [50]	Speed: 286.80 samples/sec	Train-accuracy=0.685859
INFO:root:Epoch[83] Batch [50]	Speed: 286.80 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[83] Batch [100]	Speed: 277.33 samples/sec	Train-accuracy=0.682383
INFO:root:Epoch[83] Batch [100]	Speed: 277.33 samples/sec	Train-top_k_accuracy_5=0.869297
INFO:root:Epoch[83] Batch [150]	Speed: 264.67 samples/sec	Train-accuracy=0.680508
INFO:root:Epoch[83] Batch [150]	Speed: 264.67 samples/sec	Train-top_k_accuracy_5=0.871406
INFO:root:Epoch[83] Batch [200]	Speed: 267.10 samples/sec	Train-accuracy=0.681016
INFO:root:Epoch[83] Batch [200]	Speed: 267.10 samples/sec	Train-top_k_accuracy_5=0.870625
INFO:root:Epoch[83] Batch [250]	Speed: 273.95 samples/sec	Train-accuracy=0.686523
INFO:root:Epoch[83] Batch [250]	Speed: 273.95 samples/sec	Train-top_k_accuracy_5=0.873906
INFO:root:Epoch[83] Batch [300]	Speed: 275.41 samples/sec	Train-accuracy=0.682109
INFO:root:Epoch[83] Batch [300]	Speed: 275.41 samples/sec	Train-top_k_accuracy_5=0.867344
INFO:root:Epoch[83] Batch [350]	Speed: 267.12 samples/sec	Train-accuracy=0.677539
INFO:root:Epoch[83] Batch [350]	Speed: 267.12 samples/sec	Train-top_k_accuracy_5=0.869492
INFO:root:Epoch[83] Batch [400]	Speed: 273.99 samples/sec	Train-accuracy=0.677656
INFO:root:Epoch[83] Batch [400]	Speed: 273.99 samples/sec	Train-top_k_accuracy_5=0.868672
INFO:root:Epoch[83] Batch [450]	Speed: 268.75 samples/sec	Train-accuracy=0.683867
INFO:root:Epoch[83] Batch [450]	Speed: 268.75 samples/sec	Train-top_k_accuracy_5=0.869141
INFO:root:Epoch[83] Batch [500]	Speed: 283.75 samples/sec	Train-accuracy=0.685703
INFO:root:Epoch[83] Batch [500]	Speed: 283.75 samples/sec	Train-top_k_accuracy_5=0.870430
INFO:root:Epoch[83] Batch [550]	Speed: 268.76 samples/sec	Train-accuracy=0.687344
INFO:root:Epoch[83] Batch [550]	Speed: 268.76 samples/sec	Train-top_k_accuracy_5=0.871445
INFO:root:Epoch[83] Batch [600]	Speed: 273.96 samples/sec	Train-accuracy=0.686094
INFO:root:Epoch[83] Batch [600]	Speed: 273.96 samples/sec	Train-top_k_accuracy_5=0.869219
INFO:root:Epoch[83] Batch [650]	Speed: 265.02 samples/sec	Train-accuracy=0.682305
INFO:root:Epoch[83] Batch [650]	Speed: 265.02 samples/sec	Train-top_k_accuracy_5=0.871523
INFO:root:Epoch[83] Batch [700]	Speed: 268.92 samples/sec	Train-accuracy=0.684492
INFO:root:Epoch[83] Batch [700]	Speed: 268.92 samples/sec	Train-top_k_accuracy_5=0.870078
INFO:root:Epoch[83] Batch [750]	Speed: 280.12 samples/sec	Train-accuracy=0.684258
INFO:root:Epoch[83] Batch [750]	Speed: 280.12 samples/sec	Train-top_k_accuracy_5=0.868359
INFO:root:Epoch[83] Batch [800]	Speed: 276.01 samples/sec	Train-accuracy=0.681758
INFO:root:Epoch[83] Batch [800]	Speed: 276.01 samples/sec	Train-top_k_accuracy_5=0.869062
INFO:root:Epoch[83] Batch [850]	Speed: 266.55 samples/sec	Train-accuracy=0.680039
INFO:root:Epoch[83] Batch [850]	Speed: 266.55 samples/sec	Train-top_k_accuracy_5=0.869766
INFO:root:Epoch[83] Batch [900]	Speed: 276.16 samples/sec	Train-accuracy=0.684805
INFO:root:Epoch[83] Batch [900]	Speed: 276.16 samples/sec	Train-top_k_accuracy_5=0.870781
INFO:root:Epoch[83] Batch [950]	Speed: 272.50 samples/sec	Train-accuracy=0.683516
INFO:root:Epoch[83] Batch [950]	Speed: 272.50 samples/sec	Train-top_k_accuracy_5=0.867500
INFO:root:Epoch[83] Batch [1000]	Speed: 272.36 samples/sec	Train-accuracy=0.684063
INFO:root:Epoch[83] Batch [1000]	Speed: 272.36 samples/sec	Train-top_k_accuracy_5=0.870508
INFO:root:Epoch[83] Batch [1050]	Speed: 274.10 samples/sec	Train-accuracy=0.685586
INFO:root:Epoch[83] Batch [1050]	Speed: 274.10 samples/sec	Train-top_k_accuracy_5=0.869727
INFO:root:Epoch[83] Batch [1100]	Speed: 271.91 samples/sec	Train-accuracy=0.684766
INFO:root:Epoch[83] Batch [1100]	Speed: 271.91 samples/sec	Train-top_k_accuracy_5=0.871055
INFO:root:Epoch[83] Batch [1150]	Speed: 268.66 samples/sec	Train-accuracy=0.679844
INFO:root:Epoch[83] Batch [1150]	Speed: 268.66 samples/sec	Train-top_k_accuracy_5=0.872188
INFO:root:Epoch[83] Batch [1200]	Speed: 272.32 samples/sec	Train-accuracy=0.681797
INFO:root:Epoch[83] Batch [1200]	Speed: 272.32 samples/sec	Train-top_k_accuracy_5=0.872266
INFO:root:Epoch[83] Batch [1250]	Speed: 276.36 samples/sec	Train-accuracy=0.682187
INFO:root:Epoch[83] Batch [1250]	Speed: 276.36 samples/sec	Train-top_k_accuracy_5=0.871406
INFO:root:Epoch[83] Batch [1300]	Speed: 270.57 samples/sec	Train-accuracy=0.681914
INFO:root:Epoch[83] Batch [1300]	Speed: 270.57 samples/sec	Train-top_k_accuracy_5=0.872695
INFO:root:Epoch[83] Batch [1350]	Speed: 270.57 samples/sec	Train-accuracy=0.684336
INFO:root:Epoch[83] Batch [1350]	Speed: 270.57 samples/sec	Train-top_k_accuracy_5=0.869453
INFO:root:Epoch[83] Batch [1400]	Speed: 276.10 samples/sec	Train-accuracy=0.689727
INFO:root:Epoch[83] Batch [1400]	Speed: 276.10 samples/sec	Train-top_k_accuracy_5=0.872422
INFO:root:Epoch[83] Batch [1450]	Speed: 273.89 samples/sec	Train-accuracy=0.687344
INFO:root:Epoch[83] Batch [1450]	Speed: 273.89 samples/sec	Train-top_k_accuracy_5=0.873359
INFO:root:Epoch[83] Batch [1500]	Speed: 279.79 samples/sec	Train-accuracy=0.682070
INFO:root:Epoch[83] Batch [1500]	Speed: 279.79 samples/sec	Train-top_k_accuracy_5=0.871211
INFO:root:Epoch[83] Batch [1550]	Speed: 275.98 samples/sec	Train-accuracy=0.683047
INFO:root:Epoch[83] Batch [1550]	Speed: 275.98 samples/sec	Train-top_k_accuracy_5=0.867422
INFO:root:Epoch[83] Batch [1600]	Speed: 273.99 samples/sec	Train-accuracy=0.687539
INFO:root:Epoch[83] Batch [1600]	Speed: 273.99 samples/sec	Train-top_k_accuracy_5=0.870117
INFO:root:Epoch[83] Batch [1650]	Speed: 273.91 samples/sec	Train-accuracy=0.686133
INFO:root:Epoch[83] Batch [1650]	Speed: 273.91 samples/sec	Train-top_k_accuracy_5=0.872266
INFO:root:Epoch[83] Batch [1700]	Speed: 272.39 samples/sec	Train-accuracy=0.686406
INFO:root:Epoch[83] Batch [1700]	Speed: 272.39 samples/sec	Train-top_k_accuracy_5=0.874219
INFO:root:Epoch[83] Batch [1750]	Speed: 270.51 samples/sec	Train-accuracy=0.693320
INFO:root:Epoch[83] Batch [1750]	Speed: 270.51 samples/sec	Train-top_k_accuracy_5=0.875352
INFO:root:Epoch[83] Batch [1800]	Speed: 270.75 samples/sec	Train-accuracy=0.685195
INFO:root:Epoch[83] Batch [1800]	Speed: 270.75 samples/sec	Train-top_k_accuracy_5=0.871133
INFO:root:Epoch[83] Batch [1850]	Speed: 273.99 samples/sec	Train-accuracy=0.686172
INFO:root:Epoch[83] Batch [1850]	Speed: 273.99 samples/sec	Train-top_k_accuracy_5=0.871445
INFO:root:Epoch[83] Batch [1900]	Speed: 268.76 samples/sec	Train-accuracy=0.690234
INFO:root:Epoch[83] Batch [1900]	Speed: 268.76 samples/sec	Train-top_k_accuracy_5=0.874766
INFO:root:Epoch[83] Batch [1950]	Speed: 267.01 samples/sec	Train-accuracy=0.685078
INFO:root:Epoch[83] Batch [1950]	Speed: 267.01 samples/sec	Train-top_k_accuracy_5=0.870195
INFO:root:Epoch[83] Batch [2000]	Speed: 272.30 samples/sec	Train-accuracy=0.691914
INFO:root:Epoch[83] Batch [2000]	Speed: 272.30 samples/sec	Train-top_k_accuracy_5=0.873008
INFO:root:Epoch[83] Batch [2050]	Speed: 277.98 samples/sec	Train-accuracy=0.681016
INFO:root:Epoch[83] Batch [2050]	Speed: 277.98 samples/sec	Train-top_k_accuracy_5=0.871563
INFO:root:Epoch[83] Batch [2100]	Speed: 270.25 samples/sec	Train-accuracy=0.683867
INFO:root:Epoch[83] Batch [2100]	Speed: 270.25 samples/sec	Train-top_k_accuracy_5=0.876133
INFO:root:Epoch[83] Batch [2150]	Speed: 268.72 samples/sec	Train-accuracy=0.683711
INFO:root:Epoch[83] Batch [2150]	Speed: 268.72 samples/sec	Train-top_k_accuracy_5=0.870469
INFO:root:Epoch[83] Batch [2200]	Speed: 268.64 samples/sec	Train-accuracy=0.691914
INFO:root:Epoch[83] Batch [2200]	Speed: 268.64 samples/sec	Train-top_k_accuracy_5=0.877656
INFO:root:Epoch[83] Batch [2250]	Speed: 274.40 samples/sec	Train-accuracy=0.689375
INFO:root:Epoch[83] Batch [2250]	Speed: 274.40 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[83] Batch [2300]	Speed: 270.68 samples/sec	Train-accuracy=0.687266
INFO:root:Epoch[83] Batch [2300]	Speed: 270.68 samples/sec	Train-top_k_accuracy_5=0.872852
INFO:root:Epoch[83] Batch [2350]	Speed: 272.35 samples/sec	Train-accuracy=0.688984
INFO:root:Epoch[83] Batch [2350]	Speed: 272.35 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[83] Batch [2400]	Speed: 275.79 samples/sec	Train-accuracy=0.690469
INFO:root:Epoch[83] Batch [2400]	Speed: 275.79 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[83] Batch [2450]	Speed: 272.32 samples/sec	Train-accuracy=0.693008
INFO:root:Epoch[83] Batch [2450]	Speed: 272.32 samples/sec	Train-top_k_accuracy_5=0.877734
INFO:root:Epoch[83] Batch [2500]	Speed: 277.80 samples/sec	Train-accuracy=0.690508
INFO:root:Epoch[83] Batch [2500]	Speed: 277.80 samples/sec	Train-top_k_accuracy_5=0.871563
INFO:root:Epoch[83] Resetting Data Iterator
INFO:root:Epoch[83] Time cost=4699.726
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0084.params"
INFO:root:Epoch[83] Validation-accuracy=0.711535
INFO:root:Epoch[83] Validation-top_k_accuracy_5=0.900590
INFO:root:Epoch[84] Batch [50]	Speed: 293.25 samples/sec	Train-accuracy=0.688672
INFO:root:Epoch[84] Batch [50]	Speed: 293.25 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[84] Batch [100]	Speed: 299.92 samples/sec	Train-accuracy=0.687109
INFO:root:Epoch[84] Batch [100]	Speed: 299.92 samples/sec	Train-top_k_accuracy_5=0.872109
INFO:root:Epoch[84] Batch [150]	Speed: 304.25 samples/sec	Train-accuracy=0.685312
INFO:root:Epoch[84] Batch [150]	Speed: 304.25 samples/sec	Train-top_k_accuracy_5=0.870703
INFO:root:Epoch[84] Batch [200]	Speed: 299.52 samples/sec	Train-accuracy=0.678477
INFO:root:Epoch[84] Batch [200]	Speed: 299.52 samples/sec	Train-top_k_accuracy_5=0.868867
INFO:root:Epoch[84] Batch [250]	Speed: 304.00 samples/sec	Train-accuracy=0.684531
INFO:root:Epoch[84] Batch [250]	Speed: 304.00 samples/sec	Train-top_k_accuracy_5=0.871484
INFO:root:Epoch[84] Batch [300]	Speed: 299.53 samples/sec	Train-accuracy=0.682500
INFO:root:Epoch[84] Batch [300]	Speed: 299.53 samples/sec	Train-top_k_accuracy_5=0.870313
INFO:root:Epoch[84] Batch [350]	Speed: 301.51 samples/sec	Train-accuracy=0.682266
INFO:root:Epoch[84] Batch [350]	Speed: 301.51 samples/sec	Train-top_k_accuracy_5=0.871445
INFO:root:Epoch[84] Batch [400]	Speed: 299.80 samples/sec	Train-accuracy=0.678281
INFO:root:Epoch[84] Batch [400]	Speed: 299.80 samples/sec	Train-top_k_accuracy_5=0.870195
INFO:root:Epoch[84] Batch [450]	Speed: 286.46 samples/sec	Train-accuracy=0.680039
INFO:root:Epoch[84] Batch [450]	Speed: 286.46 samples/sec	Train-top_k_accuracy_5=0.871250
INFO:root:Epoch[84] Batch [500]	Speed: 272.69 samples/sec	Train-accuracy=0.680703
INFO:root:Epoch[84] Batch [500]	Speed: 272.69 samples/sec	Train-top_k_accuracy_5=0.870703
INFO:root:Epoch[84] Batch [550]	Speed: 274.44 samples/sec	Train-accuracy=0.686875
INFO:root:Epoch[84] Batch [550]	Speed: 274.44 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[84] Batch [600]	Speed: 271.98 samples/sec	Train-accuracy=0.686953
INFO:root:Epoch[84] Batch [600]	Speed: 271.98 samples/sec	Train-top_k_accuracy_5=0.871641
INFO:root:Epoch[84] Batch [650]	Speed: 276.28 samples/sec	Train-accuracy=0.685898
INFO:root:Epoch[84] Batch [650]	Speed: 276.28 samples/sec	Train-top_k_accuracy_5=0.870977
INFO:root:Epoch[84] Batch [700]	Speed: 276.04 samples/sec	Train-accuracy=0.682813
INFO:root:Epoch[84] Batch [700]	Speed: 276.04 samples/sec	Train-top_k_accuracy_5=0.871133
INFO:root:Epoch[84] Batch [750]	Speed: 279.57 samples/sec	Train-accuracy=0.684453
INFO:root:Epoch[84] Batch [750]	Speed: 279.57 samples/sec	Train-top_k_accuracy_5=0.868320
INFO:root:Epoch[84] Batch [800]	Speed: 279.64 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[84] Batch [800]	Speed: 279.64 samples/sec	Train-top_k_accuracy_5=0.874961
INFO:root:Epoch[84] Batch [850]	Speed: 270.86 samples/sec	Train-accuracy=0.683086
INFO:root:Epoch[84] Batch [850]	Speed: 270.86 samples/sec	Train-top_k_accuracy_5=0.869453
INFO:root:Epoch[84] Batch [900]	Speed: 266.65 samples/sec	Train-accuracy=0.683867
INFO:root:Epoch[84] Batch [900]	Speed: 266.65 samples/sec	Train-top_k_accuracy_5=0.872578
INFO:root:Epoch[84] Batch [950]	Speed: 274.51 samples/sec	Train-accuracy=0.681133
INFO:root:Epoch[84] Batch [950]	Speed: 274.51 samples/sec	Train-top_k_accuracy_5=0.869727
INFO:root:Epoch[84] Batch [1000]	Speed: 278.11 samples/sec	Train-accuracy=0.679336
INFO:root:Epoch[84] Batch [1000]	Speed: 278.11 samples/sec	Train-top_k_accuracy_5=0.870430
INFO:root:Epoch[84] Batch [1050]	Speed: 277.90 samples/sec	Train-accuracy=0.689883
INFO:root:Epoch[84] Batch [1050]	Speed: 277.90 samples/sec	Train-top_k_accuracy_5=0.872539
INFO:root:Epoch[84] Batch [1100]	Speed: 277.91 samples/sec	Train-accuracy=0.688594
INFO:root:Epoch[84] Batch [1100]	Speed: 277.91 samples/sec	Train-top_k_accuracy_5=0.871523
INFO:root:Epoch[84] Batch [1150]	Speed: 281.55 samples/sec	Train-accuracy=0.681406
INFO:root:Epoch[84] Batch [1150]	Speed: 281.55 samples/sec	Train-top_k_accuracy_5=0.871836
INFO:root:Epoch[84] Batch [1200]	Speed: 268.61 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[84] Batch [1200]	Speed: 268.61 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[84] Batch [1250]	Speed: 272.66 samples/sec	Train-accuracy=0.681406
INFO:root:Epoch[84] Batch [1250]	Speed: 272.66 samples/sec	Train-top_k_accuracy_5=0.872305
INFO:root:Epoch[84] Batch [1300]	Speed: 278.02 samples/sec	Train-accuracy=0.684531
INFO:root:Epoch[84] Batch [1300]	Speed: 278.02 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[84] Batch [1350]	Speed: 268.73 samples/sec	Train-accuracy=0.686484
INFO:root:Epoch[84] Batch [1350]	Speed: 268.73 samples/sec	Train-top_k_accuracy_5=0.870234
INFO:root:Epoch[84] Batch [1400]	Speed: 270.30 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[84] Batch [1400]	Speed: 270.30 samples/sec	Train-top_k_accuracy_5=0.874180
INFO:root:Epoch[84] Batch [1450]	Speed: 272.58 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[84] Batch [1450]	Speed: 272.58 samples/sec	Train-top_k_accuracy_5=0.872578
INFO:root:Epoch[84] Batch [1500]	Speed: 275.91 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[84] Batch [1500]	Speed: 275.91 samples/sec	Train-top_k_accuracy_5=0.872500
INFO:root:Epoch[84] Batch [1550]	Speed: 272.80 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[84] Batch [1550]	Speed: 272.80 samples/sec	Train-top_k_accuracy_5=0.870313
INFO:root:Epoch[84] Batch [1600]	Speed: 266.91 samples/sec	Train-accuracy=0.693203
INFO:root:Epoch[84] Batch [1600]	Speed: 266.91 samples/sec	Train-top_k_accuracy_5=0.877070
INFO:root:Epoch[84] Batch [1650]	Speed: 279.81 samples/sec	Train-accuracy=0.684141
INFO:root:Epoch[84] Batch [1650]	Speed: 279.81 samples/sec	Train-top_k_accuracy_5=0.869922
INFO:root:Epoch[84] Batch [1700]	Speed: 274.10 samples/sec	Train-accuracy=0.690469
INFO:root:Epoch[84] Batch [1700]	Speed: 274.10 samples/sec	Train-top_k_accuracy_5=0.876641
INFO:root:Epoch[84] Batch [1750]	Speed: 268.55 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[84] Batch [1750]	Speed: 268.55 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[84] Batch [1800]	Speed: 276.59 samples/sec	Train-accuracy=0.687500
INFO:root:Epoch[84] Batch [1800]	Speed: 276.59 samples/sec	Train-top_k_accuracy_5=0.870938
INFO:root:Epoch[84] Batch [1850]	Speed: 274.12 samples/sec	Train-accuracy=0.689023
INFO:root:Epoch[84] Batch [1850]	Speed: 274.12 samples/sec	Train-top_k_accuracy_5=0.870586
INFO:root:Epoch[84] Batch [1900]	Speed: 277.95 samples/sec	Train-accuracy=0.688984
INFO:root:Epoch[84] Batch [1900]	Speed: 277.95 samples/sec	Train-top_k_accuracy_5=0.874648
INFO:root:Epoch[84] Batch [1950]	Speed: 268.66 samples/sec	Train-accuracy=0.685859
INFO:root:Epoch[84] Batch [1950]	Speed: 268.66 samples/sec	Train-top_k_accuracy_5=0.868477
INFO:root:Epoch[84] Batch [2000]	Speed: 273.97 samples/sec	Train-accuracy=0.694219
INFO:root:Epoch[84] Batch [2000]	Speed: 273.97 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[84] Batch [2050]	Speed: 272.73 samples/sec	Train-accuracy=0.686680
INFO:root:Epoch[84] Batch [2050]	Speed: 272.73 samples/sec	Train-top_k_accuracy_5=0.876250
INFO:root:Epoch[84] Batch [2100]	Speed: 274.39 samples/sec	Train-accuracy=0.686289
INFO:root:Epoch[84] Batch [2100]	Speed: 274.39 samples/sec	Train-top_k_accuracy_5=0.871758
INFO:root:Epoch[84] Batch [2150]	Speed: 285.32 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[84] Batch [2150]	Speed: 285.32 samples/sec	Train-top_k_accuracy_5=0.873672
INFO:root:Epoch[84] Batch [2200]	Speed: 270.83 samples/sec	Train-accuracy=0.692852
INFO:root:Epoch[84] Batch [2200]	Speed: 270.83 samples/sec	Train-top_k_accuracy_5=0.876992
INFO:root:Epoch[84] Batch [2250]	Speed: 275.88 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[84] Batch [2250]	Speed: 275.88 samples/sec	Train-top_k_accuracy_5=0.878477
INFO:root:Epoch[84] Batch [2300]	Speed: 272.29 samples/sec	Train-accuracy=0.690469
INFO:root:Epoch[84] Batch [2300]	Speed: 272.29 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[84] Batch [2350]	Speed: 276.07 samples/sec	Train-accuracy=0.690430
INFO:root:Epoch[84] Batch [2350]	Speed: 276.07 samples/sec	Train-top_k_accuracy_5=0.874023
INFO:root:Epoch[84] Batch [2400]	Speed: 274.56 samples/sec	Train-accuracy=0.693867
INFO:root:Epoch[84] Batch [2400]	Speed: 274.56 samples/sec	Train-top_k_accuracy_5=0.877500
INFO:root:Epoch[84] Batch [2450]	Speed: 274.00 samples/sec	Train-accuracy=0.694727
INFO:root:Epoch[84] Batch [2450]	Speed: 274.00 samples/sec	Train-top_k_accuracy_5=0.877109
INFO:root:Epoch[84] Batch [2500]	Speed: 274.04 samples/sec	Train-accuracy=0.687852
INFO:root:Epoch[84] Batch [2500]	Speed: 274.04 samples/sec	Train-top_k_accuracy_5=0.873906
INFO:root:Epoch[84] Resetting Data Iterator
INFO:root:Epoch[84] Time cost=4602.291
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0085.params"
INFO:root:Epoch[84] Validation-accuracy=0.711735
INFO:root:Epoch[84] Validation-top_k_accuracy_5=0.899912
INFO:root:Epoch[85] Batch [50]	Speed: 292.57 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[85] Batch [50]	Speed: 292.57 samples/sec	Train-top_k_accuracy_5=0.871211
INFO:root:Epoch[85] Batch [100]	Speed: 273.98 samples/sec	Train-accuracy=0.684844
INFO:root:Epoch[85] Batch [100]	Speed: 273.98 samples/sec	Train-top_k_accuracy_5=0.874805
INFO:root:Epoch[85] Batch [150]	Speed: 274.44 samples/sec	Train-accuracy=0.684375
INFO:root:Epoch[85] Batch [150]	Speed: 274.44 samples/sec	Train-top_k_accuracy_5=0.870859
INFO:root:Epoch[85] Batch [200]	Speed: 266.94 samples/sec	Train-accuracy=0.680117
INFO:root:Epoch[85] Batch [200]	Speed: 266.94 samples/sec	Train-top_k_accuracy_5=0.868633
INFO:root:Epoch[85] Batch [250]	Speed: 267.37 samples/sec	Train-accuracy=0.686289
INFO:root:Epoch[85] Batch [250]	Speed: 267.37 samples/sec	Train-top_k_accuracy_5=0.871875
INFO:root:Epoch[85] Batch [300]	Speed: 270.25 samples/sec	Train-accuracy=0.684297
INFO:root:Epoch[85] Batch [300]	Speed: 270.25 samples/sec	Train-top_k_accuracy_5=0.868164
INFO:root:Epoch[85] Batch [350]	Speed: 279.97 samples/sec	Train-accuracy=0.681055
INFO:root:Epoch[85] Batch [350]	Speed: 279.97 samples/sec	Train-top_k_accuracy_5=0.867891
INFO:root:Epoch[85] Batch [400]	Speed: 274.60 samples/sec	Train-accuracy=0.684883
INFO:root:Epoch[85] Batch [400]	Speed: 274.60 samples/sec	Train-top_k_accuracy_5=0.871328
INFO:root:Epoch[85] Batch [450]	Speed: 272.38 samples/sec	Train-accuracy=0.684063
INFO:root:Epoch[85] Batch [450]	Speed: 272.38 samples/sec	Train-top_k_accuracy_5=0.870898
INFO:root:Epoch[85] Batch [500]	Speed: 277.90 samples/sec	Train-accuracy=0.683750
INFO:root:Epoch[85] Batch [500]	Speed: 277.90 samples/sec	Train-top_k_accuracy_5=0.873164
INFO:root:Epoch[85] Batch [550]	Speed: 270.51 samples/sec	Train-accuracy=0.684727
INFO:root:Epoch[85] Batch [550]	Speed: 270.51 samples/sec	Train-top_k_accuracy_5=0.874336
INFO:root:Epoch[85] Batch [600]	Speed: 275.96 samples/sec	Train-accuracy=0.685547
INFO:root:Epoch[85] Batch [600]	Speed: 275.96 samples/sec	Train-top_k_accuracy_5=0.867812
INFO:root:Epoch[85] Batch [650]	Speed: 268.96 samples/sec	Train-accuracy=0.684844
INFO:root:Epoch[85] Batch [650]	Speed: 268.96 samples/sec	Train-top_k_accuracy_5=0.867695
INFO:root:Epoch[85] Batch [700]	Speed: 274.49 samples/sec	Train-accuracy=0.681992
INFO:root:Epoch[85] Batch [700]	Speed: 274.49 samples/sec	Train-top_k_accuracy_5=0.871406
INFO:root:Epoch[85] Batch [750]	Speed: 272.40 samples/sec	Train-accuracy=0.682266
INFO:root:Epoch[85] Batch [750]	Speed: 272.40 samples/sec	Train-top_k_accuracy_5=0.873242
INFO:root:Epoch[85] Batch [800]	Speed: 266.76 samples/sec	Train-accuracy=0.680859
INFO:root:Epoch[85] Batch [800]	Speed: 266.76 samples/sec	Train-top_k_accuracy_5=0.868320
INFO:root:Epoch[85] Batch [850]	Speed: 276.24 samples/sec	Train-accuracy=0.682773
INFO:root:Epoch[85] Batch [850]	Speed: 276.24 samples/sec	Train-top_k_accuracy_5=0.872773
INFO:root:Epoch[85] Batch [900]	Speed: 274.10 samples/sec	Train-accuracy=0.685625
INFO:root:Epoch[85] Batch [900]	Speed: 274.10 samples/sec	Train-top_k_accuracy_5=0.871992
INFO:root:Epoch[85] Batch [950]	Speed: 276.14 samples/sec	Train-accuracy=0.687695
INFO:root:Epoch[85] Batch [950]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[85] Batch [1000]	Speed: 276.32 samples/sec	Train-accuracy=0.682383
INFO:root:Epoch[85] Batch [1000]	Speed: 276.32 samples/sec	Train-top_k_accuracy_5=0.870039
INFO:root:Epoch[85] Batch [1050]	Speed: 275.69 samples/sec	Train-accuracy=0.681094
INFO:root:Epoch[85] Batch [1050]	Speed: 275.69 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[85] Batch [1100]	Speed: 265.52 samples/sec	Train-accuracy=0.687734
INFO:root:Epoch[85] Batch [1100]	Speed: 265.52 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[85] Batch [1150]	Speed: 273.95 samples/sec	Train-accuracy=0.681016
INFO:root:Epoch[85] Batch [1150]	Speed: 273.95 samples/sec	Train-top_k_accuracy_5=0.870547
INFO:root:Epoch[85] Batch [1200]	Speed: 276.21 samples/sec	Train-accuracy=0.685859
INFO:root:Epoch[85] Batch [1200]	Speed: 276.21 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[85] Batch [1250]	Speed: 279.70 samples/sec	Train-accuracy=0.687930
INFO:root:Epoch[85] Batch [1250]	Speed: 279.70 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[85] Batch [1300]	Speed: 268.69 samples/sec	Train-accuracy=0.688750
INFO:root:Epoch[85] Batch [1300]	Speed: 268.69 samples/sec	Train-top_k_accuracy_5=0.873867
INFO:root:Epoch[85] Batch [1350]	Speed: 272.28 samples/sec	Train-accuracy=0.684648
INFO:root:Epoch[85] Batch [1350]	Speed: 272.28 samples/sec	Train-top_k_accuracy_5=0.870977
INFO:root:Epoch[85] Batch [1400]	Speed: 269.12 samples/sec	Train-accuracy=0.687578
INFO:root:Epoch[85] Batch [1400]	Speed: 269.12 samples/sec	Train-top_k_accuracy_5=0.871680
INFO:root:Epoch[85] Batch [1450]	Speed: 272.45 samples/sec	Train-accuracy=0.691523
INFO:root:Epoch[85] Batch [1450]	Speed: 272.45 samples/sec	Train-top_k_accuracy_5=0.873008
INFO:root:Epoch[85] Batch [1500]	Speed: 272.53 samples/sec	Train-accuracy=0.684180
INFO:root:Epoch[85] Batch [1500]	Speed: 272.53 samples/sec	Train-top_k_accuracy_5=0.871484
INFO:root:Epoch[85] Batch [1550]	Speed: 278.03 samples/sec	Train-accuracy=0.682891
INFO:root:Epoch[85] Batch [1550]	Speed: 278.03 samples/sec	Train-top_k_accuracy_5=0.871641
INFO:root:Epoch[85] Batch [1600]	Speed: 279.70 samples/sec	Train-accuracy=0.686406
INFO:root:Epoch[85] Batch [1600]	Speed: 279.70 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[85] Batch [1650]	Speed: 268.56 samples/sec	Train-accuracy=0.684648
INFO:root:Epoch[85] Batch [1650]	Speed: 268.56 samples/sec	Train-top_k_accuracy_5=0.873789
INFO:root:Epoch[85] Batch [1700]	Speed: 275.86 samples/sec	Train-accuracy=0.690898
INFO:root:Epoch[85] Batch [1700]	Speed: 275.86 samples/sec	Train-top_k_accuracy_5=0.875430
INFO:root:Epoch[85] Batch [1750]	Speed: 272.59 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[85] Batch [1750]	Speed: 272.59 samples/sec	Train-top_k_accuracy_5=0.874805
INFO:root:Epoch[85] Batch [1800]	Speed: 272.23 samples/sec	Train-accuracy=0.687656
INFO:root:Epoch[85] Batch [1800]	Speed: 272.23 samples/sec	Train-top_k_accuracy_5=0.875391
INFO:root:Epoch[85] Batch [1850]	Speed: 272.71 samples/sec	Train-accuracy=0.687266
INFO:root:Epoch[85] Batch [1850]	Speed: 272.71 samples/sec	Train-top_k_accuracy_5=0.872539
INFO:root:Epoch[85] Batch [1900]	Speed: 268.54 samples/sec	Train-accuracy=0.686641
INFO:root:Epoch[85] Batch [1900]	Speed: 268.54 samples/sec	Train-top_k_accuracy_5=0.871602
INFO:root:Epoch[85] Batch [1950]	Speed: 283.76 samples/sec	Train-accuracy=0.688477
INFO:root:Epoch[85] Batch [1950]	Speed: 283.76 samples/sec	Train-top_k_accuracy_5=0.870469
INFO:root:Epoch[85] Batch [2000]	Speed: 306.40 samples/sec	Train-accuracy=0.691992
INFO:root:Epoch[85] Batch [2000]	Speed: 306.40 samples/sec	Train-top_k_accuracy_5=0.876172
INFO:root:Epoch[85] Batch [2050]	Speed: 301.70 samples/sec	Train-accuracy=0.686758
INFO:root:Epoch[85] Batch [2050]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.872695
INFO:root:Epoch[85] Batch [2100]	Speed: 304.03 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[85] Batch [2100]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.875391
INFO:root:Epoch[85] Batch [2150]	Speed: 297.44 samples/sec	Train-accuracy=0.687187
INFO:root:Epoch[85] Batch [2150]	Speed: 297.44 samples/sec	Train-top_k_accuracy_5=0.873047
INFO:root:Epoch[85] Batch [2200]	Speed: 294.97 samples/sec	Train-accuracy=0.694141
INFO:root:Epoch[85] Batch [2200]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.875117
INFO:root:Epoch[85] Batch [2250]	Speed: 282.88 samples/sec	Train-accuracy=0.692891
INFO:root:Epoch[85] Batch [2250]	Speed: 282.88 samples/sec	Train-top_k_accuracy_5=0.876172
INFO:root:Epoch[85] Batch [2300]	Speed: 297.73 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[85] Batch [2300]	Speed: 297.73 samples/sec	Train-top_k_accuracy_5=0.870234
INFO:root:Epoch[85] Batch [2350]	Speed: 304.05 samples/sec	Train-accuracy=0.689688
INFO:root:Epoch[85] Batch [2350]	Speed: 304.05 samples/sec	Train-top_k_accuracy_5=0.874062
INFO:root:Epoch[85] Batch [2400]	Speed: 301.83 samples/sec	Train-accuracy=0.690508
INFO:root:Epoch[85] Batch [2400]	Speed: 301.83 samples/sec	Train-top_k_accuracy_5=0.874609
INFO:root:Epoch[85] Batch [2450]	Speed: 301.95 samples/sec	Train-accuracy=0.697031
INFO:root:Epoch[85] Batch [2450]	Speed: 301.95 samples/sec	Train-top_k_accuracy_5=0.878594
INFO:root:Epoch[85] Batch [2500]	Speed: 297.08 samples/sec	Train-accuracy=0.688477
INFO:root:Epoch[85] Batch [2500]	Speed: 297.08 samples/sec	Train-top_k_accuracy_5=0.873867
INFO:root:Epoch[85] Resetting Data Iterator
INFO:root:Epoch[85] Time cost=4593.220
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0086.params"
INFO:root:Epoch[85] Validation-accuracy=0.711874
INFO:root:Epoch[85] Validation-top_k_accuracy_5=0.900929
INFO:root:Epoch[86] Batch [50]	Speed: 299.79 samples/sec	Train-accuracy=0.683711
INFO:root:Epoch[86] Batch [50]	Speed: 299.79 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[86] Batch [100]	Speed: 299.18 samples/sec	Train-accuracy=0.679766
INFO:root:Epoch[86] Batch [100]	Speed: 299.18 samples/sec	Train-top_k_accuracy_5=0.869062
INFO:root:Epoch[86] Batch [150]	Speed: 288.89 samples/sec	Train-accuracy=0.683906
INFO:root:Epoch[86] Batch [150]	Speed: 288.89 samples/sec	Train-top_k_accuracy_5=0.867773
INFO:root:Epoch[86] Batch [200]	Speed: 302.14 samples/sec	Train-accuracy=0.681328
INFO:root:Epoch[86] Batch [200]	Speed: 302.14 samples/sec	Train-top_k_accuracy_5=0.867344
INFO:root:Epoch[86] Batch [250]	Speed: 303.95 samples/sec	Train-accuracy=0.690664
INFO:root:Epoch[86] Batch [250]	Speed: 303.95 samples/sec	Train-top_k_accuracy_5=0.874180
INFO:root:Epoch[86] Batch [300]	Speed: 282.98 samples/sec	Train-accuracy=0.686992
INFO:root:Epoch[86] Batch [300]	Speed: 282.98 samples/sec	Train-top_k_accuracy_5=0.870781
INFO:root:Epoch[86] Batch [350]	Speed: 297.49 samples/sec	Train-accuracy=0.684102
INFO:root:Epoch[86] Batch [350]	Speed: 297.49 samples/sec	Train-top_k_accuracy_5=0.869531
INFO:root:Epoch[86] Batch [400]	Speed: 301.61 samples/sec	Train-accuracy=0.682148
INFO:root:Epoch[86] Batch [400]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.870273
INFO:root:Epoch[86] Batch [450]	Speed: 299.42 samples/sec	Train-accuracy=0.680391
INFO:root:Epoch[86] Batch [450]	Speed: 299.42 samples/sec	Train-top_k_accuracy_5=0.870078
INFO:root:Epoch[86] Batch [500]	Speed: 301.59 samples/sec	Train-accuracy=0.684648
INFO:root:Epoch[86] Batch [500]	Speed: 301.59 samples/sec	Train-top_k_accuracy_5=0.872500
INFO:root:Epoch[86] Batch [550]	Speed: 304.04 samples/sec	Train-accuracy=0.690977
INFO:root:Epoch[86] Batch [550]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.874648
INFO:root:Epoch[86] Batch [600]	Speed: 299.27 samples/sec	Train-accuracy=0.681211
INFO:root:Epoch[86] Batch [600]	Speed: 299.27 samples/sec	Train-top_k_accuracy_5=0.870625
INFO:root:Epoch[86] Batch [650]	Speed: 299.50 samples/sec	Train-accuracy=0.684180
INFO:root:Epoch[86] Batch [650]	Speed: 299.50 samples/sec	Train-top_k_accuracy_5=0.870625
INFO:root:Epoch[86] Batch [700]	Speed: 291.06 samples/sec	Train-accuracy=0.684023
INFO:root:Epoch[86] Batch [700]	Speed: 291.06 samples/sec	Train-top_k_accuracy_5=0.872695
INFO:root:Epoch[86] Batch [750]	Speed: 295.25 samples/sec	Train-accuracy=0.682852
INFO:root:Epoch[86] Batch [750]	Speed: 295.25 samples/sec	Train-top_k_accuracy_5=0.868242
INFO:root:Epoch[86] Batch [800]	Speed: 301.70 samples/sec	Train-accuracy=0.686406
INFO:root:Epoch[86] Batch [800]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[86] Batch [850]	Speed: 301.81 samples/sec	Train-accuracy=0.683555
INFO:root:Epoch[86] Batch [850]	Speed: 301.81 samples/sec	Train-top_k_accuracy_5=0.869297
INFO:root:Epoch[86] Batch [900]	Speed: 301.77 samples/sec	Train-accuracy=0.682969
INFO:root:Epoch[86] Batch [900]	Speed: 301.77 samples/sec	Train-top_k_accuracy_5=0.871289
INFO:root:Epoch[86] Batch [950]	Speed: 301.72 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[86] Batch [950]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.873359
INFO:root:Epoch[86] Batch [1000]	Speed: 290.68 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[86] Batch [1000]	Speed: 290.68 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[86] Batch [1050]	Speed: 299.40 samples/sec	Train-accuracy=0.685625
INFO:root:Epoch[86] Batch [1050]	Speed: 299.40 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[86] Batch [1100]	Speed: 299.47 samples/sec	Train-accuracy=0.685391
INFO:root:Epoch[86] Batch [1100]	Speed: 299.47 samples/sec	Train-top_k_accuracy_5=0.872266
INFO:root:Epoch[86] Batch [1150]	Speed: 299.45 samples/sec	Train-accuracy=0.685664
INFO:root:Epoch[86] Batch [1150]	Speed: 299.45 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[86] Batch [1200]	Speed: 297.67 samples/sec	Train-accuracy=0.682422
INFO:root:Epoch[86] Batch [1200]	Speed: 297.67 samples/sec	Train-top_k_accuracy_5=0.871875
INFO:root:Epoch[86] Batch [1250]	Speed: 306.58 samples/sec	Train-accuracy=0.685352
INFO:root:Epoch[86] Batch [1250]	Speed: 306.58 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[86] Batch [1300]	Speed: 301.66 samples/sec	Train-accuracy=0.684258
INFO:root:Epoch[86] Batch [1300]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.873789
INFO:root:Epoch[86] Batch [1350]	Speed: 299.44 samples/sec	Train-accuracy=0.686992
INFO:root:Epoch[86] Batch [1350]	Speed: 299.44 samples/sec	Train-top_k_accuracy_5=0.873633
INFO:root:Epoch[86] Batch [1400]	Speed: 303.87 samples/sec	Train-accuracy=0.687773
INFO:root:Epoch[86] Batch [1400]	Speed: 303.87 samples/sec	Train-top_k_accuracy_5=0.871250
INFO:root:Epoch[86] Batch [1450]	Speed: 301.71 samples/sec	Train-accuracy=0.693984
INFO:root:Epoch[86] Batch [1450]	Speed: 301.71 samples/sec	Train-top_k_accuracy_5=0.877500
INFO:root:Epoch[86] Batch [1500]	Speed: 304.16 samples/sec	Train-accuracy=0.686367
INFO:root:Epoch[86] Batch [1500]	Speed: 304.16 samples/sec	Train-top_k_accuracy_5=0.871055
INFO:root:Epoch[86] Batch [1550]	Speed: 299.77 samples/sec	Train-accuracy=0.686445
INFO:root:Epoch[86] Batch [1550]	Speed: 299.77 samples/sec	Train-top_k_accuracy_5=0.872383
INFO:root:Epoch[86] Batch [1600]	Speed: 275.66 samples/sec	Train-accuracy=0.690430
INFO:root:Epoch[86] Batch [1600]	Speed: 275.66 samples/sec	Train-top_k_accuracy_5=0.877188
INFO:root:Epoch[86] Batch [1650]	Speed: 274.12 samples/sec	Train-accuracy=0.688594
INFO:root:Epoch[86] Batch [1650]	Speed: 274.12 samples/sec	Train-top_k_accuracy_5=0.875352
INFO:root:Epoch[86] Batch [1700]	Speed: 270.36 samples/sec	Train-accuracy=0.691250
INFO:root:Epoch[86] Batch [1700]	Speed: 270.36 samples/sec	Train-top_k_accuracy_5=0.876211
INFO:root:Epoch[86] Batch [1750]	Speed: 280.22 samples/sec	Train-accuracy=0.689648
INFO:root:Epoch[86] Batch [1750]	Speed: 280.22 samples/sec	Train-top_k_accuracy_5=0.875000
INFO:root:Epoch[86] Batch [1800]	Speed: 276.29 samples/sec	Train-accuracy=0.682773
INFO:root:Epoch[86] Batch [1800]	Speed: 276.29 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[86] Batch [1850]	Speed: 280.04 samples/sec	Train-accuracy=0.688750
INFO:root:Epoch[86] Batch [1850]	Speed: 280.04 samples/sec	Train-top_k_accuracy_5=0.872227
INFO:root:Epoch[86] Batch [1900]	Speed: 277.80 samples/sec	Train-accuracy=0.688594
INFO:root:Epoch[86] Batch [1900]	Speed: 277.80 samples/sec	Train-top_k_accuracy_5=0.877266
INFO:root:Epoch[86] Batch [1950]	Speed: 269.07 samples/sec	Train-accuracy=0.692578
INFO:root:Epoch[86] Batch [1950]	Speed: 269.07 samples/sec	Train-top_k_accuracy_5=0.876211
INFO:root:Epoch[86] Batch [2000]	Speed: 276.14 samples/sec	Train-accuracy=0.694258
INFO:root:Epoch[86] Batch [2000]	Speed: 276.14 samples/sec	Train-top_k_accuracy_5=0.874336
INFO:root:Epoch[86] Batch [2050]	Speed: 276.23 samples/sec	Train-accuracy=0.687227
INFO:root:Epoch[86] Batch [2050]	Speed: 276.23 samples/sec	Train-top_k_accuracy_5=0.875234
INFO:root:Epoch[86] Batch [2100]	Speed: 272.64 samples/sec	Train-accuracy=0.691133
INFO:root:Epoch[86] Batch [2100]	Speed: 272.64 samples/sec	Train-top_k_accuracy_5=0.878047
INFO:root:Epoch[86] Batch [2150]	Speed: 283.68 samples/sec	Train-accuracy=0.689023
INFO:root:Epoch[86] Batch [2150]	Speed: 283.68 samples/sec	Train-top_k_accuracy_5=0.874062
INFO:root:Epoch[86] Batch [2200]	Speed: 279.77 samples/sec	Train-accuracy=0.690195
INFO:root:Epoch[86] Batch [2200]	Speed: 279.77 samples/sec	Train-top_k_accuracy_5=0.874297
INFO:root:Epoch[86] Batch [2250]	Speed: 270.63 samples/sec	Train-accuracy=0.690781
INFO:root:Epoch[86] Batch [2250]	Speed: 270.63 samples/sec	Train-top_k_accuracy_5=0.875156
INFO:root:Epoch[86] Batch [2300]	Speed: 274.09 samples/sec	Train-accuracy=0.690078
INFO:root:Epoch[86] Batch [2300]	Speed: 274.09 samples/sec	Train-top_k_accuracy_5=0.875859
INFO:root:Epoch[86] Batch [2350]	Speed: 278.35 samples/sec	Train-accuracy=0.688125
INFO:root:Epoch[86] Batch [2350]	Speed: 278.35 samples/sec	Train-top_k_accuracy_5=0.875469
INFO:root:Epoch[86] Batch [2400]	Speed: 277.99 samples/sec	Train-accuracy=0.692852
INFO:root:Epoch[86] Batch [2400]	Speed: 277.99 samples/sec	Train-top_k_accuracy_5=0.877109
INFO:root:Epoch[86] Batch [2450]	Speed: 270.66 samples/sec	Train-accuracy=0.694727
INFO:root:Epoch[86] Batch [2450]	Speed: 270.66 samples/sec	Train-top_k_accuracy_5=0.877305
INFO:root:Epoch[86] Batch [2500]	Speed: 267.07 samples/sec	Train-accuracy=0.688438
INFO:root:Epoch[86] Batch [2500]	Speed: 267.07 samples/sec	Train-top_k_accuracy_5=0.876523
INFO:root:Epoch[86] Resetting Data Iterator
INFO:root:Epoch[86] Time cost=4425.668
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0087.params"
INFO:root:Epoch[86] Validation-accuracy=0.710878
INFO:root:Epoch[86] Validation-top_k_accuracy_5=0.901048
INFO:root:Epoch[87] Batch [50]	Speed: 280.88 samples/sec	Train-accuracy=0.684102
INFO:root:Epoch[87] Batch [50]	Speed: 280.88 samples/sec	Train-top_k_accuracy_5=0.869492
INFO:root:Epoch[87] Batch [100]	Speed: 276.04 samples/sec	Train-accuracy=0.684297
INFO:root:Epoch[87] Batch [100]	Speed: 276.04 samples/sec	Train-top_k_accuracy_5=0.871406
INFO:root:Epoch[87] Batch [150]	Speed: 270.68 samples/sec	Train-accuracy=0.682813
INFO:root:Epoch[87] Batch [150]	Speed: 270.68 samples/sec	Train-top_k_accuracy_5=0.872734
INFO:root:Epoch[87] Batch [200]	Speed: 276.15 samples/sec	Train-accuracy=0.678672
INFO:root:Epoch[87] Batch [200]	Speed: 276.15 samples/sec	Train-top_k_accuracy_5=0.867812
INFO:root:Epoch[87] Batch [250]	Speed: 270.03 samples/sec	Train-accuracy=0.687891
INFO:root:Epoch[87] Batch [250]	Speed: 270.03 samples/sec	Train-top_k_accuracy_5=0.871953
INFO:root:Epoch[87] Batch [300]	Speed: 268.62 samples/sec	Train-accuracy=0.687148
INFO:root:Epoch[87] Batch [300]	Speed: 268.62 samples/sec	Train-top_k_accuracy_5=0.872031
INFO:root:Epoch[87] Batch [350]	Speed: 276.18 samples/sec	Train-accuracy=0.680820
INFO:root:Epoch[87] Batch [350]	Speed: 276.18 samples/sec	Train-top_k_accuracy_5=0.869336
INFO:root:Epoch[87] Batch [400]	Speed: 268.65 samples/sec	Train-accuracy=0.682969
INFO:root:Epoch[87] Batch [400]	Speed: 268.65 samples/sec	Train-top_k_accuracy_5=0.871289
INFO:root:Epoch[87] Batch [450]	Speed: 278.01 samples/sec	Train-accuracy=0.685664
INFO:root:Epoch[87] Batch [450]	Speed: 278.01 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[87] Batch [500]	Speed: 270.75 samples/sec	Train-accuracy=0.685781
INFO:root:Epoch[87] Batch [500]	Speed: 270.75 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[87] Batch [550]	Speed: 273.87 samples/sec	Train-accuracy=0.684570
INFO:root:Epoch[87] Batch [550]	Speed: 273.87 samples/sec	Train-top_k_accuracy_5=0.874062
INFO:root:Epoch[87] Batch [600]	Speed: 277.62 samples/sec	Train-accuracy=0.683867
INFO:root:Epoch[87] Batch [600]	Speed: 277.62 samples/sec	Train-top_k_accuracy_5=0.870234
INFO:root:Epoch[87] Batch [650]	Speed: 271.91 samples/sec	Train-accuracy=0.687813
INFO:root:Epoch[87] Batch [650]	Speed: 271.91 samples/sec	Train-top_k_accuracy_5=0.869883
INFO:root:Epoch[87] Batch [700]	Speed: 272.37 samples/sec	Train-accuracy=0.688164
INFO:root:Epoch[87] Batch [700]	Speed: 272.37 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[87] Batch [750]	Speed: 276.18 samples/sec	Train-accuracy=0.686289
INFO:root:Epoch[87] Batch [750]	Speed: 276.18 samples/sec	Train-top_k_accuracy_5=0.871523
INFO:root:Epoch[87] Batch [800]	Speed: 271.83 samples/sec	Train-accuracy=0.687187
INFO:root:Epoch[87] Batch [800]	Speed: 271.83 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[87] Batch [850]	Speed: 268.56 samples/sec	Train-accuracy=0.686641
INFO:root:Epoch[87] Batch [850]	Speed: 268.56 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[87] Batch [900]	Speed: 276.24 samples/sec	Train-accuracy=0.683164
INFO:root:Epoch[87] Batch [900]	Speed: 276.24 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[87] Batch [950]	Speed: 278.10 samples/sec	Train-accuracy=0.687070
INFO:root:Epoch[87] Batch [950]	Speed: 278.10 samples/sec	Train-top_k_accuracy_5=0.874883
INFO:root:Epoch[87] Batch [1000]	Speed: 268.52 samples/sec	Train-accuracy=0.686602
INFO:root:Epoch[87] Batch [1000]	Speed: 268.52 samples/sec	Train-top_k_accuracy_5=0.870508
INFO:root:Epoch[87] Batch [1050]	Speed: 272.43 samples/sec	Train-accuracy=0.688672
INFO:root:Epoch[87] Batch [1050]	Speed: 272.43 samples/sec	Train-top_k_accuracy_5=0.872305
INFO:root:Epoch[87] Batch [1100]	Speed: 277.55 samples/sec	Train-accuracy=0.688711
INFO:root:Epoch[87] Batch [1100]	Speed: 277.55 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[87] Batch [1150]	Speed: 268.96 samples/sec	Train-accuracy=0.686836
INFO:root:Epoch[87] Batch [1150]	Speed: 268.96 samples/sec	Train-top_k_accuracy_5=0.873867
INFO:root:Epoch[87] Batch [1200]	Speed: 274.20 samples/sec	Train-accuracy=0.686016
INFO:root:Epoch[87] Batch [1200]	Speed: 274.20 samples/sec	Train-top_k_accuracy_5=0.874766
INFO:root:Epoch[87] Batch [1250]	Speed: 281.49 samples/sec	Train-accuracy=0.686445
INFO:root:Epoch[87] Batch [1250]	Speed: 281.49 samples/sec	Train-top_k_accuracy_5=0.873633
INFO:root:Epoch[87] Batch [1300]	Speed: 263.36 samples/sec	Train-accuracy=0.684609
INFO:root:Epoch[87] Batch [1300]	Speed: 263.36 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[87] Batch [1350]	Speed: 266.93 samples/sec	Train-accuracy=0.687305
INFO:root:Epoch[87] Batch [1350]	Speed: 266.93 samples/sec	Train-top_k_accuracy_5=0.872500
INFO:root:Epoch[87] Batch [1400]	Speed: 269.09 samples/sec	Train-accuracy=0.691641
INFO:root:Epoch[87] Batch [1400]	Speed: 269.09 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[87] Batch [1450]	Speed: 275.96 samples/sec	Train-accuracy=0.691016
INFO:root:Epoch[87] Batch [1450]	Speed: 275.96 samples/sec	Train-top_k_accuracy_5=0.874727
INFO:root:Epoch[87] Batch [1500]	Speed: 274.56 samples/sec	Train-accuracy=0.688477
INFO:root:Epoch[87] Batch [1500]	Speed: 274.56 samples/sec	Train-top_k_accuracy_5=0.874844
INFO:root:Epoch[87] Batch [1550]	Speed: 266.92 samples/sec	Train-accuracy=0.692031
INFO:root:Epoch[87] Batch [1550]	Speed: 266.92 samples/sec	Train-top_k_accuracy_5=0.873750
INFO:root:Epoch[87] Batch [1600]	Speed: 274.16 samples/sec	Train-accuracy=0.693164
INFO:root:Epoch[87] Batch [1600]	Speed: 274.16 samples/sec	Train-top_k_accuracy_5=0.877266
INFO:root:Epoch[87] Batch [1650]	Speed: 270.36 samples/sec	Train-accuracy=0.691562
INFO:root:Epoch[87] Batch [1650]	Speed: 270.36 samples/sec	Train-top_k_accuracy_5=0.870234
INFO:root:Epoch[87] Batch [1700]	Speed: 272.07 samples/sec	Train-accuracy=0.692148
INFO:root:Epoch[87] Batch [1700]	Speed: 272.07 samples/sec	Train-top_k_accuracy_5=0.879102
INFO:root:Epoch[87] Batch [1750]	Speed: 278.25 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[87] Batch [1750]	Speed: 278.25 samples/sec	Train-top_k_accuracy_5=0.875625
INFO:root:Epoch[87] Batch [1800]	Speed: 274.16 samples/sec	Train-accuracy=0.686797
INFO:root:Epoch[87] Batch [1800]	Speed: 274.16 samples/sec	Train-top_k_accuracy_5=0.872930
INFO:root:Epoch[87] Batch [1850]	Speed: 270.27 samples/sec	Train-accuracy=0.685859
INFO:root:Epoch[87] Batch [1850]	Speed: 270.27 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[87] Batch [1900]	Speed: 266.99 samples/sec	Train-accuracy=0.688164
INFO:root:Epoch[87] Batch [1900]	Speed: 266.99 samples/sec	Train-top_k_accuracy_5=0.872031
INFO:root:Epoch[87] Batch [1950]	Speed: 272.22 samples/sec	Train-accuracy=0.689023
INFO:root:Epoch[87] Batch [1950]	Speed: 272.22 samples/sec	Train-top_k_accuracy_5=0.870898
INFO:root:Epoch[87] Batch [2000]	Speed: 272.34 samples/sec	Train-accuracy=0.694492
INFO:root:Epoch[87] Batch [2000]	Speed: 272.34 samples/sec	Train-top_k_accuracy_5=0.877070
INFO:root:Epoch[87] Batch [2050]	Speed: 274.42 samples/sec	Train-accuracy=0.689766
INFO:root:Epoch[87] Batch [2050]	Speed: 274.42 samples/sec	Train-top_k_accuracy_5=0.873984
INFO:root:Epoch[87] Batch [2100]	Speed: 274.11 samples/sec	Train-accuracy=0.687773
INFO:root:Epoch[87] Batch [2100]	Speed: 274.11 samples/sec	Train-top_k_accuracy_5=0.875547
INFO:root:Epoch[87] Batch [2150]	Speed: 264.85 samples/sec	Train-accuracy=0.689453
INFO:root:Epoch[87] Batch [2150]	Speed: 264.85 samples/sec	Train-top_k_accuracy_5=0.875742
INFO:root:Epoch[87] Batch [2200]	Speed: 268.96 samples/sec	Train-accuracy=0.689766
INFO:root:Epoch[87] Batch [2200]	Speed: 268.96 samples/sec	Train-top_k_accuracy_5=0.875156
INFO:root:Epoch[87] Batch [2250]	Speed: 268.75 samples/sec	Train-accuracy=0.691211
INFO:root:Epoch[87] Batch [2250]	Speed: 268.75 samples/sec	Train-top_k_accuracy_5=0.875078
INFO:root:Epoch[87] Batch [2300]	Speed: 274.41 samples/sec	Train-accuracy=0.687734
INFO:root:Epoch[87] Batch [2300]	Speed: 274.41 samples/sec	Train-top_k_accuracy_5=0.876016
INFO:root:Epoch[87] Batch [2350]	Speed: 275.93 samples/sec	Train-accuracy=0.693594
INFO:root:Epoch[87] Batch [2350]	Speed: 275.93 samples/sec	Train-top_k_accuracy_5=0.876055
INFO:root:Epoch[87] Batch [2400]	Speed: 268.85 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[87] Batch [2400]	Speed: 268.85 samples/sec	Train-top_k_accuracy_5=0.874922
INFO:root:Epoch[87] Batch [2450]	Speed: 287.54 samples/sec	Train-accuracy=0.695117
INFO:root:Epoch[87] Batch [2450]	Speed: 287.54 samples/sec	Train-top_k_accuracy_5=0.878164
INFO:root:Epoch[87] Batch [2500]	Speed: 297.35 samples/sec	Train-accuracy=0.693945
INFO:root:Epoch[87] Batch [2500]	Speed: 297.35 samples/sec	Train-top_k_accuracy_5=0.873984
INFO:root:Epoch[87] Resetting Data Iterator
INFO:root:Epoch[87] Time cost=4688.406
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0088.params"
INFO:root:Epoch[87] Validation-accuracy=0.711057
INFO:root:Epoch[87] Validation-top_k_accuracy_5=0.900630
INFO:root:Epoch[88] Batch [50]	Speed: 309.45 samples/sec	Train-accuracy=0.690547
INFO:root:Epoch[88] Batch [50]	Speed: 309.45 samples/sec	Train-top_k_accuracy_5=0.873164
INFO:root:Epoch[88] Batch [100]	Speed: 288.73 samples/sec	Train-accuracy=0.689453
INFO:root:Epoch[88] Batch [100]	Speed: 288.73 samples/sec	Train-top_k_accuracy_5=0.874141
INFO:root:Epoch[88] Batch [150]	Speed: 304.12 samples/sec	Train-accuracy=0.684961
INFO:root:Epoch[88] Batch [150]	Speed: 304.12 samples/sec	Train-top_k_accuracy_5=0.872539
INFO:root:Epoch[88] Batch [200]	Speed: 299.07 samples/sec	Train-accuracy=0.686172
INFO:root:Epoch[88] Batch [200]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.871758
INFO:root:Epoch[88] Batch [250]	Speed: 299.12 samples/sec	Train-accuracy=0.687500
INFO:root:Epoch[88] Batch [250]	Speed: 299.12 samples/sec	Train-top_k_accuracy_5=0.875352
INFO:root:Epoch[88] Batch [300]	Speed: 301.55 samples/sec	Train-accuracy=0.686250
INFO:root:Epoch[88] Batch [300]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.870391
INFO:root:Epoch[88] Batch [350]	Speed: 301.52 samples/sec	Train-accuracy=0.684336
INFO:root:Epoch[88] Batch [350]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.870234
INFO:root:Epoch[88] Batch [400]	Speed: 299.48 samples/sec	Train-accuracy=0.682891
INFO:root:Epoch[88] Batch [400]	Speed: 299.48 samples/sec	Train-top_k_accuracy_5=0.871289
INFO:root:Epoch[88] Batch [450]	Speed: 299.47 samples/sec	Train-accuracy=0.685312
INFO:root:Epoch[88] Batch [450]	Speed: 299.47 samples/sec	Train-top_k_accuracy_5=0.871719
INFO:root:Epoch[88] Batch [500]	Speed: 277.06 samples/sec	Train-accuracy=0.686484
INFO:root:Epoch[88] Batch [500]	Speed: 277.06 samples/sec	Train-top_k_accuracy_5=0.871328
INFO:root:Epoch[88] Batch [550]	Speed: 262.98 samples/sec	Train-accuracy=0.692813
INFO:root:Epoch[88] Batch [550]	Speed: 262.98 samples/sec	Train-top_k_accuracy_5=0.876523
INFO:root:Epoch[88] Batch [600]	Speed: 272.65 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[88] Batch [600]	Speed: 272.65 samples/sec	Train-top_k_accuracy_5=0.872773
INFO:root:Epoch[88] Batch [650]	Speed: 279.87 samples/sec	Train-accuracy=0.689063
INFO:root:Epoch[88] Batch [650]	Speed: 279.87 samples/sec	Train-top_k_accuracy_5=0.872148
INFO:root:Epoch[88] Batch [700]	Speed: 270.54 samples/sec	Train-accuracy=0.686094
INFO:root:Epoch[88] Batch [700]	Speed: 270.54 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[88] Batch [750]	Speed: 274.14 samples/sec	Train-accuracy=0.681758
INFO:root:Epoch[88] Batch [750]	Speed: 274.14 samples/sec	Train-top_k_accuracy_5=0.873047
INFO:root:Epoch[88] Batch [800]	Speed: 273.93 samples/sec	Train-accuracy=0.685352
INFO:root:Epoch[88] Batch [800]	Speed: 273.93 samples/sec	Train-top_k_accuracy_5=0.873203
INFO:root:Epoch[88] Batch [850]	Speed: 268.45 samples/sec	Train-accuracy=0.683867
INFO:root:Epoch[88] Batch [850]	Speed: 268.45 samples/sec	Train-top_k_accuracy_5=0.869062
INFO:root:Epoch[88] Batch [900]	Speed: 272.33 samples/sec	Train-accuracy=0.683281
INFO:root:Epoch[88] Batch [900]	Speed: 272.33 samples/sec	Train-top_k_accuracy_5=0.870117
INFO:root:Epoch[88] Batch [950]	Speed: 270.36 samples/sec	Train-accuracy=0.692305
INFO:root:Epoch[88] Batch [950]	Speed: 270.36 samples/sec	Train-top_k_accuracy_5=0.874141
INFO:root:Epoch[88] Batch [1000]	Speed: 270.57 samples/sec	Train-accuracy=0.685977
INFO:root:Epoch[88] Batch [1000]	Speed: 270.57 samples/sec	Train-top_k_accuracy_5=0.867617
INFO:root:Epoch[88] Batch [1050]	Speed: 270.72 samples/sec	Train-accuracy=0.686289
INFO:root:Epoch[88] Batch [1050]	Speed: 270.72 samples/sec	Train-top_k_accuracy_5=0.873750
INFO:root:Epoch[88] Batch [1100]	Speed: 268.64 samples/sec	Train-accuracy=0.689219
INFO:root:Epoch[88] Batch [1100]	Speed: 268.64 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[88] Batch [1150]	Speed: 266.67 samples/sec	Train-accuracy=0.684844
INFO:root:Epoch[88] Batch [1150]	Speed: 266.67 samples/sec	Train-top_k_accuracy_5=0.872383
INFO:root:Epoch[88] Batch [1200]	Speed: 280.25 samples/sec	Train-accuracy=0.688594
INFO:root:Epoch[88] Batch [1200]	Speed: 280.25 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[88] Batch [1250]	Speed: 275.89 samples/sec	Train-accuracy=0.687266
INFO:root:Epoch[88] Batch [1250]	Speed: 275.89 samples/sec	Train-top_k_accuracy_5=0.874023
INFO:root:Epoch[88] Batch [1300]	Speed: 270.41 samples/sec	Train-accuracy=0.685039
INFO:root:Epoch[88] Batch [1300]	Speed: 270.41 samples/sec	Train-top_k_accuracy_5=0.873477
INFO:root:Epoch[88] Batch [1350]	Speed: 273.91 samples/sec	Train-accuracy=0.690234
INFO:root:Epoch[88] Batch [1350]	Speed: 273.91 samples/sec	Train-top_k_accuracy_5=0.873320
INFO:root:Epoch[88] Batch [1400]	Speed: 268.68 samples/sec	Train-accuracy=0.690078
INFO:root:Epoch[88] Batch [1400]	Speed: 268.68 samples/sec	Train-top_k_accuracy_5=0.874219
INFO:root:Epoch[88] Batch [1450]	Speed: 267.12 samples/sec	Train-accuracy=0.693789
INFO:root:Epoch[88] Batch [1450]	Speed: 267.12 samples/sec	Train-top_k_accuracy_5=0.876328
INFO:root:Epoch[88] Batch [1500]	Speed: 279.86 samples/sec	Train-accuracy=0.687656
INFO:root:Epoch[88] Batch [1500]	Speed: 279.86 samples/sec	Train-top_k_accuracy_5=0.876055
INFO:root:Epoch[88] Batch [1550]	Speed: 268.75 samples/sec	Train-accuracy=0.687891
INFO:root:Epoch[88] Batch [1550]	Speed: 268.75 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[88] Batch [1600]	Speed: 267.04 samples/sec	Train-accuracy=0.696914
INFO:root:Epoch[88] Batch [1600]	Speed: 267.04 samples/sec	Train-top_k_accuracy_5=0.878867
INFO:root:Epoch[88] Batch [1650]	Speed: 274.09 samples/sec	Train-accuracy=0.694648
INFO:root:Epoch[88] Batch [1650]	Speed: 274.09 samples/sec	Train-top_k_accuracy_5=0.876719
INFO:root:Epoch[88] Batch [1700]	Speed: 274.00 samples/sec	Train-accuracy=0.689648
INFO:root:Epoch[88] Batch [1700]	Speed: 274.00 samples/sec	Train-top_k_accuracy_5=0.879414
INFO:root:Epoch[88] Batch [1750]	Speed: 272.48 samples/sec	Train-accuracy=0.692656
INFO:root:Epoch[88] Batch [1750]	Speed: 272.48 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[88] Batch [1800]	Speed: 270.63 samples/sec	Train-accuracy=0.689844
INFO:root:Epoch[88] Batch [1800]	Speed: 270.63 samples/sec	Train-top_k_accuracy_5=0.874922
INFO:root:Epoch[88] Batch [1850]	Speed: 266.89 samples/sec	Train-accuracy=0.685391
INFO:root:Epoch[88] Batch [1850]	Speed: 266.89 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[88] Batch [1900]	Speed: 266.99 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[88] Batch [1900]	Speed: 266.99 samples/sec	Train-top_k_accuracy_5=0.873594
INFO:root:Epoch[88] Batch [1950]	Speed: 276.04 samples/sec	Train-accuracy=0.688086
INFO:root:Epoch[88] Batch [1950]	Speed: 276.04 samples/sec	Train-top_k_accuracy_5=0.872422
INFO:root:Epoch[88] Batch [2000]	Speed: 272.54 samples/sec	Train-accuracy=0.693711
INFO:root:Epoch[88] Batch [2000]	Speed: 272.54 samples/sec	Train-top_k_accuracy_5=0.874766
INFO:root:Epoch[88] Batch [2050]	Speed: 272.33 samples/sec	Train-accuracy=0.687539
INFO:root:Epoch[88] Batch [2050]	Speed: 272.33 samples/sec	Train-top_k_accuracy_5=0.872969
INFO:root:Epoch[88] Batch [2100]	Speed: 268.57 samples/sec	Train-accuracy=0.688984
INFO:root:Epoch[88] Batch [2100]	Speed: 268.57 samples/sec	Train-top_k_accuracy_5=0.874141
INFO:root:Epoch[88] Batch [2150]	Speed: 270.19 samples/sec	Train-accuracy=0.687734
INFO:root:Epoch[88] Batch [2150]	Speed: 270.19 samples/sec	Train-top_k_accuracy_5=0.872305
INFO:root:Epoch[88] Batch [2200]	Speed: 265.33 samples/sec	Train-accuracy=0.694258
INFO:root:Epoch[88] Batch [2200]	Speed: 265.33 samples/sec	Train-top_k_accuracy_5=0.878203
INFO:root:Epoch[88] Batch [2250]	Speed: 272.63 samples/sec	Train-accuracy=0.693867
INFO:root:Epoch[88] Batch [2250]	Speed: 272.63 samples/sec	Train-top_k_accuracy_5=0.878125
INFO:root:Epoch[88] Batch [2300]	Speed: 272.45 samples/sec	Train-accuracy=0.693164
INFO:root:Epoch[88] Batch [2300]	Speed: 272.45 samples/sec	Train-top_k_accuracy_5=0.876797
INFO:root:Epoch[88] Batch [2350]	Speed: 268.93 samples/sec	Train-accuracy=0.693789
INFO:root:Epoch[88] Batch [2350]	Speed: 268.93 samples/sec	Train-top_k_accuracy_5=0.875078
INFO:root:Epoch[88] Batch [2400]	Speed: 270.51 samples/sec	Train-accuracy=0.693008
INFO:root:Epoch[88] Batch [2400]	Speed: 270.51 samples/sec	Train-top_k_accuracy_5=0.878242
INFO:root:Epoch[88] Batch [2450]	Speed: 268.59 samples/sec	Train-accuracy=0.692578
INFO:root:Epoch[88] Batch [2450]	Speed: 268.59 samples/sec	Train-top_k_accuracy_5=0.878047
INFO:root:Epoch[88] Batch [2500]	Speed: 272.21 samples/sec	Train-accuracy=0.691641
INFO:root:Epoch[88] Batch [2500]	Speed: 272.21 samples/sec	Train-top_k_accuracy_5=0.874102
INFO:root:Epoch[88] Resetting Data Iterator
INFO:root:Epoch[88] Time cost=4640.183
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0089.params"
INFO:root:Epoch[88] Validation-accuracy=0.712651
INFO:root:Epoch[88] Validation-top_k_accuracy_5=0.900450
INFO:root:Epoch[89] Batch [50]	Speed: 283.04 samples/sec	Train-accuracy=0.692070
INFO:root:Epoch[89] Batch [50]	Speed: 283.04 samples/sec	Train-top_k_accuracy_5=0.874297
INFO:root:Epoch[89] Batch [100]	Speed: 268.68 samples/sec	Train-accuracy=0.683984
INFO:root:Epoch[89] Batch [100]	Speed: 268.68 samples/sec	Train-top_k_accuracy_5=0.873281
INFO:root:Epoch[89] Batch [150]	Speed: 273.66 samples/sec	Train-accuracy=0.683672
INFO:root:Epoch[89] Batch [150]	Speed: 273.66 samples/sec	Train-top_k_accuracy_5=0.868984
INFO:root:Epoch[89] Batch [200]	Speed: 270.67 samples/sec	Train-accuracy=0.682187
INFO:root:Epoch[89] Batch [200]	Speed: 270.67 samples/sec	Train-top_k_accuracy_5=0.870820
INFO:root:Epoch[89] Batch [250]	Speed: 272.35 samples/sec	Train-accuracy=0.693633
INFO:root:Epoch[89] Batch [250]	Speed: 272.35 samples/sec	Train-top_k_accuracy_5=0.874336
INFO:root:Epoch[89] Batch [300]	Speed: 272.33 samples/sec	Train-accuracy=0.688164
INFO:root:Epoch[89] Batch [300]	Speed: 272.33 samples/sec	Train-top_k_accuracy_5=0.872109
INFO:root:Epoch[89] Batch [350]	Speed: 268.62 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[89] Batch [350]	Speed: 268.62 samples/sec	Train-top_k_accuracy_5=0.869609
INFO:root:Epoch[89] Batch [400]	Speed: 268.64 samples/sec	Train-accuracy=0.679141
INFO:root:Epoch[89] Batch [400]	Speed: 268.64 samples/sec	Train-top_k_accuracy_5=0.872578
INFO:root:Epoch[89] Batch [450]	Speed: 268.83 samples/sec	Train-accuracy=0.681602
INFO:root:Epoch[89] Batch [450]	Speed: 268.83 samples/sec	Train-top_k_accuracy_5=0.869961
INFO:root:Epoch[89] Batch [500]	Speed: 272.17 samples/sec	Train-accuracy=0.688203
INFO:root:Epoch[89] Batch [500]	Speed: 272.17 samples/sec	Train-top_k_accuracy_5=0.871992
INFO:root:Epoch[89] Batch [550]	Speed: 272.79 samples/sec	Train-accuracy=0.686523
INFO:root:Epoch[89] Batch [550]	Speed: 272.79 samples/sec	Train-top_k_accuracy_5=0.876719
INFO:root:Epoch[89] Batch [600]	Speed: 272.27 samples/sec	Train-accuracy=0.686250
INFO:root:Epoch[89] Batch [600]	Speed: 272.27 samples/sec	Train-top_k_accuracy_5=0.871953
INFO:root:Epoch[89] Batch [650]	Speed: 267.16 samples/sec	Train-accuracy=0.688281
INFO:root:Epoch[89] Batch [650]	Speed: 267.16 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[89] Batch [700]	Speed: 268.56 samples/sec	Train-accuracy=0.685664
INFO:root:Epoch[89] Batch [700]	Speed: 268.56 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[89] Batch [750]	Speed: 268.51 samples/sec	Train-accuracy=0.686406
INFO:root:Epoch[89] Batch [750]	Speed: 268.51 samples/sec	Train-top_k_accuracy_5=0.871094
INFO:root:Epoch[89] Batch [800]	Speed: 274.40 samples/sec	Train-accuracy=0.684297
INFO:root:Epoch[89] Batch [800]	Speed: 274.40 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[89] Batch [850]	Speed: 274.02 samples/sec	Train-accuracy=0.687656
INFO:root:Epoch[89] Batch [850]	Speed: 274.02 samples/sec	Train-top_k_accuracy_5=0.873867
INFO:root:Epoch[89] Batch [900]	Speed: 267.16 samples/sec	Train-accuracy=0.686094
INFO:root:Epoch[89] Batch [900]	Speed: 267.16 samples/sec	Train-top_k_accuracy_5=0.872031
INFO:root:Epoch[89] Batch [950]	Speed: 266.92 samples/sec	Train-accuracy=0.687734
INFO:root:Epoch[89] Batch [950]	Speed: 266.92 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[89] Batch [1000]	Speed: 270.40 samples/sec	Train-accuracy=0.689883
INFO:root:Epoch[89] Batch [1000]	Speed: 270.40 samples/sec	Train-top_k_accuracy_5=0.872461
INFO:root:Epoch[89] Batch [1050]	Speed: 272.19 samples/sec	Train-accuracy=0.685352
INFO:root:Epoch[89] Batch [1050]	Speed: 272.19 samples/sec	Train-top_k_accuracy_5=0.870469
INFO:root:Epoch[89] Batch [1100]	Speed: 272.82 samples/sec	Train-accuracy=0.688906
INFO:root:Epoch[89] Batch [1100]	Speed: 272.82 samples/sec	Train-top_k_accuracy_5=0.872422
INFO:root:Epoch[89] Batch [1150]	Speed: 268.68 samples/sec	Train-accuracy=0.682930
INFO:root:Epoch[89] Batch [1150]	Speed: 268.68 samples/sec	Train-top_k_accuracy_5=0.873945
INFO:root:Epoch[89] Batch [1200]	Speed: 273.99 samples/sec	Train-accuracy=0.688125
INFO:root:Epoch[89] Batch [1200]	Speed: 273.99 samples/sec	Train-top_k_accuracy_5=0.874687
INFO:root:Epoch[89] Batch [1250]	Speed: 275.49 samples/sec	Train-accuracy=0.686953
INFO:root:Epoch[89] Batch [1250]	Speed: 275.49 samples/sec	Train-top_k_accuracy_5=0.874180
INFO:root:Epoch[89] Batch [1300]	Speed: 267.32 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[89] Batch [1300]	Speed: 267.32 samples/sec	Train-top_k_accuracy_5=0.876953
INFO:root:Epoch[89] Batch [1350]	Speed: 281.61 samples/sec	Train-accuracy=0.686133
INFO:root:Epoch[89] Batch [1350]	Speed: 281.61 samples/sec	Train-top_k_accuracy_5=0.872734
INFO:root:Epoch[89] Batch [1400]	Speed: 265.10 samples/sec	Train-accuracy=0.690625
INFO:root:Epoch[89] Batch [1400]	Speed: 265.10 samples/sec	Train-top_k_accuracy_5=0.876211
INFO:root:Epoch[89] Batch [1450]	Speed: 266.90 samples/sec	Train-accuracy=0.696680
INFO:root:Epoch[89] Batch [1450]	Speed: 266.90 samples/sec	Train-top_k_accuracy_5=0.878242
INFO:root:Epoch[89] Batch [1500]	Speed: 267.02 samples/sec	Train-accuracy=0.688359
INFO:root:Epoch[89] Batch [1500]	Speed: 267.02 samples/sec	Train-top_k_accuracy_5=0.872969
INFO:root:Epoch[89] Batch [1550]	Speed: 274.29 samples/sec	Train-accuracy=0.688789
INFO:root:Epoch[89] Batch [1550]	Speed: 274.29 samples/sec	Train-top_k_accuracy_5=0.874922
INFO:root:Epoch[89] Batch [1600]	Speed: 276.19 samples/sec	Train-accuracy=0.690781
INFO:root:Epoch[89] Batch [1600]	Speed: 276.19 samples/sec	Train-top_k_accuracy_5=0.874883
INFO:root:Epoch[89] Batch [1650]	Speed: 271.98 samples/sec	Train-accuracy=0.691406
INFO:root:Epoch[89] Batch [1650]	Speed: 271.98 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[89] Batch [1700]	Speed: 261.89 samples/sec	Train-accuracy=0.691133
INFO:root:Epoch[89] Batch [1700]	Speed: 261.89 samples/sec	Train-top_k_accuracy_5=0.875039
INFO:root:Epoch[89] Batch [1750]	Speed: 275.90 samples/sec	Train-accuracy=0.689570
INFO:root:Epoch[89] Batch [1750]	Speed: 275.90 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[89] Batch [1800]	Speed: 270.60 samples/sec	Train-accuracy=0.693516
INFO:root:Epoch[89] Batch [1800]	Speed: 270.60 samples/sec	Train-top_k_accuracy_5=0.877695
INFO:root:Epoch[89] Batch [1850]	Speed: 272.48 samples/sec	Train-accuracy=0.686133
INFO:root:Epoch[89] Batch [1850]	Speed: 272.48 samples/sec	Train-top_k_accuracy_5=0.873320
INFO:root:Epoch[89] Batch [1900]	Speed: 272.37 samples/sec	Train-accuracy=0.690195
INFO:root:Epoch[89] Batch [1900]	Speed: 272.37 samples/sec	Train-top_k_accuracy_5=0.876172
INFO:root:Epoch[89] Batch [1950]	Speed: 272.31 samples/sec	Train-accuracy=0.691289
INFO:root:Epoch[89] Batch [1950]	Speed: 272.31 samples/sec	Train-top_k_accuracy_5=0.876797
INFO:root:Epoch[89] Batch [2000]	Speed: 273.60 samples/sec	Train-accuracy=0.694727
INFO:root:Epoch[89] Batch [2000]	Speed: 273.60 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[89] Batch [2050]	Speed: 265.23 samples/sec	Train-accuracy=0.692305
INFO:root:Epoch[89] Batch [2050]	Speed: 265.23 samples/sec	Train-top_k_accuracy_5=0.875625
INFO:root:Epoch[89] Batch [2100]	Speed: 272.33 samples/sec	Train-accuracy=0.689883
INFO:root:Epoch[89] Batch [2100]	Speed: 272.33 samples/sec	Train-top_k_accuracy_5=0.876484
INFO:root:Epoch[89] Batch [2150]	Speed: 275.73 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[89] Batch [2150]	Speed: 275.73 samples/sec	Train-top_k_accuracy_5=0.874219
INFO:root:Epoch[89] Batch [2200]	Speed: 270.67 samples/sec	Train-accuracy=0.691367
INFO:root:Epoch[89] Batch [2200]	Speed: 270.67 samples/sec	Train-top_k_accuracy_5=0.876016
INFO:root:Epoch[89] Batch [2250]	Speed: 270.33 samples/sec	Train-accuracy=0.694727
INFO:root:Epoch[89] Batch [2250]	Speed: 270.33 samples/sec	Train-top_k_accuracy_5=0.877461
INFO:root:Epoch[89] Batch [2300]	Speed: 270.28 samples/sec	Train-accuracy=0.690352
INFO:root:Epoch[89] Batch [2300]	Speed: 270.28 samples/sec	Train-top_k_accuracy_5=0.876563
INFO:root:Epoch[89] Batch [2350]	Speed: 277.85 samples/sec	Train-accuracy=0.691797
INFO:root:Epoch[89] Batch [2350]	Speed: 277.85 samples/sec	Train-top_k_accuracy_5=0.875820
INFO:root:Epoch[89] Batch [2400]	Speed: 270.27 samples/sec	Train-accuracy=0.694727
INFO:root:Epoch[89] Batch [2400]	Speed: 270.27 samples/sec	Train-top_k_accuracy_5=0.876836
INFO:root:Epoch[89] Batch [2450]	Speed: 272.46 samples/sec	Train-accuracy=0.697617
INFO:root:Epoch[89] Batch [2450]	Speed: 272.46 samples/sec	Train-top_k_accuracy_5=0.878242
INFO:root:Update[35029]: Change learning rate to 1.00000e-04
INFO:root:Epoch[89] Batch [2500]	Speed: 268.46 samples/sec	Train-accuracy=0.690781
INFO:root:Epoch[89] Batch [2500]	Speed: 268.46 samples/sec	Train-top_k_accuracy_5=0.875313
INFO:root:Epoch[89] Resetting Data Iterator
INFO:root:Epoch[89] Time cost=4722.929
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0090.params"
INFO:root:Epoch[89] Validation-accuracy=0.712651
INFO:root:Epoch[89] Validation-top_k_accuracy_5=0.901467
INFO:root:Epoch[90] Batch [50]	Speed: 286.93 samples/sec	Train-accuracy=0.691523
INFO:root:Epoch[90] Batch [50]	Speed: 286.93 samples/sec	Train-top_k_accuracy_5=0.873672
INFO:root:Epoch[90] Batch [100]	Speed: 276.16 samples/sec	Train-accuracy=0.688594
INFO:root:Epoch[90] Batch [100]	Speed: 276.16 samples/sec	Train-top_k_accuracy_5=0.873281
INFO:root:Epoch[90] Batch [150]	Speed: 282.04 samples/sec	Train-accuracy=0.686562
INFO:root:Epoch[90] Batch [150]	Speed: 282.04 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[90] Batch [200]	Speed: 306.57 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[90] Batch [200]	Speed: 306.57 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[90] Batch [250]	Speed: 301.39 samples/sec	Train-accuracy=0.694844
INFO:root:Epoch[90] Batch [250]	Speed: 301.39 samples/sec	Train-top_k_accuracy_5=0.877188
INFO:root:Epoch[90] Batch [300]	Speed: 297.15 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[90] Batch [300]	Speed: 297.15 samples/sec	Train-top_k_accuracy_5=0.870078
INFO:root:Epoch[90] Batch [350]	Speed: 301.52 samples/sec	Train-accuracy=0.684531
INFO:root:Epoch[90] Batch [350]	Speed: 301.52 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[90] Batch [400]	Speed: 301.70 samples/sec	Train-accuracy=0.685625
INFO:root:Epoch[90] Batch [400]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.871797
INFO:root:Epoch[90] Batch [450]	Speed: 293.00 samples/sec	Train-accuracy=0.685352
INFO:root:Epoch[90] Batch [450]	Speed: 293.00 samples/sec	Train-top_k_accuracy_5=0.873047
INFO:root:Epoch[90] Batch [500]	Speed: 295.19 samples/sec	Train-accuracy=0.683516
INFO:root:Epoch[90] Batch [500]	Speed: 295.19 samples/sec	Train-top_k_accuracy_5=0.871094
INFO:root:Epoch[90] Batch [550]	Speed: 301.40 samples/sec	Train-accuracy=0.693828
INFO:root:Epoch[90] Batch [550]	Speed: 301.40 samples/sec	Train-top_k_accuracy_5=0.877969
INFO:root:Epoch[90] Batch [600]	Speed: 297.12 samples/sec	Train-accuracy=0.689609
INFO:root:Epoch[90] Batch [600]	Speed: 297.12 samples/sec	Train-top_k_accuracy_5=0.873164
INFO:root:Epoch[90] Batch [650]	Speed: 301.56 samples/sec	Train-accuracy=0.688906
INFO:root:Epoch[90] Batch [650]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.869062
INFO:root:Epoch[90] Batch [700]	Speed: 299.22 samples/sec	Train-accuracy=0.691953
INFO:root:Epoch[90] Batch [700]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.872930
INFO:root:Epoch[90] Batch [750]	Speed: 303.84 samples/sec	Train-accuracy=0.685508
INFO:root:Epoch[90] Batch [750]	Speed: 303.84 samples/sec	Train-top_k_accuracy_5=0.870000
INFO:root:Epoch[90] Batch [800]	Speed: 299.22 samples/sec	Train-accuracy=0.686484
INFO:root:Epoch[90] Batch [800]	Speed: 299.22 samples/sec	Train-top_k_accuracy_5=0.873594
INFO:root:Epoch[90] Batch [850]	Speed: 298.87 samples/sec	Train-accuracy=0.689023
INFO:root:Epoch[90] Batch [850]	Speed: 298.87 samples/sec	Train-top_k_accuracy_5=0.876641
INFO:root:Epoch[90] Batch [900]	Speed: 294.97 samples/sec	Train-accuracy=0.685781
INFO:root:Epoch[90] Batch [900]	Speed: 294.97 samples/sec	Train-top_k_accuracy_5=0.871445
INFO:root:Epoch[90] Batch [950]	Speed: 301.34 samples/sec	Train-accuracy=0.691719
INFO:root:Epoch[90] Batch [950]	Speed: 301.34 samples/sec	Train-top_k_accuracy_5=0.876641
INFO:root:Epoch[90] Batch [1000]	Speed: 297.51 samples/sec	Train-accuracy=0.692305
INFO:root:Epoch[90] Batch [1000]	Speed: 297.51 samples/sec	Train-top_k_accuracy_5=0.874297
INFO:root:Epoch[90] Batch [1050]	Speed: 301.37 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[90] Batch [1050]	Speed: 301.37 samples/sec	Train-top_k_accuracy_5=0.876563
INFO:root:Epoch[90] Batch [1100]	Speed: 292.78 samples/sec	Train-accuracy=0.688008
INFO:root:Epoch[90] Batch [1100]	Speed: 292.78 samples/sec	Train-top_k_accuracy_5=0.873516
INFO:root:Epoch[90] Batch [1150]	Speed: 299.13 samples/sec	Train-accuracy=0.689570
INFO:root:Epoch[90] Batch [1150]	Speed: 299.13 samples/sec	Train-top_k_accuracy_5=0.873750
INFO:root:Epoch[90] Batch [1200]	Speed: 301.55 samples/sec	Train-accuracy=0.690039
INFO:root:Epoch[90] Batch [1200]	Speed: 301.55 samples/sec	Train-top_k_accuracy_5=0.872969
INFO:root:Epoch[90] Batch [1250]	Speed: 301.49 samples/sec	Train-accuracy=0.690937
INFO:root:Epoch[90] Batch [1250]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.875703
INFO:root:Epoch[90] Batch [1300]	Speed: 297.12 samples/sec	Train-accuracy=0.692656
INFO:root:Epoch[90] Batch [1300]	Speed: 297.12 samples/sec	Train-top_k_accuracy_5=0.877188
INFO:root:Epoch[90] Batch [1350]	Speed: 301.89 samples/sec	Train-accuracy=0.692148
INFO:root:Epoch[90] Batch [1350]	Speed: 301.89 samples/sec	Train-top_k_accuracy_5=0.874727
INFO:root:Epoch[90] Batch [1400]	Speed: 295.04 samples/sec	Train-accuracy=0.696367
INFO:root:Epoch[90] Batch [1400]	Speed: 295.04 samples/sec	Train-top_k_accuracy_5=0.877539
INFO:root:Epoch[90] Batch [1450]	Speed: 294.89 samples/sec	Train-accuracy=0.694844
INFO:root:Epoch[90] Batch [1450]	Speed: 294.89 samples/sec	Train-top_k_accuracy_5=0.876914
INFO:root:Epoch[90] Batch [1500]	Speed: 299.18 samples/sec	Train-accuracy=0.691719
INFO:root:Epoch[90] Batch [1500]	Speed: 299.18 samples/sec	Train-top_k_accuracy_5=0.876914
INFO:root:Epoch[90] Batch [1550]	Speed: 299.34 samples/sec	Train-accuracy=0.691758
INFO:root:Epoch[90] Batch [1550]	Speed: 299.34 samples/sec	Train-top_k_accuracy_5=0.875703
INFO:root:Epoch[90] Batch [1600]	Speed: 304.04 samples/sec	Train-accuracy=0.697812
INFO:root:Epoch[90] Batch [1600]	Speed: 304.04 samples/sec	Train-top_k_accuracy_5=0.880938
INFO:root:Epoch[90] Batch [1650]	Speed: 301.48 samples/sec	Train-accuracy=0.691914
INFO:root:Epoch[90] Batch [1650]	Speed: 301.48 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[90] Batch [1700]	Speed: 299.02 samples/sec	Train-accuracy=0.694766
INFO:root:Epoch[90] Batch [1700]	Speed: 299.02 samples/sec	Train-top_k_accuracy_5=0.878867
INFO:root:Epoch[90] Batch [1750]	Speed: 296.88 samples/sec	Train-accuracy=0.694219
INFO:root:Epoch[90] Batch [1750]	Speed: 296.88 samples/sec	Train-top_k_accuracy_5=0.878125
INFO:root:Epoch[90] Batch [1800]	Speed: 299.35 samples/sec	Train-accuracy=0.693867
INFO:root:Epoch[90] Batch [1800]	Speed: 299.35 samples/sec	Train-top_k_accuracy_5=0.877227
INFO:root:Epoch[90] Batch [1850]	Speed: 299.49 samples/sec	Train-accuracy=0.693438
INFO:root:Epoch[90] Batch [1850]	Speed: 299.49 samples/sec	Train-top_k_accuracy_5=0.875820
INFO:root:Epoch[90] Batch [1900]	Speed: 295.29 samples/sec	Train-accuracy=0.695742
INFO:root:Epoch[90] Batch [1900]	Speed: 295.29 samples/sec	Train-top_k_accuracy_5=0.873555
INFO:root:Epoch[90] Batch [1950]	Speed: 291.04 samples/sec	Train-accuracy=0.695117
INFO:root:Epoch[90] Batch [1950]	Speed: 291.04 samples/sec	Train-top_k_accuracy_5=0.876602
INFO:root:Epoch[90] Batch [2000]	Speed: 297.27 samples/sec	Train-accuracy=0.696875
INFO:root:Epoch[90] Batch [2000]	Speed: 297.27 samples/sec	Train-top_k_accuracy_5=0.880156
INFO:root:Epoch[90] Batch [2050]	Speed: 301.41 samples/sec	Train-accuracy=0.688945
INFO:root:Epoch[90] Batch [2050]	Speed: 301.41 samples/sec	Train-top_k_accuracy_5=0.877031
INFO:root:Epoch[90] Batch [2100]	Speed: 297.23 samples/sec	Train-accuracy=0.694023
INFO:root:Epoch[90] Batch [2100]	Speed: 297.23 samples/sec	Train-top_k_accuracy_5=0.879062
INFO:root:Epoch[90] Batch [2150]	Speed: 301.61 samples/sec	Train-accuracy=0.695781
INFO:root:Epoch[90] Batch [2150]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.877266
INFO:root:Epoch[90] Batch [2200]	Speed: 301.85 samples/sec	Train-accuracy=0.696484
INFO:root:Epoch[90] Batch [2200]	Speed: 301.85 samples/sec	Train-top_k_accuracy_5=0.877188
INFO:root:Epoch[90] Batch [2250]	Speed: 301.54 samples/sec	Train-accuracy=0.696055
INFO:root:Epoch[90] Batch [2250]	Speed: 301.54 samples/sec	Train-top_k_accuracy_5=0.878125
INFO:root:Epoch[90] Batch [2300]	Speed: 297.08 samples/sec	Train-accuracy=0.696914
INFO:root:Epoch[90] Batch [2300]	Speed: 297.08 samples/sec	Train-top_k_accuracy_5=0.877422
INFO:root:Epoch[90] Batch [2350]	Speed: 301.48 samples/sec	Train-accuracy=0.695898
INFO:root:Epoch[90] Batch [2350]	Speed: 301.48 samples/sec	Train-top_k_accuracy_5=0.877148
INFO:root:Epoch[90] Batch [2400]	Speed: 301.38 samples/sec	Train-accuracy=0.696367
INFO:root:Epoch[90] Batch [2400]	Speed: 301.38 samples/sec	Train-top_k_accuracy_5=0.877109
INFO:root:Epoch[90] Batch [2450]	Speed: 295.18 samples/sec	Train-accuracy=0.699180
INFO:root:Epoch[90] Batch [2450]	Speed: 295.18 samples/sec	Train-top_k_accuracy_5=0.879453
INFO:root:Epoch[90] Batch [2500]	Speed: 299.81 samples/sec	Train-accuracy=0.693672
INFO:root:Epoch[90] Batch [2500]	Speed: 299.81 samples/sec	Train-top_k_accuracy_5=0.875391
INFO:root:Epoch[90] Resetting Data Iterator
INFO:root:Epoch[90] Time cost=4301.622
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0091.params"
INFO:root:Epoch[90] Validation-accuracy=0.713508
INFO:root:Epoch[90] Validation-top_k_accuracy_5=0.901008
INFO:root:Epoch[91] Batch [50]	Speed: 302.38 samples/sec	Train-accuracy=0.685781
INFO:root:Epoch[91] Batch [50]	Speed: 302.38 samples/sec	Train-top_k_accuracy_5=0.876563
INFO:root:Epoch[91] Batch [100]	Speed: 299.07 samples/sec	Train-accuracy=0.688516
INFO:root:Epoch[91] Batch [100]	Speed: 299.07 samples/sec	Train-top_k_accuracy_5=0.873359
INFO:root:Epoch[91] Batch [150]	Speed: 299.14 samples/sec	Train-accuracy=0.690664
INFO:root:Epoch[91] Batch [150]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.876641
INFO:root:Epoch[91] Batch [200]	Speed: 301.51 samples/sec	Train-accuracy=0.686602
INFO:root:Epoch[91] Batch [200]	Speed: 301.51 samples/sec	Train-top_k_accuracy_5=0.873242
INFO:root:Epoch[91] Batch [250]	Speed: 301.68 samples/sec	Train-accuracy=0.692734
INFO:root:Epoch[91] Batch [250]	Speed: 301.68 samples/sec	Train-top_k_accuracy_5=0.878984
INFO:root:Epoch[91] Batch [300]	Speed: 301.61 samples/sec	Train-accuracy=0.692344
INFO:root:Epoch[91] Batch [300]	Speed: 301.61 samples/sec	Train-top_k_accuracy_5=0.873633
INFO:root:Epoch[91] Batch [350]	Speed: 295.06 samples/sec	Train-accuracy=0.685117
INFO:root:Epoch[91] Batch [350]	Speed: 295.06 samples/sec	Train-top_k_accuracy_5=0.871836
INFO:root:Epoch[91] Batch [400]	Speed: 294.83 samples/sec	Train-accuracy=0.682891
INFO:root:Epoch[91] Batch [400]	Speed: 294.83 samples/sec	Train-top_k_accuracy_5=0.871328
INFO:root:Epoch[91] Batch [450]	Speed: 297.18 samples/sec	Train-accuracy=0.688320
INFO:root:Epoch[91] Batch [450]	Speed: 297.18 samples/sec	Train-top_k_accuracy_5=0.876016
INFO:root:Epoch[91] Batch [500]	Speed: 290.76 samples/sec	Train-accuracy=0.687187
INFO:root:Epoch[91] Batch [500]	Speed: 290.76 samples/sec	Train-top_k_accuracy_5=0.874258
INFO:root:Epoch[91] Batch [550]	Speed: 304.27 samples/sec	Train-accuracy=0.695391
INFO:root:Epoch[91] Batch [550]	Speed: 304.27 samples/sec	Train-top_k_accuracy_5=0.877031
INFO:root:Epoch[91] Batch [600]	Speed: 304.06 samples/sec	Train-accuracy=0.689297
INFO:root:Epoch[91] Batch [600]	Speed: 304.06 samples/sec	Train-top_k_accuracy_5=0.874883
INFO:root:Epoch[91] Batch [650]	Speed: 301.70 samples/sec	Train-accuracy=0.689961
INFO:root:Epoch[91] Batch [650]	Speed: 301.70 samples/sec	Train-top_k_accuracy_5=0.872500
INFO:root:Epoch[91] Batch [700]	Speed: 301.31 samples/sec	Train-accuracy=0.688398
INFO:root:Epoch[91] Batch [700]	Speed: 301.31 samples/sec	Train-top_k_accuracy_5=0.875938
INFO:root:Epoch[91] Batch [750]	Speed: 292.72 samples/sec	Train-accuracy=0.687187
INFO:root:Epoch[91] Batch [750]	Speed: 292.72 samples/sec	Train-top_k_accuracy_5=0.871914
INFO:root:Epoch[91] Batch [800]	Speed: 299.28 samples/sec	Train-accuracy=0.691836
INFO:root:Epoch[91] Batch [800]	Speed: 299.28 samples/sec	Train-top_k_accuracy_5=0.875977
INFO:root:Epoch[91] Batch [850]	Speed: 297.65 samples/sec	Train-accuracy=0.690234
INFO:root:Epoch[91] Batch [850]	Speed: 297.65 samples/sec	Train-top_k_accuracy_5=0.873711
INFO:root:Epoch[91] Batch [900]	Speed: 297.70 samples/sec	Train-accuracy=0.692266
INFO:root:Epoch[91] Batch [900]	Speed: 297.70 samples/sec	Train-top_k_accuracy_5=0.874297
INFO:root:Epoch[91] Batch [950]	Speed: 303.80 samples/sec	Train-accuracy=0.690430
INFO:root:Epoch[91] Batch [950]	Speed: 303.80 samples/sec	Train-top_k_accuracy_5=0.872891
INFO:root:Epoch[91] Batch [1000]	Speed: 299.09 samples/sec	Train-accuracy=0.688984
INFO:root:Epoch[91] Batch [1000]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.871172
INFO:root:Epoch[91] Batch [1050]	Speed: 299.26 samples/sec	Train-accuracy=0.687422
INFO:root:Epoch[91] Batch [1050]	Speed: 299.26 samples/sec	Train-top_k_accuracy_5=0.873789
INFO:root:Epoch[91] Batch [1100]	Speed: 301.53 samples/sec	Train-accuracy=0.691602
INFO:root:Epoch[91] Batch [1100]	Speed: 301.53 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[91] Batch [1150]	Speed: 301.57 samples/sec	Train-accuracy=0.690547
INFO:root:Epoch[91] Batch [1150]	Speed: 301.57 samples/sec	Train-top_k_accuracy_5=0.876406
INFO:root:Epoch[91] Batch [1200]	Speed: 297.21 samples/sec	Train-accuracy=0.690078
INFO:root:Epoch[91] Batch [1200]	Speed: 297.21 samples/sec	Train-top_k_accuracy_5=0.876016
INFO:root:Epoch[91] Batch [1250]	Speed: 299.44 samples/sec	Train-accuracy=0.691797
INFO:root:Epoch[91] Batch [1250]	Speed: 299.44 samples/sec	Train-top_k_accuracy_5=0.875859
INFO:root:Epoch[91] Batch [1300]	Speed: 286.82 samples/sec	Train-accuracy=0.690703
INFO:root:Epoch[91] Batch [1300]	Speed: 286.82 samples/sec	Train-top_k_accuracy_5=0.877578
INFO:root:Epoch[91] Batch [1350]	Speed: 301.40 samples/sec	Train-accuracy=0.695703
INFO:root:Epoch[91] Batch [1350]	Speed: 301.40 samples/sec	Train-top_k_accuracy_5=0.877266
INFO:root:Epoch[91] Batch [1400]	Speed: 301.72 samples/sec	Train-accuracy=0.690352
INFO:root:Epoch[91] Batch [1400]	Speed: 301.72 samples/sec	Train-top_k_accuracy_5=0.874609
INFO:root:Epoch[91] Batch [1450]	Speed: 304.09 samples/sec	Train-accuracy=0.695937
INFO:root:Epoch[91] Batch [1450]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.877812
INFO:root:Epoch[91] Batch [1500]	Speed: 301.63 samples/sec	Train-accuracy=0.687969
INFO:root:Epoch[91] Batch [1500]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.876328
INFO:root:Epoch[91] Batch [1550]	Speed: 301.51 samples/sec	Train-accuracy=0.692852
INFO:root:Epoch[91] Batch [1550]	Speed: 301.51 samples/sec	Train-top_k_accuracy_5=0.872734
INFO:root:Epoch[91] Batch [1600]	Speed: 299.09 samples/sec	Train-accuracy=0.697422
INFO:root:Epoch[91] Batch [1600]	Speed: 299.09 samples/sec	Train-top_k_accuracy_5=0.878867
INFO:root:Epoch[91] Batch [1650]	Speed: 298.92 samples/sec	Train-accuracy=0.692422
INFO:root:Epoch[91] Batch [1650]	Speed: 298.92 samples/sec	Train-top_k_accuracy_5=0.875156
INFO:root:Epoch[91] Batch [1700]	Speed: 299.29 samples/sec	Train-accuracy=0.696836
INFO:root:Epoch[91] Batch [1700]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.876953
INFO:root:Epoch[91] Batch [1750]	Speed: 301.82 samples/sec	Train-accuracy=0.692813
INFO:root:Epoch[91] Batch [1750]	Speed: 301.82 samples/sec	Train-top_k_accuracy_5=0.877578
INFO:root:Epoch[91] Batch [1800]	Speed: 301.63 samples/sec	Train-accuracy=0.694648
INFO:root:Epoch[91] Batch [1800]	Speed: 301.63 samples/sec	Train-top_k_accuracy_5=0.878984
INFO:root:Epoch[91] Batch [1850]	Speed: 288.91 samples/sec	Train-accuracy=0.692930
INFO:root:Epoch[91] Batch [1850]	Speed: 288.91 samples/sec	Train-top_k_accuracy_5=0.875938
INFO:root:Epoch[91] Batch [1900]	Speed: 301.66 samples/sec	Train-accuracy=0.698711
INFO:root:Epoch[91] Batch [1900]	Speed: 301.66 samples/sec	Train-top_k_accuracy_5=0.875977
INFO:root:Epoch[91] Batch [1950]	Speed: 298.89 samples/sec	Train-accuracy=0.690312
INFO:root:Epoch[91] Batch [1950]	Speed: 298.89 samples/sec	Train-top_k_accuracy_5=0.873125
INFO:root:Epoch[91] Batch [2000]	Speed: 294.71 samples/sec	Train-accuracy=0.696797
INFO:root:Epoch[91] Batch [2000]	Speed: 294.71 samples/sec	Train-top_k_accuracy_5=0.878945
INFO:root:Epoch[91] Batch [2050]	Speed: 299.28 samples/sec	Train-accuracy=0.689609
INFO:root:Epoch[91] Batch [2050]	Speed: 299.28 samples/sec	Train-top_k_accuracy_5=0.876016
INFO:root:Epoch[91] Batch [2100]	Speed: 299.71 samples/sec	Train-accuracy=0.690195
INFO:root:Epoch[91] Batch [2100]	Speed: 299.71 samples/sec	Train-top_k_accuracy_5=0.876055
INFO:root:Epoch[91] Batch [2150]	Speed: 295.04 samples/sec	Train-accuracy=0.695195
INFO:root:Epoch[91] Batch [2150]	Speed: 295.04 samples/sec	Train-top_k_accuracy_5=0.875078
INFO:root:Epoch[91] Batch [2200]	Speed: 299.48 samples/sec	Train-accuracy=0.694141
INFO:root:Epoch[91] Batch [2200]	Speed: 299.48 samples/sec	Train-top_k_accuracy_5=0.879648
INFO:root:Epoch[91] Batch [2250]	Speed: 299.24 samples/sec	Train-accuracy=0.697266
INFO:root:Epoch[91] Batch [2250]	Speed: 299.24 samples/sec	Train-top_k_accuracy_5=0.878672
INFO:root:Epoch[91] Batch [2300]	Speed: 299.14 samples/sec	Train-accuracy=0.695664
INFO:root:Epoch[91] Batch [2300]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.877109
INFO:root:Epoch[91] Batch [2350]	Speed: 301.47 samples/sec	Train-accuracy=0.696445
INFO:root:Epoch[91] Batch [2350]	Speed: 301.47 samples/sec	Train-top_k_accuracy_5=0.877227
INFO:root:Epoch[91] Batch [2400]	Speed: 303.92 samples/sec	Train-accuracy=0.700156
INFO:root:Epoch[91] Batch [2400]	Speed: 303.92 samples/sec	Train-top_k_accuracy_5=0.878203
INFO:root:Epoch[91] Batch [2450]	Speed: 301.79 samples/sec	Train-accuracy=0.698320
INFO:root:Epoch[91] Batch [2450]	Speed: 301.79 samples/sec	Train-top_k_accuracy_5=0.881289
INFO:root:Epoch[91] Batch [2500]	Speed: 299.43 samples/sec	Train-accuracy=0.697695
INFO:root:Epoch[91] Batch [2500]	Speed: 299.43 samples/sec	Train-top_k_accuracy_5=0.878437
INFO:root:Epoch[91] Resetting Data Iterator
INFO:root:Epoch[91] Time cost=4281.099
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0092.params"
INFO:root:Epoch[91] Validation-accuracy=0.714186
INFO:root:Epoch[91] Validation-top_k_accuracy_5=0.901467
INFO:root:Epoch[92] Batch [50]	Speed: 300.12 samples/sec	Train-accuracy=0.693398
INFO:root:Epoch[92] Batch [50]	Speed: 300.12 samples/sec	Train-top_k_accuracy_5=0.877891
INFO:root:Epoch[92] Batch [100]	Speed: 301.49 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[92] Batch [100]	Speed: 301.49 samples/sec	Train-top_k_accuracy_5=0.874414
INFO:root:Epoch[92] Batch [150]	Speed: 297.30 samples/sec	Train-accuracy=0.687539
INFO:root:Epoch[92] Batch [150]	Speed: 297.30 samples/sec	Train-top_k_accuracy_5=0.874687
INFO:root:Epoch[92] Batch [200]	Speed: 301.83 samples/sec	Train-accuracy=0.689023
INFO:root:Epoch[92] Batch [200]	Speed: 301.83 samples/sec	Train-top_k_accuracy_5=0.872344
INFO:root:Epoch[92] Batch [250]	Speed: 301.85 samples/sec	Train-accuracy=0.689648
INFO:root:Epoch[92] Batch [250]	Speed: 301.85 samples/sec	Train-top_k_accuracy_5=0.875117
INFO:root:Epoch[92] Batch [300]	Speed: 296.94 samples/sec	Train-accuracy=0.692578
INFO:root:Epoch[92] Batch [300]	Speed: 296.94 samples/sec	Train-top_k_accuracy_5=0.874141
INFO:root:Epoch[92] Batch [350]	Speed: 301.39 samples/sec	Train-accuracy=0.684258
INFO:root:Epoch[92] Batch [350]	Speed: 301.39 samples/sec	Train-top_k_accuracy_5=0.872344
INFO:root:Epoch[92] Batch [400]	Speed: 299.23 samples/sec	Train-accuracy=0.683594
INFO:root:Epoch[92] Batch [400]	Speed: 299.23 samples/sec	Train-top_k_accuracy_5=0.874062
INFO:root:Epoch[92] Batch [450]	Speed: 299.41 samples/sec	Train-accuracy=0.688125
INFO:root:Epoch[92] Batch [450]	Speed: 299.41 samples/sec	Train-top_k_accuracy_5=0.873203
INFO:root:Epoch[92] Batch [500]	Speed: 301.67 samples/sec	Train-accuracy=0.688633
INFO:root:Epoch[92] Batch [500]	Speed: 301.67 samples/sec	Train-top_k_accuracy_5=0.871602
INFO:root:Epoch[92] Batch [550]	Speed: 297.04 samples/sec	Train-accuracy=0.692227
INFO:root:Epoch[92] Batch [550]	Speed: 297.04 samples/sec	Train-top_k_accuracy_5=0.875625
INFO:root:Epoch[92] Batch [600]	Speed: 280.96 samples/sec	Train-accuracy=0.691094
INFO:root:Epoch[92] Batch [600]	Speed: 280.96 samples/sec	Train-top_k_accuracy_5=0.872266
INFO:root:Epoch[92] Batch [650]	Speed: 301.62 samples/sec	Train-accuracy=0.692031
INFO:root:Epoch[92] Batch [650]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.875352
INFO:root:Epoch[92] Batch [700]	Speed: 301.50 samples/sec	Train-accuracy=0.692891
INFO:root:Epoch[92] Batch [700]	Speed: 301.50 samples/sec	Train-top_k_accuracy_5=0.874922
INFO:root:Epoch[92] Batch [750]	Speed: 304.09 samples/sec	Train-accuracy=0.692656
INFO:root:Epoch[92] Batch [750]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.874492
INFO:root:Epoch[92] Batch [800]	Speed: 303.89 samples/sec	Train-accuracy=0.689258
INFO:root:Epoch[92] Batch [800]	Speed: 303.89 samples/sec	Train-top_k_accuracy_5=0.875508
INFO:root:Epoch[92] Batch [850]	Speed: 299.29 samples/sec	Train-accuracy=0.689688
INFO:root:Epoch[92] Batch [850]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[92] Batch [900]	Speed: 301.24 samples/sec	Train-accuracy=0.688438
INFO:root:Epoch[92] Batch [900]	Speed: 301.24 samples/sec	Train-top_k_accuracy_5=0.873633
INFO:root:Epoch[92] Batch [950]	Speed: 297.11 samples/sec	Train-accuracy=0.687227
INFO:root:Epoch[92] Batch [950]	Speed: 297.11 samples/sec	Train-top_k_accuracy_5=0.873359
INFO:root:Epoch[92] Batch [1000]	Speed: 301.56 samples/sec	Train-accuracy=0.689609
INFO:root:Epoch[92] Batch [1000]	Speed: 301.56 samples/sec	Train-top_k_accuracy_5=0.875234
INFO:root:Epoch[92] Batch [1050]	Speed: 304.09 samples/sec	Train-accuracy=0.687383
INFO:root:Epoch[92] Batch [1050]	Speed: 304.09 samples/sec	Train-top_k_accuracy_5=0.875156
INFO:root:Epoch[92] Batch [1100]	Speed: 295.23 samples/sec	Train-accuracy=0.690117
INFO:root:Epoch[92] Batch [1100]	Speed: 295.23 samples/sec	Train-top_k_accuracy_5=0.875586
INFO:root:Epoch[92] Batch [1150]	Speed: 299.32 samples/sec	Train-accuracy=0.691484
INFO:root:Epoch[92] Batch [1150]	Speed: 299.32 samples/sec	Train-top_k_accuracy_5=0.878359
INFO:root:Epoch[92] Batch [1200]	Speed: 290.69 samples/sec	Train-accuracy=0.694453
INFO:root:Epoch[92] Batch [1200]	Speed: 290.69 samples/sec	Train-top_k_accuracy_5=0.877500
INFO:root:Epoch[92] Batch [1250]	Speed: 301.81 samples/sec	Train-accuracy=0.690820
INFO:root:Epoch[92] Batch [1250]	Speed: 301.81 samples/sec	Train-top_k_accuracy_5=0.878750
INFO:root:Epoch[92] Batch [1300]	Speed: 299.14 samples/sec	Train-accuracy=0.688008
INFO:root:Epoch[92] Batch [1300]	Speed: 299.14 samples/sec	Train-top_k_accuracy_5=0.879609
INFO:root:Epoch[92] Batch [1350]	Speed: 303.98 samples/sec	Train-accuracy=0.693555
INFO:root:Epoch[92] Batch [1350]	Speed: 303.98 samples/sec	Train-top_k_accuracy_5=0.873789
INFO:root:Epoch[92] Batch [1400]	Speed: 299.48 samples/sec	Train-accuracy=0.692578
INFO:root:Epoch[92] Batch [1400]	Speed: 299.48 samples/sec	Train-top_k_accuracy_5=0.872578
INFO:root:Epoch[92] Batch [1450]	Speed: 299.20 samples/sec	Train-accuracy=0.697969
INFO:root:Epoch[92] Batch [1450]	Speed: 299.20 samples/sec	Train-top_k_accuracy_5=0.875391
INFO:root:Epoch[92] Batch [1500]	Speed: 292.66 samples/sec	Train-accuracy=0.690898
INFO:root:Epoch[92] Batch [1500]	Speed: 292.66 samples/sec	Train-top_k_accuracy_5=0.877852
INFO:root:Epoch[92] Batch [1550]	Speed: 301.87 samples/sec	Train-accuracy=0.688750
INFO:root:Epoch[92] Batch [1550]	Speed: 301.87 samples/sec	Train-top_k_accuracy_5=0.875664
INFO:root:Epoch[92] Batch [1600]	Speed: 299.57 samples/sec	Train-accuracy=0.697148
INFO:root:Epoch[92] Batch [1600]	Speed: 299.57 samples/sec	Train-top_k_accuracy_5=0.879258
INFO:root:Epoch[92] Batch [1650]	Speed: 299.61 samples/sec	Train-accuracy=0.694453
INFO:root:Epoch[92] Batch [1650]	Speed: 299.61 samples/sec	Train-top_k_accuracy_5=0.877852
INFO:root:Epoch[92] Batch [1700]	Speed: 299.42 samples/sec	Train-accuracy=0.696250
INFO:root:Epoch[92] Batch [1700]	Speed: 299.42 samples/sec	Train-top_k_accuracy_5=0.878789
INFO:root:Epoch[92] Batch [1750]	Speed: 294.91 samples/sec	Train-accuracy=0.697539
INFO:root:Epoch[92] Batch [1750]	Speed: 294.91 samples/sec	Train-top_k_accuracy_5=0.877695
INFO:root:Epoch[92] Batch [1800]	Speed: 299.28 samples/sec	Train-accuracy=0.690117
INFO:root:Epoch[92] Batch [1800]	Speed: 299.28 samples/sec	Train-top_k_accuracy_5=0.876797
INFO:root:Epoch[92] Batch [1850]	Speed: 299.41 samples/sec	Train-accuracy=0.697617
INFO:root:Epoch[92] Batch [1850]	Speed: 299.41 samples/sec	Train-top_k_accuracy_5=0.879961
INFO:root:Epoch[92] Batch [1900]	Speed: 303.96 samples/sec	Train-accuracy=0.692383
INFO:root:Epoch[92] Batch [1900]	Speed: 303.96 samples/sec	Train-top_k_accuracy_5=0.876094
INFO:root:Epoch[92] Batch [1950]	Speed: 301.69 samples/sec	Train-accuracy=0.696914
INFO:root:Epoch[92] Batch [1950]	Speed: 301.69 samples/sec	Train-top_k_accuracy_5=0.877070
INFO:root:Epoch[92] Batch [2000]	Speed: 301.83 samples/sec	Train-accuracy=0.698711
INFO:root:Epoch[92] Batch [2000]	Speed: 301.83 samples/sec	Train-top_k_accuracy_5=0.880508
INFO:root:Epoch[92] Batch [2050]	Speed: 297.12 samples/sec	Train-accuracy=0.692773
INFO:root:Epoch[92] Batch [2050]	Speed: 297.12 samples/sec	Train-top_k_accuracy_5=0.874375
INFO:root:Epoch[92] Batch [2100]	Speed: 294.91 samples/sec	Train-accuracy=0.697383
INFO:root:Epoch[92] Batch [2100]	Speed: 294.91 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[92] Batch [2150]	Speed: 288.82 samples/sec	Train-accuracy=0.691680
INFO:root:Epoch[92] Batch [2150]	Speed: 288.82 samples/sec	Train-top_k_accuracy_5=0.876875
INFO:root:Epoch[92] Batch [2200]	Speed: 299.78 samples/sec	Train-accuracy=0.698086
INFO:root:Epoch[92] Batch [2200]	Speed: 299.78 samples/sec	Train-top_k_accuracy_5=0.879727
INFO:root:Epoch[92] Batch [2250]	Speed: 304.03 samples/sec	Train-accuracy=0.700195
INFO:root:Epoch[92] Batch [2250]	Speed: 304.03 samples/sec	Train-top_k_accuracy_5=0.880313
INFO:root:Epoch[92] Batch [2300]	Speed: 295.13 samples/sec	Train-accuracy=0.698516
INFO:root:Epoch[92] Batch [2300]	Speed: 295.13 samples/sec	Train-top_k_accuracy_5=0.876563
INFO:root:Epoch[92] Batch [2350]	Speed: 301.29 samples/sec	Train-accuracy=0.693086
INFO:root:Epoch[92] Batch [2350]	Speed: 301.29 samples/sec	Train-top_k_accuracy_5=0.878359
INFO:root:Epoch[92] Batch [2400]	Speed: 299.29 samples/sec	Train-accuracy=0.699688
INFO:root:Epoch[92] Batch [2400]	Speed: 299.29 samples/sec	Train-top_k_accuracy_5=0.878281
INFO:root:Epoch[92] Batch [2450]	Speed: 301.62 samples/sec	Train-accuracy=0.699336
INFO:root:Epoch[92] Batch [2450]	Speed: 301.62 samples/sec	Train-top_k_accuracy_5=0.881133
INFO:root:Epoch[92] Batch [2500]	Speed: 295.09 samples/sec	Train-accuracy=0.693164
INFO:root:Epoch[92] Batch [2500]	Speed: 295.09 samples/sec	Train-top_k_accuracy_5=0.877266
INFO:root:Epoch[92] Resetting Data Iterator
INFO:root:Epoch[92] Time cost=4285.639
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0093.params"
INFO:root:Epoch[92] Validation-accuracy=0.713927
INFO:root:Epoch[92] Validation-top_k_accuracy_5=0.901148
INFO:root:Epoch[93] Batch [50]	Speed: 279.92 samples/sec	Train-accuracy=0.691797
INFO:root:Epoch[93] Batch [50]	Speed: 279.92 samples/sec	Train-top_k_accuracy_5=0.875430
INFO:root:Epoch[93] Batch [100]	Speed: 279.36 samples/sec	Train-accuracy=0.689297
INFO:root:Epoch[93] Batch [100]	Speed: 279.36 samples/sec	Train-top_k_accuracy_5=0.875195
INFO:root:Epoch[93] Batch [150]	Speed: 267.06 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[93] Batch [150]	Speed: 267.06 samples/sec	Train-top_k_accuracy_5=0.874922
INFO:root:Epoch[93] Batch [200]	Speed: 281.82 samples/sec	Train-accuracy=0.685742
INFO:root:Epoch[93] Batch [200]	Speed: 281.82 samples/sec	Train-top_k_accuracy_5=0.873125
INFO:root:Epoch[93] Batch [250]	Speed: 272.53 samples/sec	Train-accuracy=0.693320
INFO:root:Epoch[93] Batch [250]	Speed: 272.53 samples/sec	Train-top_k_accuracy_5=0.876367
INFO:root:Epoch[93] Batch [300]	Speed: 276.19 samples/sec	Train-accuracy=0.691094
INFO:root:Epoch[93] Batch [300]	Speed: 276.19 samples/sec	Train-top_k_accuracy_5=0.872305
INFO:root:Epoch[93] Batch [350]	Speed: 277.80 samples/sec	Train-accuracy=0.688164
INFO:root:Epoch[93] Batch [350]	Speed: 277.80 samples/sec	Train-top_k_accuracy_5=0.870156
INFO:root:Epoch[93] Batch [400]	Speed: 280.24 samples/sec	Train-accuracy=0.686641
INFO:root:Epoch[93] Batch [400]	Speed: 280.24 samples/sec	Train-top_k_accuracy_5=0.874961
INFO:root:Epoch[93] Batch [450]	Speed: 276.26 samples/sec	Train-accuracy=0.685430
INFO:root:Epoch[93] Batch [450]	Speed: 276.26 samples/sec	Train-top_k_accuracy_5=0.872656
INFO:root:Epoch[93] Batch [500]	Speed: 270.60 samples/sec	Train-accuracy=0.689766
INFO:root:Epoch[93] Batch [500]	Speed: 270.60 samples/sec	Train-top_k_accuracy_5=0.872812
INFO:root:Epoch[93] Batch [550]	Speed: 280.03 samples/sec	Train-accuracy=0.692148
INFO:root:Epoch[93] Batch [550]	Speed: 280.03 samples/sec	Train-top_k_accuracy_5=0.875195
INFO:root:Epoch[93] Batch [600]	Speed: 276.24 samples/sec	Train-accuracy=0.689492
INFO:root:Epoch[93] Batch [600]	Speed: 276.24 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[93] Batch [650]	Speed: 274.31 samples/sec	Train-accuracy=0.691797
INFO:root:Epoch[93] Batch [650]	Speed: 274.31 samples/sec	Train-top_k_accuracy_5=0.874375
INFO:root:Epoch[93] Batch [700]	Speed: 270.66 samples/sec	Train-accuracy=0.686836
INFO:root:Epoch[93] Batch [700]	Speed: 270.66 samples/sec	Train-top_k_accuracy_5=0.871875
INFO:root:Epoch[93] Batch [750]	Speed: 272.81 samples/sec	Train-accuracy=0.691602
INFO:root:Epoch[93] Batch [750]	Speed: 272.81 samples/sec	Train-top_k_accuracy_5=0.873320
INFO:root:Epoch[93] Batch [800]	Speed: 274.32 samples/sec	Train-accuracy=0.691602
INFO:root:Epoch[93] Batch [800]	Speed: 274.32 samples/sec	Train-top_k_accuracy_5=0.875234
INFO:root:Epoch[93] Batch [850]	Speed: 277.84 samples/sec	Train-accuracy=0.690352
INFO:root:Epoch[93] Batch [850]	Speed: 277.84 samples/sec	Train-top_k_accuracy_5=0.876211
INFO:root:Epoch[93] Batch [900]	Speed: 278.34 samples/sec	Train-accuracy=0.692266
INFO:root:Epoch[93] Batch [900]	Speed: 278.34 samples/sec	Train-top_k_accuracy_5=0.872695
INFO:root:Epoch[93] Batch [950]	Speed: 276.35 samples/sec	Train-accuracy=0.687617
INFO:root:Epoch[93] Batch [950]	Speed: 276.35 samples/sec	Train-top_k_accuracy_5=0.874023
INFO:root:Epoch[93] Batch [1000]	Speed: 285.80 samples/sec	Train-accuracy=0.688242
INFO:root:Epoch[93] Batch [1000]	Speed: 285.80 samples/sec	Train-top_k_accuracy_5=0.875430
INFO:root:Epoch[93] Batch [1050]	Speed: 282.10 samples/sec	Train-accuracy=0.688203
INFO:root:Epoch[93] Batch [1050]	Speed: 282.10 samples/sec	Train-top_k_accuracy_5=0.875273
INFO:root:Epoch[93] Batch [1100]	Speed: 280.11 samples/sec	Train-accuracy=0.690820
INFO:root:Epoch[93] Batch [1100]	Speed: 280.11 samples/sec	Train-top_k_accuracy_5=0.873828
INFO:root:Epoch[93] Batch [1150]	Speed: 276.03 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[93] Batch [1150]	Speed: 276.03 samples/sec	Train-top_k_accuracy_5=0.874766
INFO:root:Epoch[93] Batch [1200]	Speed: 286.08 samples/sec	Train-accuracy=0.690820
INFO:root:Epoch[93] Batch [1200]	Speed: 286.08 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[93] Batch [1250]	Speed: 278.01 samples/sec	Train-accuracy=0.692187
INFO:root:Epoch[93] Batch [1250]	Speed: 278.01 samples/sec	Train-top_k_accuracy_5=0.878711
INFO:root:Epoch[93] Batch [1300]	Speed: 276.27 samples/sec	Train-accuracy=0.693750
INFO:root:Epoch[93] Batch [1300]	Speed: 276.27 samples/sec	Train-top_k_accuracy_5=0.879453
INFO:root:Epoch[93] Batch [1350]	Speed: 281.85 samples/sec	Train-accuracy=0.691055
INFO:root:Epoch[93] Batch [1350]	Speed: 281.85 samples/sec	Train-top_k_accuracy_5=0.875430
INFO:root:Epoch[93] Batch [1400]	Speed: 282.18 samples/sec	Train-accuracy=0.695273
INFO:root:Epoch[93] Batch [1400]	Speed: 282.18 samples/sec	Train-top_k_accuracy_5=0.878555
INFO:root:Epoch[93] Batch [1450]	Speed: 279.90 samples/sec	Train-accuracy=0.693828
INFO:root:Epoch[93] Batch [1450]	Speed: 279.90 samples/sec	Train-top_k_accuracy_5=0.874961
INFO:root:Epoch[93] Batch [1500]	Speed: 290.18 samples/sec	Train-accuracy=0.693477
INFO:root:Epoch[93] Batch [1500]	Speed: 290.18 samples/sec	Train-top_k_accuracy_5=0.874414
INFO:root:Epoch[93] Batch [1550]	Speed: 276.66 samples/sec	Train-accuracy=0.693672
INFO:root:Epoch[93] Batch [1550]	Speed: 276.66 samples/sec	Train-top_k_accuracy_5=0.878789
INFO:root:Epoch[93] Batch [1600]	Speed: 286.09 samples/sec	Train-accuracy=0.697187
INFO:root:Epoch[93] Batch [1600]	Speed: 286.09 samples/sec	Train-top_k_accuracy_5=0.880781
INFO:root:Epoch[93] Batch [1650]	Speed: 283.81 samples/sec	Train-accuracy=0.695234
INFO:root:Epoch[93] Batch [1650]	Speed: 283.81 samples/sec	Train-top_k_accuracy_5=0.878594
INFO:root:Epoch[93] Batch [1700]	Speed: 285.95 samples/sec	Train-accuracy=0.696953
INFO:root:Epoch[93] Batch [1700]	Speed: 285.95 samples/sec	Train-top_k_accuracy_5=0.880859
INFO:root:Epoch[93] Batch [1750]	Speed: 280.22 samples/sec	Train-accuracy=0.696953
INFO:root:Epoch[93] Batch [1750]	Speed: 280.22 samples/sec	Train-top_k_accuracy_5=0.879570
INFO:root:Epoch[93] Batch [1800]	Speed: 284.25 samples/sec	Train-accuracy=0.695664
INFO:root:Epoch[93] Batch [1800]	Speed: 284.25 samples/sec	Train-top_k_accuracy_5=0.879766
INFO:root:Epoch[93] Batch [1850]	Speed: 288.21 samples/sec	Train-accuracy=0.694805
INFO:root:Epoch[93] Batch [1850]	Speed: 288.21 samples/sec	Train-top_k_accuracy_5=0.876133
INFO:root:Epoch[93] Batch [1900]	Speed: 286.07 samples/sec	Train-accuracy=0.691953
INFO:root:Epoch[93] Batch [1900]	Speed: 286.07 samples/sec	Train-top_k_accuracy_5=0.877773
INFO:root:Epoch[93] Batch [1950]	Speed: 282.06 samples/sec	Train-accuracy=0.697227
INFO:root:Epoch[93] Batch [1950]	Speed: 282.06 samples/sec	Train-top_k_accuracy_5=0.875156
INFO:root:Epoch[93] Batch [2000]	Speed: 285.99 samples/sec	Train-accuracy=0.700195
INFO:root:Epoch[93] Batch [2000]	Speed: 285.99 samples/sec	Train-top_k_accuracy_5=0.878242
INFO:root:Epoch[93] Batch [2050]	Speed: 284.12 samples/sec	Train-accuracy=0.692344
INFO:root:Epoch[93] Batch [2050]	Speed: 284.12 samples/sec	Train-top_k_accuracy_5=0.877852
INFO:root:Epoch[93] Batch [2100]	Speed: 284.18 samples/sec	Train-accuracy=0.695547
INFO:root:Epoch[93] Batch [2100]	Speed: 284.18 samples/sec	Train-top_k_accuracy_5=0.877500
INFO:root:Epoch[93] Batch [2150]	Speed: 290.36 samples/sec	Train-accuracy=0.693828
INFO:root:Epoch[93] Batch [2150]	Speed: 290.36 samples/sec	Train-top_k_accuracy_5=0.878672
INFO:root:Epoch[93] Batch [2200]	Speed: 285.99 samples/sec	Train-accuracy=0.698984
INFO:root:Epoch[93] Batch [2200]	Speed: 285.99 samples/sec	Train-top_k_accuracy_5=0.878945
INFO:root:Epoch[93] Batch [2250]	Speed: 282.27 samples/sec	Train-accuracy=0.696367
INFO:root:Epoch[93] Batch [2250]	Speed: 282.27 samples/sec	Train-top_k_accuracy_5=0.878516
INFO:root:Epoch[93] Batch [2300]	Speed: 288.21 samples/sec	Train-accuracy=0.695000
INFO:root:Epoch[93] Batch [2300]	Speed: 288.21 samples/sec	Train-top_k_accuracy_5=0.878750
INFO:root:Epoch[93] Batch [2350]	Speed: 286.20 samples/sec	Train-accuracy=0.697266
INFO:root:Epoch[93] Batch [2350]	Speed: 286.20 samples/sec	Train-top_k_accuracy_5=0.877422
INFO:root:Epoch[93] Batch [2400]	Speed: 286.06 samples/sec	Train-accuracy=0.695977
INFO:root:Epoch[93] Batch [2400]	Speed: 286.06 samples/sec	Train-top_k_accuracy_5=0.879219
INFO:root:Epoch[93] Batch [2450]	Speed: 284.06 samples/sec	Train-accuracy=0.694805
INFO:root:Epoch[93] Batch [2450]	Speed: 284.06 samples/sec	Train-top_k_accuracy_5=0.878437
INFO:root:Epoch[93] Batch [2500]	Speed: 286.24 samples/sec	Train-accuracy=0.693320
INFO:root:Epoch[93] Batch [2500]	Speed: 286.24 samples/sec	Train-top_k_accuracy_5=0.878555
INFO:root:Epoch[93] Resetting Data Iterator
INFO:root:Epoch[93] Time cost=4566.517
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0094.params"
INFO:root:Epoch[93] Validation-accuracy=0.713528
INFO:root:Epoch[93] Validation-top_k_accuracy_5=0.901706
INFO:root:Epoch[94] Batch [50]	Speed: 299.89 samples/sec	Train-accuracy=0.690312
INFO:root:Epoch[94] Batch [50]	Speed: 299.89 samples/sec	Train-top_k_accuracy_5=0.876133
INFO:root:Epoch[94] Batch [100]	Speed: 279.84 samples/sec	Train-accuracy=0.693828
INFO:root:Epoch[94] Batch [100]	Speed: 279.84 samples/sec	Train-top_k_accuracy_5=0.874648
INFO:root:Epoch[94] Batch [150]	Speed: 281.87 samples/sec	Train-accuracy=0.691328
INFO:root:Epoch[94] Batch [150]	Speed: 281.87 samples/sec	Train-top_k_accuracy_5=0.874062
INFO:root:Epoch[94] Batch [200]	Speed: 281.94 samples/sec	Train-accuracy=0.686367
INFO:root:Epoch[94] Batch [200]	Speed: 281.94 samples/sec	Train-top_k_accuracy_5=0.873203
INFO:root:Epoch[94] Batch [250]	Speed: 276.13 samples/sec	Train-accuracy=0.693984
INFO:root:Epoch[94] Batch [250]	Speed: 276.13 samples/sec	Train-top_k_accuracy_5=0.876250
INFO:root:Epoch[94] Batch [300]	Speed: 280.27 samples/sec	Train-accuracy=0.690117
INFO:root:Epoch[94] Batch [300]	Speed: 280.27 samples/sec	Train-top_k_accuracy_5=0.870664
INFO:root:Epoch[94] Batch [350]	Speed: 278.24 samples/sec	Train-accuracy=0.685781
INFO:root:Epoch[94] Batch [350]	Speed: 278.24 samples/sec	Train-top_k_accuracy_5=0.870742
INFO:root:Epoch[94] Batch [400]	Speed: 283.66 samples/sec	Train-accuracy=0.686328
INFO:root:Epoch[94] Batch [400]	Speed: 283.66 samples/sec	Train-top_k_accuracy_5=0.875117
INFO:root:Epoch[94] Batch [450]	Speed: 280.06 samples/sec	Train-accuracy=0.687305
INFO:root:Epoch[94] Batch [450]	Speed: 280.06 samples/sec	Train-top_k_accuracy_5=0.872188
INFO:root:Epoch[94] Batch [500]	Speed: 272.86 samples/sec	Train-accuracy=0.687891
INFO:root:Epoch[94] Batch [500]	Speed: 272.86 samples/sec	Train-top_k_accuracy_5=0.872617
INFO:root:Epoch[94] Batch [550]	Speed: 280.09 samples/sec	Train-accuracy=0.694492
INFO:root:Epoch[94] Batch [550]	Speed: 280.09 samples/sec	Train-top_k_accuracy_5=0.877617
INFO:root:Epoch[94] Batch [600]	Speed: 279.69 samples/sec	Train-accuracy=0.689141
INFO:root:Epoch[94] Batch [600]	Speed: 279.69 samples/sec	Train-top_k_accuracy_5=0.874180
INFO:root:Epoch[94] Batch [650]	Speed: 276.44 samples/sec	Train-accuracy=0.689648
INFO:root:Epoch[94] Batch [650]	Speed: 276.44 samples/sec	Train-top_k_accuracy_5=0.871641
INFO:root:Epoch[94] Batch [700]	Speed: 268.84 samples/sec	Train-accuracy=0.691133
INFO:root:Epoch[94] Batch [700]	Speed: 268.84 samples/sec	Train-top_k_accuracy_5=0.876914
INFO:root:Epoch[94] Batch [750]	Speed: 274.30 samples/sec	Train-accuracy=0.689844
INFO:root:Epoch[94] Batch [750]	Speed: 274.30 samples/sec	Train-top_k_accuracy_5=0.873984
INFO:root:Epoch[94] Batch [800]	Speed: 274.33 samples/sec	Train-accuracy=0.688555
INFO:root:Epoch[94] Batch [800]	Speed: 274.33 samples/sec	Train-top_k_accuracy_5=0.873437
INFO:root:Epoch[94] Batch [850]	Speed: 276.26 samples/sec	Train-accuracy=0.690312
INFO:root:Epoch[94] Batch [850]	Speed: 276.26 samples/sec	Train-top_k_accuracy_5=0.875625
INFO:root:Epoch[94] Batch [900]	Speed: 274.34 samples/sec	Train-accuracy=0.693008
INFO:root:Epoch[94] Batch [900]	Speed: 274.34 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[94] Batch [950]	Speed: 277.95 samples/sec	Train-accuracy=0.689102
INFO:root:Epoch[94] Batch [950]	Speed: 277.95 samples/sec	Train-top_k_accuracy_5=0.876914
INFO:root:Epoch[94] Batch [1000]	Speed: 280.30 samples/sec	Train-accuracy=0.696445
INFO:root:Epoch[94] Batch [1000]	Speed: 280.30 samples/sec	Train-top_k_accuracy_5=0.875234
INFO:root:Epoch[94] Batch [1050]	Speed: 273.90 samples/sec	Train-accuracy=0.690391
INFO:root:Epoch[94] Batch [1050]	Speed: 273.90 samples/sec	Train-top_k_accuracy_5=0.875859
INFO:root:Epoch[94] Batch [1100]	Speed: 282.39 samples/sec	Train-accuracy=0.692695
INFO:root:Epoch[94] Batch [1100]	Speed: 282.39 samples/sec	Train-top_k_accuracy_5=0.874180
INFO:root:Epoch[94] Batch [1150]	Speed: 284.12 samples/sec	Train-accuracy=0.691523
INFO:root:Epoch[94] Batch [1150]	Speed: 284.12 samples/sec	Train-top_k_accuracy_5=0.877344
INFO:root:Epoch[94] Batch [1200]	Speed: 278.00 samples/sec	Train-accuracy=0.693438
INFO:root:Epoch[94] Batch [1200]	Speed: 278.00 samples/sec	Train-top_k_accuracy_5=0.878320
INFO:root:Epoch[94] Batch [1250]	Speed: 296.18 samples/sec	Train-accuracy=0.692422
INFO:root:Epoch[94] Batch [1250]	Speed: 296.18 samples/sec	Train-top_k_accuracy_5=0.877070
INFO:root:Epoch[94] Batch [1300]	Speed: 278.42 samples/sec	Train-accuracy=0.692578
INFO:root:Epoch[94] Batch [1300]	Speed: 278.42 samples/sec	Train-top_k_accuracy_5=0.876836
INFO:root:Epoch[94] Batch [1350]	Speed: 288.17 samples/sec	Train-accuracy=0.693594
INFO:root:Epoch[94] Batch [1350]	Speed: 288.17 samples/sec	Train-top_k_accuracy_5=0.876523
INFO:root:Epoch[94] Batch [1400]	Speed: 280.10 samples/sec	Train-accuracy=0.694258
INFO:root:Epoch[94] Batch [1400]	Speed: 280.10 samples/sec	Train-top_k_accuracy_5=0.876172
INFO:root:Epoch[94] Batch [1450]	Speed: 278.45 samples/sec	Train-accuracy=0.693086
INFO:root:Epoch[94] Batch [1450]	Speed: 278.45 samples/sec	Train-top_k_accuracy_5=0.878203
INFO:root:Epoch[94] Batch [1500]	Speed: 286.22 samples/sec	Train-accuracy=0.690078
INFO:root:Epoch[94] Batch [1500]	Speed: 286.22 samples/sec	Train-top_k_accuracy_5=0.875313
INFO:root:Epoch[94] Batch [1550]	Speed: 278.14 samples/sec	Train-accuracy=0.692813
INFO:root:Epoch[94] Batch [1550]	Speed: 278.14 samples/sec	Train-top_k_accuracy_5=0.877617
INFO:root:Epoch[94] Batch [1600]	Speed: 276.05 samples/sec	Train-accuracy=0.696992
INFO:root:Epoch[94] Batch [1600]	Speed: 276.05 samples/sec	Train-top_k_accuracy_5=0.879648
INFO:root:Epoch[94] Batch [1650]	Speed: 282.00 samples/sec	Train-accuracy=0.695234
INFO:root:Epoch[94] Batch [1650]	Speed: 282.00 samples/sec	Train-top_k_accuracy_5=0.876367
INFO:root:Epoch[94] Batch [1700]	Speed: 274.36 samples/sec	Train-accuracy=0.697187
INFO:root:Epoch[94] Batch [1700]	Speed: 274.36 samples/sec	Train-top_k_accuracy_5=0.881445
INFO:root:Epoch[94] Batch [1750]	Speed: 284.04 samples/sec	Train-accuracy=0.694922
INFO:root:Epoch[94] Batch [1750]	Speed: 284.04 samples/sec	Train-top_k_accuracy_5=0.875430
INFO:root:Epoch[94] Batch [1800]	Speed: 278.54 samples/sec	Train-accuracy=0.694336
INFO:root:Epoch[94] Batch [1800]	Speed: 278.54 samples/sec	Train-top_k_accuracy_5=0.877031
INFO:root:Epoch[94] Batch [1850]	Speed: 278.19 samples/sec	Train-accuracy=0.690508
INFO:root:Epoch[94] Batch [1850]	Speed: 278.19 samples/sec	Train-top_k_accuracy_5=0.873398
INFO:root:Epoch[94] Batch [1900]	Speed: 283.76 samples/sec	Train-accuracy=0.697383
INFO:root:Epoch[94] Batch [1900]	Speed: 283.76 samples/sec	Train-top_k_accuracy_5=0.876211
INFO:root:Epoch[94] Batch [1950]	Speed: 270.74 samples/sec	Train-accuracy=0.695781
INFO:root:Epoch[94] Batch [1950]	Speed: 270.74 samples/sec	Train-top_k_accuracy_5=0.876641
INFO:root:Epoch[94] Batch [2000]	Speed: 286.02 samples/sec	Train-accuracy=0.698555
INFO:root:Epoch[94] Batch [2000]	Speed: 286.02 samples/sec	Train-top_k_accuracy_5=0.879648
INFO:root:Epoch[94] Batch [2050]	Speed: 279.62 samples/sec	Train-accuracy=0.688047
INFO:root:Epoch[94] Batch [2050]	Speed: 279.62 samples/sec	Train-top_k_accuracy_5=0.879844
INFO:root:Epoch[94] Batch [2100]	Speed: 282.21 samples/sec	Train-accuracy=0.696094
INFO:root:Epoch[94] Batch [2100]	Speed: 282.21 samples/sec	Train-top_k_accuracy_5=0.879961
INFO:root:Epoch[94] Batch [2150]	Speed: 276.16 samples/sec	Train-accuracy=0.689375
INFO:root:Epoch[94] Batch [2150]	Speed: 276.16 samples/sec	Train-top_k_accuracy_5=0.878359
INFO:root:Epoch[94] Batch [2200]	Speed: 281.95 samples/sec	Train-accuracy=0.697070
INFO:root:Epoch[94] Batch [2200]	Speed: 281.95 samples/sec	Train-top_k_accuracy_5=0.878398
INFO:root:Epoch[94] Batch [2250]	Speed: 275.69 samples/sec	Train-accuracy=0.694648
INFO:root:Epoch[94] Batch [2250]	Speed: 275.69 samples/sec	Train-top_k_accuracy_5=0.878359
INFO:root:Epoch[94] Batch [2300]	Speed: 282.36 samples/sec	Train-accuracy=0.696016
INFO:root:Epoch[94] Batch [2300]	Speed: 282.36 samples/sec	Train-top_k_accuracy_5=0.873047
INFO:root:Epoch[94] Batch [2350]	Speed: 280.13 samples/sec	Train-accuracy=0.697109
INFO:root:Epoch[94] Batch [2350]	Speed: 280.13 samples/sec	Train-top_k_accuracy_5=0.877734
INFO:root:Epoch[94] Batch [2400]	Speed: 270.69 samples/sec	Train-accuracy=0.698633
INFO:root:Epoch[94] Batch [2400]	Speed: 270.69 samples/sec	Train-top_k_accuracy_5=0.879453
INFO:root:Epoch[94] Batch [2450]	Speed: 278.26 samples/sec	Train-accuracy=0.702891
INFO:root:Epoch[94] Batch [2450]	Speed: 278.26 samples/sec	Train-top_k_accuracy_5=0.880820
INFO:root:Epoch[94] Batch [2500]	Speed: 274.46 samples/sec	Train-accuracy=0.695703
INFO:root:Epoch[94] Batch [2500]	Speed: 274.46 samples/sec	Train-top_k_accuracy_5=0.876953
INFO:root:Epoch[94] Resetting Data Iterator
INFO:root:Epoch[94] Time cost=4584.451
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0095.params"
INFO:root:Epoch[94] Validation-accuracy=0.713568
INFO:root:Epoch[94] Validation-top_k_accuracy_5=0.901287
INFO:root:Namespace(aug_level=1, batch_size=512, bn_mom=0.9, data_dir='/home/work/data/ImageClassify/imagenet/CLS-LOC/limu', data_type='imagenet', depth=34, gpus='2,3,4,5,6,7', kv_store='device', list_dir='./', lr=0.0001, model_load_epoch=95, mom=0.9, num_examples=1281167, retrain=True, wd=0.0001)
[11:27:19] src/io/iter_image_recordio.cc:211: ImageRecordIOParser: /home/work/data/ImageClassify/imagenet/CLS-LOC/limu/train_256_q90.rec, use 4 threads for decoding..
[11:27:19] src/io/iter_image_recordio.cc:211: ImageRecordIOParser: /home/work/data/ImageClassify/imagenet/CLS-LOC/limu/val_256_q90.rec, use 4 threads for decoding..
INFO:root:Start training with [gpu(2), gpu(3), gpu(4), gpu(5), gpu(6), gpu(7)]
INFO:root:Epoch[95] Batch [50]	Speed: 481.07 samples/sec	Train-accuracy=0.759883
INFO:root:Epoch[95] Batch [50]	Speed: 481.07 samples/sec	Train-top_k_accuracy_5=0.926836
INFO:root:Epoch[95] Batch [100]	Speed: 460.11 samples/sec	Train-accuracy=0.759336
INFO:root:Epoch[95] Batch [100]	Speed: 460.11 samples/sec	Train-top_k_accuracy_5=0.927383
INFO:root:Epoch[95] Batch [150]	Speed: 457.50 samples/sec	Train-accuracy=0.761523
INFO:root:Epoch[95] Batch [150]	Speed: 457.50 samples/sec	Train-top_k_accuracy_5=0.927930
INFO:root:Epoch[95] Batch [200]	Speed: 468.30 samples/sec	Train-accuracy=0.761289
INFO:root:Epoch[95] Batch [200]	Speed: 468.30 samples/sec	Train-top_k_accuracy_5=0.926094
INFO:root:Epoch[95] Batch [250]	Speed: 471.38 samples/sec	Train-accuracy=0.767891
INFO:root:Epoch[95] Batch [250]	Speed: 471.38 samples/sec	Train-top_k_accuracy_5=0.929414
INFO:root:Epoch[95] Batch [300]	Speed: 471.63 samples/sec	Train-accuracy=0.768867
INFO:root:Epoch[95] Batch [300]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.928945
INFO:root:Epoch[95] Batch [350]	Speed: 472.40 samples/sec	Train-accuracy=0.762617
INFO:root:Epoch[95] Batch [350]	Speed: 472.40 samples/sec	Train-top_k_accuracy_5=0.925742
INFO:root:Epoch[95] Batch [400]	Speed: 471.95 samples/sec	Train-accuracy=0.765234
INFO:root:Epoch[95] Batch [400]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.927695
INFO:root:Epoch[95] Batch [450]	Speed: 473.53 samples/sec	Train-accuracy=0.769062
INFO:root:Epoch[95] Batch [450]	Speed: 473.53 samples/sec	Train-top_k_accuracy_5=0.929648
INFO:root:Epoch[95] Batch [500]	Speed: 472.46 samples/sec	Train-accuracy=0.768984
INFO:root:Epoch[95] Batch [500]	Speed: 472.46 samples/sec	Train-top_k_accuracy_5=0.930273
INFO:root:Epoch[95] Batch [550]	Speed: 473.65 samples/sec	Train-accuracy=0.775625
INFO:root:Epoch[95] Batch [550]	Speed: 473.65 samples/sec	Train-top_k_accuracy_5=0.933359
INFO:root:Epoch[95] Batch [600]	Speed: 471.15 samples/sec	Train-accuracy=0.767617
INFO:root:Epoch[95] Batch [600]	Speed: 471.15 samples/sec	Train-top_k_accuracy_5=0.930352
INFO:root:Epoch[95] Batch [650]	Speed: 472.16 samples/sec	Train-accuracy=0.770938
INFO:root:Epoch[95] Batch [650]	Speed: 472.16 samples/sec	Train-top_k_accuracy_5=0.928984
INFO:root:Epoch[95] Batch [700]	Speed: 473.04 samples/sec	Train-accuracy=0.771133
INFO:root:Epoch[95] Batch [700]	Speed: 473.04 samples/sec	Train-top_k_accuracy_5=0.931914
INFO:root:Epoch[95] Batch [750]	Speed: 471.41 samples/sec	Train-accuracy=0.765195
INFO:root:Epoch[95] Batch [750]	Speed: 471.41 samples/sec	Train-top_k_accuracy_5=0.933438
INFO:root:Epoch[95] Batch [800]	Speed: 471.98 samples/sec	Train-accuracy=0.773906
INFO:root:Epoch[95] Batch [800]	Speed: 471.98 samples/sec	Train-top_k_accuracy_5=0.933281
INFO:root:Epoch[95] Batch [850]	Speed: 472.53 samples/sec	Train-accuracy=0.768750
INFO:root:Epoch[95] Batch [850]	Speed: 472.53 samples/sec	Train-top_k_accuracy_5=0.931250
INFO:root:Epoch[95] Batch [900]	Speed: 471.40 samples/sec	Train-accuracy=0.771719
INFO:root:Epoch[95] Batch [900]	Speed: 471.40 samples/sec	Train-top_k_accuracy_5=0.933164
INFO:root:Epoch[95] Batch [950]	Speed: 472.29 samples/sec	Train-accuracy=0.770664
INFO:root:Epoch[95] Batch [950]	Speed: 472.29 samples/sec	Train-top_k_accuracy_5=0.933203
INFO:root:Epoch[95] Batch [1000]	Speed: 471.99 samples/sec	Train-accuracy=0.773125
INFO:root:Epoch[95] Batch [1000]	Speed: 471.99 samples/sec	Train-top_k_accuracy_5=0.933281
INFO:root:Epoch[95] Batch [1050]	Speed: 471.22 samples/sec	Train-accuracy=0.770000
INFO:root:Epoch[95] Batch [1050]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.932813
INFO:root:Epoch[95] Batch [1100]	Speed: 472.01 samples/sec	Train-accuracy=0.774180
INFO:root:Epoch[95] Batch [1100]	Speed: 472.01 samples/sec	Train-top_k_accuracy_5=0.932187
INFO:root:Epoch[95] Batch [1150]	Speed: 471.96 samples/sec	Train-accuracy=0.772422
INFO:root:Epoch[95] Batch [1150]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.933906
INFO:root:Epoch[95] Batch [1200]	Speed: 472.28 samples/sec	Train-accuracy=0.776992
INFO:root:Epoch[95] Batch [1200]	Speed: 472.28 samples/sec	Train-top_k_accuracy_5=0.935195
INFO:root:Epoch[95] Batch [1250]	Speed: 472.04 samples/sec	Train-accuracy=0.775312
INFO:root:Epoch[95] Batch [1250]	Speed: 472.04 samples/sec	Train-top_k_accuracy_5=0.935664
INFO:root:Epoch[95] Batch [1300]	Speed: 471.97 samples/sec	Train-accuracy=0.776680
INFO:root:Epoch[95] Batch [1300]	Speed: 471.97 samples/sec	Train-top_k_accuracy_5=0.936602
INFO:root:Epoch[95] Batch [1350]	Speed: 473.09 samples/sec	Train-accuracy=0.774727
INFO:root:Epoch[95] Batch [1350]	Speed: 473.09 samples/sec	Train-top_k_accuracy_5=0.934141
INFO:root:Epoch[95] Batch [1400]	Speed: 472.39 samples/sec	Train-accuracy=0.778945
INFO:root:Epoch[95] Batch [1400]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.935508
INFO:root:Epoch[95] Batch [1450]	Speed: 471.77 samples/sec	Train-accuracy=0.785547
INFO:root:Epoch[95] Batch [1450]	Speed: 471.77 samples/sec	Train-top_k_accuracy_5=0.938750
INFO:root:Epoch[95] Batch [1500]	Speed: 472.60 samples/sec	Train-accuracy=0.776172
INFO:root:Epoch[95] Batch [1500]	Speed: 472.60 samples/sec	Train-top_k_accuracy_5=0.936133
INFO:root:Epoch[95] Batch [1550]	Speed: 472.81 samples/sec	Train-accuracy=0.776836
INFO:root:Epoch[95] Batch [1550]	Speed: 472.81 samples/sec	Train-top_k_accuracy_5=0.936562
INFO:root:Epoch[95] Batch [1600]	Speed: 471.46 samples/sec	Train-accuracy=0.782461
INFO:root:Epoch[95] Batch [1600]	Speed: 471.46 samples/sec	Train-top_k_accuracy_5=0.938359
INFO:root:Epoch[95] Batch [1650]	Speed: 472.80 samples/sec	Train-accuracy=0.780156
INFO:root:Epoch[95] Batch [1650]	Speed: 472.80 samples/sec	Train-top_k_accuracy_5=0.935469
INFO:root:Epoch[95] Batch [1700]	Speed: 471.54 samples/sec	Train-accuracy=0.780039
INFO:root:Epoch[95] Batch [1700]	Speed: 471.54 samples/sec	Train-top_k_accuracy_5=0.938320
INFO:root:Epoch[95] Batch [1750]	Speed: 470.77 samples/sec	Train-accuracy=0.779648
INFO:root:Epoch[95] Batch [1750]	Speed: 470.77 samples/sec	Train-top_k_accuracy_5=0.937227
INFO:root:Epoch[95] Batch [1800]	Speed: 471.30 samples/sec	Train-accuracy=0.783672
INFO:root:Epoch[95] Batch [1800]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.936406
INFO:root:Epoch[95] Batch [1850]	Speed: 472.21 samples/sec	Train-accuracy=0.777930
INFO:root:Epoch[95] Batch [1850]	Speed: 472.21 samples/sec	Train-top_k_accuracy_5=0.938359
INFO:root:Epoch[95] Batch [1900]	Speed: 471.71 samples/sec	Train-accuracy=0.782461
INFO:root:Epoch[95] Batch [1900]	Speed: 471.71 samples/sec	Train-top_k_accuracy_5=0.937227
INFO:root:Epoch[95] Batch [1950]	Speed: 472.21 samples/sec	Train-accuracy=0.780664
INFO:root:Epoch[95] Batch [1950]	Speed: 472.21 samples/sec	Train-top_k_accuracy_5=0.937813
INFO:root:Epoch[95] Batch [2000]	Speed: 471.85 samples/sec	Train-accuracy=0.783047
INFO:root:Epoch[95] Batch [2000]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.938750
INFO:root:Epoch[95] Batch [2050]	Speed: 471.33 samples/sec	Train-accuracy=0.779258
INFO:root:Epoch[95] Batch [2050]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.937031
INFO:root:Epoch[95] Batch [2100]	Speed: 472.92 samples/sec	Train-accuracy=0.782109
INFO:root:Epoch[95] Batch [2100]	Speed: 472.92 samples/sec	Train-top_k_accuracy_5=0.940156
INFO:root:Epoch[95] Batch [2150]	Speed: 471.09 samples/sec	Train-accuracy=0.777188
INFO:root:Epoch[95] Batch [2150]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.937578
INFO:root:Epoch[95] Batch [2200]	Speed: 472.01 samples/sec	Train-accuracy=0.787617
INFO:root:Epoch[95] Batch [2200]	Speed: 472.01 samples/sec	Train-top_k_accuracy_5=0.938828
INFO:root:Epoch[95] Batch [2250]	Speed: 472.66 samples/sec	Train-accuracy=0.783906
INFO:root:Epoch[95] Batch [2250]	Speed: 472.66 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[95] Batch [2300]	Speed: 470.97 samples/sec	Train-accuracy=0.782383
INFO:root:Epoch[95] Batch [2300]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.937109
INFO:root:Epoch[95] Batch [2350]	Speed: 472.55 samples/sec	Train-accuracy=0.783789
INFO:root:Epoch[95] Batch [2350]	Speed: 472.55 samples/sec	Train-top_k_accuracy_5=0.939297
INFO:root:Epoch[95] Batch [2400]	Speed: 472.38 samples/sec	Train-accuracy=0.785703
INFO:root:Epoch[95] Batch [2400]	Speed: 472.38 samples/sec	Train-top_k_accuracy_5=0.938477
INFO:root:Epoch[95] Batch [2450]	Speed: 472.55 samples/sec	Train-accuracy=0.788203
INFO:root:Epoch[95] Batch [2450]	Speed: 472.55 samples/sec	Train-top_k_accuracy_5=0.939766
INFO:root:Epoch[95] Batch [2500]	Speed: 471.96 samples/sec	Train-accuracy=0.779023
INFO:root:Epoch[95] Batch [2500]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.938320
INFO:root:Epoch[95] Resetting Data Iterator
INFO:root:Epoch[95] Time cost=2718.681
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0096.params"
INFO:root:Epoch[95] Validation-accuracy=0.718411
INFO:root:Epoch[95] Validation-top_k_accuracy_5=0.904795
INFO:root:Epoch[96] Batch [50]	Speed: 482.19 samples/sec	Train-accuracy=0.779766
INFO:root:Epoch[96] Batch [50]	Speed: 482.19 samples/sec	Train-top_k_accuracy_5=0.939414
INFO:root:Epoch[96] Batch [100]	Speed: 472.31 samples/sec	Train-accuracy=0.774453
INFO:root:Epoch[96] Batch [100]	Speed: 472.31 samples/sec	Train-top_k_accuracy_5=0.934414
INFO:root:Epoch[96] Batch [150]	Speed: 472.23 samples/sec	Train-accuracy=0.779648
INFO:root:Epoch[96] Batch [150]	Speed: 472.23 samples/sec	Train-top_k_accuracy_5=0.934375
INFO:root:Epoch[96] Batch [200]	Speed: 471.64 samples/sec	Train-accuracy=0.773945
INFO:root:Epoch[96] Batch [200]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.934141
INFO:root:Epoch[96] Batch [250]	Speed: 472.09 samples/sec	Train-accuracy=0.780664
INFO:root:Epoch[96] Batch [250]	Speed: 472.09 samples/sec	Train-top_k_accuracy_5=0.937852
INFO:root:Epoch[96] Batch [300]	Speed: 472.81 samples/sec	Train-accuracy=0.779141
INFO:root:Epoch[96] Batch [300]	Speed: 472.81 samples/sec	Train-top_k_accuracy_5=0.934023
INFO:root:Epoch[96] Batch [350]	Speed: 471.11 samples/sec	Train-accuracy=0.775937
INFO:root:Epoch[96] Batch [350]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.933711
INFO:root:Epoch[96] Batch [400]	Speed: 471.05 samples/sec	Train-accuracy=0.775352
INFO:root:Epoch[96] Batch [400]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.937891
INFO:root:Epoch[96] Batch [450]	Speed: 471.80 samples/sec	Train-accuracy=0.781523
INFO:root:Epoch[96] Batch [450]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.936172
INFO:root:Epoch[96] Batch [500]	Speed: 469.80 samples/sec	Train-accuracy=0.777422
INFO:root:Epoch[96] Batch [500]	Speed: 469.80 samples/sec	Train-top_k_accuracy_5=0.935039
INFO:root:Epoch[96] Batch [550]	Speed: 471.32 samples/sec	Train-accuracy=0.785000
INFO:root:Epoch[96] Batch [550]	Speed: 471.32 samples/sec	Train-top_k_accuracy_5=0.938164
INFO:root:Epoch[96] Batch [600]	Speed: 471.64 samples/sec	Train-accuracy=0.775977
INFO:root:Epoch[96] Batch [600]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.936484
INFO:root:Epoch[96] Batch [650]	Speed: 472.33 samples/sec	Train-accuracy=0.781094
INFO:root:Epoch[96] Batch [650]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.935352
INFO:root:Epoch[96] Batch [700]	Speed: 471.33 samples/sec	Train-accuracy=0.779961
INFO:root:Epoch[96] Batch [700]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.935508
INFO:root:Epoch[96] Batch [750]	Speed: 473.41 samples/sec	Train-accuracy=0.774922
INFO:root:Epoch[96] Batch [750]	Speed: 473.41 samples/sec	Train-top_k_accuracy_5=0.935703
INFO:root:Epoch[96] Batch [800]	Speed: 472.06 samples/sec	Train-accuracy=0.780820
INFO:root:Epoch[96] Batch [800]	Speed: 472.06 samples/sec	Train-top_k_accuracy_5=0.939102
INFO:root:Epoch[96] Batch [850]	Speed: 471.24 samples/sec	Train-accuracy=0.777695
INFO:root:Epoch[96] Batch [850]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.934648
INFO:root:Epoch[96] Batch [900]	Speed: 471.59 samples/sec	Train-accuracy=0.781914
INFO:root:Epoch[96] Batch [900]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.935352
INFO:root:Epoch[96] Batch [950]	Speed: 472.38 samples/sec	Train-accuracy=0.779883
INFO:root:Epoch[96] Batch [950]	Speed: 472.38 samples/sec	Train-top_k_accuracy_5=0.938008
INFO:root:Epoch[96] Batch [1000]	Speed: 470.79 samples/sec	Train-accuracy=0.781289
INFO:root:Epoch[96] Batch [1000]	Speed: 470.79 samples/sec	Train-top_k_accuracy_5=0.936406
INFO:root:Epoch[96] Batch [1050]	Speed: 472.14 samples/sec	Train-accuracy=0.778984
INFO:root:Epoch[96] Batch [1050]	Speed: 472.14 samples/sec	Train-top_k_accuracy_5=0.936289
INFO:root:Epoch[96] Batch [1100]	Speed: 472.03 samples/sec	Train-accuracy=0.783008
INFO:root:Epoch[96] Batch [1100]	Speed: 472.03 samples/sec	Train-top_k_accuracy_5=0.938281
INFO:root:Epoch[96] Batch [1150]	Speed: 470.58 samples/sec	Train-accuracy=0.780234
INFO:root:Epoch[96] Batch [1150]	Speed: 470.58 samples/sec	Train-top_k_accuracy_5=0.937578
INFO:root:Epoch[96] Batch [1200]	Speed: 471.89 samples/sec	Train-accuracy=0.781953
INFO:root:Epoch[96] Batch [1200]	Speed: 471.89 samples/sec	Train-top_k_accuracy_5=0.937461
INFO:root:Epoch[96] Batch [1250]	Speed: 471.95 samples/sec	Train-accuracy=0.780977
INFO:root:Epoch[96] Batch [1250]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.938203
INFO:root:Epoch[96] Batch [1300]	Speed: 472.52 samples/sec	Train-accuracy=0.784687
INFO:root:Epoch[96] Batch [1300]	Speed: 472.52 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[96] Batch [1350]	Speed: 472.04 samples/sec	Train-accuracy=0.781406
INFO:root:Epoch[96] Batch [1350]	Speed: 472.04 samples/sec	Train-top_k_accuracy_5=0.935547
INFO:root:Epoch[96] Batch [1400]	Speed: 472.13 samples/sec	Train-accuracy=0.780664
INFO:root:Epoch[96] Batch [1400]	Speed: 472.13 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[96] Batch [1450]	Speed: 471.62 samples/sec	Train-accuracy=0.786172
INFO:root:Epoch[96] Batch [1450]	Speed: 471.62 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[96] Batch [1500]	Speed: 471.86 samples/sec	Train-accuracy=0.784414
INFO:root:Epoch[96] Batch [1500]	Speed: 471.86 samples/sec	Train-top_k_accuracy_5=0.938945
INFO:root:Epoch[96] Batch [1550]	Speed: 471.09 samples/sec	Train-accuracy=0.781523
INFO:root:Epoch[96] Batch [1550]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.937266
INFO:root:Epoch[96] Batch [1600]	Speed: 472.18 samples/sec	Train-accuracy=0.789062
INFO:root:Epoch[96] Batch [1600]	Speed: 472.18 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[96] Batch [1650]	Speed: 471.92 samples/sec	Train-accuracy=0.782773
INFO:root:Epoch[96] Batch [1650]	Speed: 471.92 samples/sec	Train-top_k_accuracy_5=0.940000
INFO:root:Epoch[96] Batch [1700]	Speed: 470.51 samples/sec	Train-accuracy=0.783125
INFO:root:Epoch[96] Batch [1700]	Speed: 470.51 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[96] Batch [1750]	Speed: 470.98 samples/sec	Train-accuracy=0.785469
INFO:root:Epoch[96] Batch [1750]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[96] Batch [1800]	Speed: 471.57 samples/sec	Train-accuracy=0.786602
INFO:root:Epoch[96] Batch [1800]	Speed: 471.57 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[96] Batch [1850]	Speed: 471.28 samples/sec	Train-accuracy=0.783516
INFO:root:Epoch[96] Batch [1850]	Speed: 471.28 samples/sec	Train-top_k_accuracy_5=0.938984
INFO:root:Epoch[96] Batch [1900]	Speed: 470.68 samples/sec	Train-accuracy=0.782266
INFO:root:Epoch[96] Batch [1900]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.937539
INFO:root:Epoch[96] Batch [1950]	Speed: 470.71 samples/sec	Train-accuracy=0.784687
INFO:root:Epoch[96] Batch [1950]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.938516
INFO:root:Epoch[96] Batch [2000]	Speed: 472.39 samples/sec	Train-accuracy=0.789336
INFO:root:Epoch[96] Batch [2000]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[96] Batch [2050]	Speed: 471.61 samples/sec	Train-accuracy=0.783008
INFO:root:Epoch[96] Batch [2050]	Speed: 471.61 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[96] Batch [2100]	Speed: 471.88 samples/sec	Train-accuracy=0.785859
INFO:root:Epoch[96] Batch [2100]	Speed: 471.88 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[96] Batch [2150]	Speed: 472.70 samples/sec	Train-accuracy=0.784219
INFO:root:Epoch[96] Batch [2150]	Speed: 472.70 samples/sec	Train-top_k_accuracy_5=0.939766
INFO:root:Epoch[96] Batch [2200]	Speed: 470.74 samples/sec	Train-accuracy=0.787383
INFO:root:Epoch[96] Batch [2200]	Speed: 470.74 samples/sec	Train-top_k_accuracy_5=0.942109
INFO:root:Epoch[96] Batch [2250]	Speed: 473.11 samples/sec	Train-accuracy=0.788477
INFO:root:Epoch[96] Batch [2250]	Speed: 473.11 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[96] Batch [2300]	Speed: 471.63 samples/sec	Train-accuracy=0.784844
INFO:root:Epoch[96] Batch [2300]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.937109
INFO:root:Epoch[96] Batch [2350]	Speed: 472.56 samples/sec	Train-accuracy=0.788672
INFO:root:Epoch[96] Batch [2350]	Speed: 472.56 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[96] Batch [2400]	Speed: 471.23 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[96] Batch [2400]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[96] Batch [2450]	Speed: 472.81 samples/sec	Train-accuracy=0.792695
INFO:root:Epoch[96] Batch [2450]	Speed: 472.81 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[96] Batch [2500]	Speed: 471.78 samples/sec	Train-accuracy=0.785156
INFO:root:Epoch[96] Batch [2500]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[96] Resetting Data Iterator
INFO:root:Epoch[96] Time cost=2714.846
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0097.params"
INFO:root:Epoch[96] Validation-accuracy=0.721181
INFO:root:Epoch[96] Validation-top_k_accuracy_5=0.906449
INFO:root:Epoch[97] Batch [50]	Speed: 481.25 samples/sec	Train-accuracy=0.785195
INFO:root:Epoch[97] Batch [50]	Speed: 481.25 samples/sec	Train-top_k_accuracy_5=0.940195
INFO:root:Epoch[97] Batch [100]	Speed: 471.33 samples/sec	Train-accuracy=0.781484
INFO:root:Epoch[97] Batch [100]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.937656
INFO:root:Epoch[97] Batch [150]	Speed: 471.52 samples/sec	Train-accuracy=0.782617
INFO:root:Epoch[97] Batch [150]	Speed: 471.52 samples/sec	Train-top_k_accuracy_5=0.938320
INFO:root:Epoch[97] Batch [200]	Speed: 472.61 samples/sec	Train-accuracy=0.775312
INFO:root:Epoch[97] Batch [200]	Speed: 472.61 samples/sec	Train-top_k_accuracy_5=0.935391
INFO:root:Epoch[97] Batch [250]	Speed: 470.33 samples/sec	Train-accuracy=0.781602
INFO:root:Epoch[97] Batch [250]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[97] Batch [300]	Speed: 472.29 samples/sec	Train-accuracy=0.782773
INFO:root:Epoch[97] Batch [300]	Speed: 472.29 samples/sec	Train-top_k_accuracy_5=0.935430
INFO:root:Epoch[97] Batch [350]	Speed: 471.74 samples/sec	Train-accuracy=0.776797
INFO:root:Epoch[97] Batch [350]	Speed: 471.74 samples/sec	Train-top_k_accuracy_5=0.936016
INFO:root:Epoch[97] Batch [400]	Speed: 471.11 samples/sec	Train-accuracy=0.777031
INFO:root:Epoch[97] Batch [400]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.937227
INFO:root:Epoch[97] Batch [450]	Speed: 471.54 samples/sec	Train-accuracy=0.782070
INFO:root:Epoch[97] Batch [450]	Speed: 471.54 samples/sec	Train-top_k_accuracy_5=0.939414
INFO:root:Epoch[97] Batch [500]	Speed: 472.04 samples/sec	Train-accuracy=0.781250
INFO:root:Epoch[97] Batch [500]	Speed: 472.04 samples/sec	Train-top_k_accuracy_5=0.936602
INFO:root:Epoch[97] Batch [550]	Speed: 471.14 samples/sec	Train-accuracy=0.784648
INFO:root:Epoch[97] Batch [550]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[97] Batch [600]	Speed: 471.78 samples/sec	Train-accuracy=0.784141
INFO:root:Epoch[97] Batch [600]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.940312
INFO:root:Epoch[97] Batch [650]	Speed: 471.80 samples/sec	Train-accuracy=0.783086
INFO:root:Epoch[97] Batch [650]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.936133
INFO:root:Epoch[97] Batch [700]	Speed: 470.93 samples/sec	Train-accuracy=0.784336
INFO:root:Epoch[97] Batch [700]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.939688
INFO:root:Epoch[97] Batch [750]	Speed: 472.18 samples/sec	Train-accuracy=0.779609
INFO:root:Epoch[97] Batch [750]	Speed: 472.18 samples/sec	Train-top_k_accuracy_5=0.937539
INFO:root:Epoch[97] Batch [800]	Speed: 472.28 samples/sec	Train-accuracy=0.783633
INFO:root:Epoch[97] Batch [800]	Speed: 472.28 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[97] Batch [850]	Speed: 472.17 samples/sec	Train-accuracy=0.780547
INFO:root:Epoch[97] Batch [850]	Speed: 472.17 samples/sec	Train-top_k_accuracy_5=0.935547
INFO:root:Epoch[97] Batch [900]	Speed: 473.04 samples/sec	Train-accuracy=0.783477
INFO:root:Epoch[97] Batch [900]	Speed: 473.04 samples/sec	Train-top_k_accuracy_5=0.937891
INFO:root:Epoch[97] Batch [950]	Speed: 472.32 samples/sec	Train-accuracy=0.782578
INFO:root:Epoch[97] Batch [950]	Speed: 472.32 samples/sec	Train-top_k_accuracy_5=0.939727
INFO:root:Epoch[97] Batch [1000]	Speed: 471.94 samples/sec	Train-accuracy=0.784961
INFO:root:Epoch[97] Batch [1000]	Speed: 471.94 samples/sec	Train-top_k_accuracy_5=0.939102
INFO:root:Epoch[97] Batch [1050]	Speed: 472.54 samples/sec	Train-accuracy=0.779375
INFO:root:Epoch[97] Batch [1050]	Speed: 472.54 samples/sec	Train-top_k_accuracy_5=0.938125
INFO:root:Epoch[97] Batch [1100]	Speed: 472.33 samples/sec	Train-accuracy=0.785703
INFO:root:Epoch[97] Batch [1100]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.938164
INFO:root:Epoch[97] Batch [1150]	Speed: 472.54 samples/sec	Train-accuracy=0.779805
INFO:root:Epoch[97] Batch [1150]	Speed: 472.54 samples/sec	Train-top_k_accuracy_5=0.938984
INFO:root:Epoch[97] Batch [1200]	Speed: 470.82 samples/sec	Train-accuracy=0.783906
INFO:root:Epoch[97] Batch [1200]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.939766
INFO:root:Epoch[97] Batch [1250]	Speed: 470.82 samples/sec	Train-accuracy=0.782852
INFO:root:Epoch[97] Batch [1250]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.940391
INFO:root:Epoch[97] Batch [1300]	Speed: 471.59 samples/sec	Train-accuracy=0.786563
INFO:root:Epoch[97] Batch [1300]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.941172
INFO:root:Epoch[97] Batch [1350]	Speed: 471.47 samples/sec	Train-accuracy=0.787188
INFO:root:Epoch[97] Batch [1350]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.935469
INFO:root:Epoch[97] Batch [1400]	Speed: 471.35 samples/sec	Train-accuracy=0.783867
INFO:root:Epoch[97] Batch [1400]	Speed: 471.35 samples/sec	Train-top_k_accuracy_5=0.939609
INFO:root:Epoch[97] Batch [1450]	Speed: 470.75 samples/sec	Train-accuracy=0.788789
INFO:root:Epoch[97] Batch [1450]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[97] Batch [1500]	Speed: 472.24 samples/sec	Train-accuracy=0.784648
INFO:root:Epoch[97] Batch [1500]	Speed: 472.24 samples/sec	Train-top_k_accuracy_5=0.940703
INFO:root:Epoch[97] Batch [1550]	Speed: 472.21 samples/sec	Train-accuracy=0.786172
INFO:root:Epoch[97] Batch [1550]	Speed: 472.21 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[97] Batch [1600]	Speed: 472.15 samples/sec	Train-accuracy=0.789414
INFO:root:Epoch[97] Batch [1600]	Speed: 472.15 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[97] Batch [1650]	Speed: 471.73 samples/sec	Train-accuracy=0.786992
INFO:root:Epoch[97] Batch [1650]	Speed: 471.73 samples/sec	Train-top_k_accuracy_5=0.940234
INFO:root:Epoch[97] Batch [1700]	Speed: 473.21 samples/sec	Train-accuracy=0.788477
INFO:root:Epoch[97] Batch [1700]	Speed: 473.21 samples/sec	Train-top_k_accuracy_5=0.942031
INFO:root:Epoch[97] Batch [1750]	Speed: 472.24 samples/sec	Train-accuracy=0.789727
INFO:root:Epoch[97] Batch [1750]	Speed: 472.24 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[97] Batch [1800]	Speed: 471.83 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[97] Batch [1800]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[97] Batch [1850]	Speed: 472.05 samples/sec	Train-accuracy=0.786484
INFO:root:Epoch[97] Batch [1850]	Speed: 472.05 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[97] Batch [1900]	Speed: 471.75 samples/sec	Train-accuracy=0.786406
INFO:root:Epoch[97] Batch [1900]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.938945
INFO:root:Epoch[97] Batch [1950]	Speed: 471.18 samples/sec	Train-accuracy=0.789180
INFO:root:Epoch[97] Batch [1950]	Speed: 471.18 samples/sec	Train-top_k_accuracy_5=0.938945
INFO:root:Epoch[97] Batch [2000]	Speed: 471.64 samples/sec	Train-accuracy=0.788438
INFO:root:Epoch[97] Batch [2000]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.941523
INFO:root:Epoch[97] Batch [2050]	Speed: 471.80 samples/sec	Train-accuracy=0.786797
INFO:root:Epoch[97] Batch [2050]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.942305
INFO:root:Epoch[97] Batch [2100]	Speed: 473.22 samples/sec	Train-accuracy=0.788320
INFO:root:Epoch[97] Batch [2100]	Speed: 473.22 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[97] Batch [2150]	Speed: 471.33 samples/sec	Train-accuracy=0.783516
INFO:root:Epoch[97] Batch [2150]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.941172
INFO:root:Epoch[97] Batch [2200]	Speed: 471.78 samples/sec	Train-accuracy=0.789258
INFO:root:Epoch[97] Batch [2200]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[97] Batch [2250]	Speed: 472.38 samples/sec	Train-accuracy=0.789883
INFO:root:Epoch[97] Batch [2250]	Speed: 472.38 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[97] Batch [2300]	Speed: 471.55 samples/sec	Train-accuracy=0.788984
INFO:root:Epoch[97] Batch [2300]	Speed: 471.55 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[97] Batch [2350]	Speed: 470.97 samples/sec	Train-accuracy=0.789883
INFO:root:Epoch[97] Batch [2350]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.942070
INFO:root:Epoch[97] Batch [2400]	Speed: 472.64 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[97] Batch [2400]	Speed: 472.64 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[97] Batch [2450]	Speed: 471.09 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[97] Batch [2450]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[97] Batch [2500]	Speed: 471.47 samples/sec	Train-accuracy=0.786797
INFO:root:Epoch[97] Batch [2500]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[97] Resetting Data Iterator
INFO:root:Epoch[97] Time cost=2714.564
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0098.params"
INFO:root:Epoch[97] Validation-accuracy=0.722417
INFO:root:Epoch[97] Validation-top_k_accuracy_5=0.906987
INFO:root:Epoch[98] Batch [50]	Speed: 480.61 samples/sec	Train-accuracy=0.785664
INFO:root:Epoch[98] Batch [50]	Speed: 480.61 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[98] Batch [100]	Speed: 470.12 samples/sec	Train-accuracy=0.779180
INFO:root:Epoch[98] Batch [100]	Speed: 470.12 samples/sec	Train-top_k_accuracy_5=0.937383
INFO:root:Epoch[98] Batch [150]	Speed: 470.66 samples/sec	Train-accuracy=0.782734
INFO:root:Epoch[98] Batch [150]	Speed: 470.66 samples/sec	Train-top_k_accuracy_5=0.938945
INFO:root:Epoch[98] Batch [200]	Speed: 469.83 samples/sec	Train-accuracy=0.778203
INFO:root:Epoch[98] Batch [200]	Speed: 469.83 samples/sec	Train-top_k_accuracy_5=0.935898
INFO:root:Epoch[98] Batch [250]	Speed: 471.51 samples/sec	Train-accuracy=0.787656
INFO:root:Epoch[98] Batch [250]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.940820
INFO:root:Epoch[98] Batch [300]	Speed: 472.41 samples/sec	Train-accuracy=0.784805
INFO:root:Epoch[98] Batch [300]	Speed: 472.41 samples/sec	Train-top_k_accuracy_5=0.935898
INFO:root:Epoch[98] Batch [350]	Speed: 471.07 samples/sec	Train-accuracy=0.777109
INFO:root:Epoch[98] Batch [350]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.935078
INFO:root:Epoch[98] Batch [400]	Speed: 473.07 samples/sec	Train-accuracy=0.780664
INFO:root:Epoch[98] Batch [400]	Speed: 473.07 samples/sec	Train-top_k_accuracy_5=0.936719
INFO:root:Epoch[98] Batch [450]	Speed: 471.74 samples/sec	Train-accuracy=0.782734
INFO:root:Epoch[98] Batch [450]	Speed: 471.74 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[98] Batch [500]	Speed: 472.01 samples/sec	Train-accuracy=0.782109
INFO:root:Epoch[98] Batch [500]	Speed: 472.01 samples/sec	Train-top_k_accuracy_5=0.936719
INFO:root:Epoch[98] Batch [550]	Speed: 471.64 samples/sec	Train-accuracy=0.787734
INFO:root:Epoch[98] Batch [550]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.941094
INFO:root:Epoch[98] Batch [600]	Speed: 473.20 samples/sec	Train-accuracy=0.786406
INFO:root:Epoch[98] Batch [600]	Speed: 473.20 samples/sec	Train-top_k_accuracy_5=0.938906
INFO:root:Epoch[98] Batch [650]	Speed: 472.05 samples/sec	Train-accuracy=0.785859
INFO:root:Epoch[98] Batch [650]	Speed: 472.05 samples/sec	Train-top_k_accuracy_5=0.937461
INFO:root:Epoch[98] Batch [700]	Speed: 471.81 samples/sec	Train-accuracy=0.782148
INFO:root:Epoch[98] Batch [700]	Speed: 471.81 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[98] Batch [750]	Speed: 470.73 samples/sec	Train-accuracy=0.781406
INFO:root:Epoch[98] Batch [750]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.937070
INFO:root:Epoch[98] Batch [800]	Speed: 471.67 samples/sec	Train-accuracy=0.784141
INFO:root:Epoch[98] Batch [800]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[98] Batch [850]	Speed: 470.17 samples/sec	Train-accuracy=0.781719
INFO:root:Epoch[98] Batch [850]	Speed: 470.17 samples/sec	Train-top_k_accuracy_5=0.938438
INFO:root:Epoch[98] Batch [900]	Speed: 472.17 samples/sec	Train-accuracy=0.784570
INFO:root:Epoch[98] Batch [900]	Speed: 472.17 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[98] Batch [950]	Speed: 472.48 samples/sec	Train-accuracy=0.782891
INFO:root:Epoch[98] Batch [950]	Speed: 472.48 samples/sec	Train-top_k_accuracy_5=0.940156
INFO:root:Epoch[98] Batch [1000]	Speed: 472.33 samples/sec	Train-accuracy=0.787461
INFO:root:Epoch[98] Batch [1000]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.940156
INFO:root:Epoch[98] Batch [1050]	Speed: 471.56 samples/sec	Train-accuracy=0.780781
INFO:root:Epoch[98] Batch [1050]	Speed: 471.56 samples/sec	Train-top_k_accuracy_5=0.936875
INFO:root:Epoch[98] Batch [1100]	Speed: 471.26 samples/sec	Train-accuracy=0.789141
INFO:root:Epoch[98] Batch [1100]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.938555
INFO:root:Epoch[98] Batch [1150]	Speed: 470.71 samples/sec	Train-accuracy=0.781836
INFO:root:Epoch[98] Batch [1150]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[98] Batch [1200]	Speed: 470.93 samples/sec	Train-accuracy=0.785898
INFO:root:Epoch[98] Batch [1200]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.940742
INFO:root:Epoch[98] Batch [1250]	Speed: 471.14 samples/sec	Train-accuracy=0.784023
INFO:root:Epoch[98] Batch [1250]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.939570
INFO:root:Epoch[98] Batch [1300]	Speed: 470.50 samples/sec	Train-accuracy=0.787734
INFO:root:Epoch[98] Batch [1300]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[98] Batch [1350]	Speed: 468.83 samples/sec	Train-accuracy=0.784883
INFO:root:Epoch[98] Batch [1350]	Speed: 468.83 samples/sec	Train-top_k_accuracy_5=0.938203
INFO:root:Epoch[98] Batch [1400]	Speed: 471.95 samples/sec	Train-accuracy=0.787031
INFO:root:Epoch[98] Batch [1400]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[98] Batch [1450]	Speed: 471.16 samples/sec	Train-accuracy=0.791055
INFO:root:Epoch[98] Batch [1450]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[98] Batch [1500]	Speed: 470.75 samples/sec	Train-accuracy=0.787617
INFO:root:Epoch[98] Batch [1500]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[98] Batch [1550]	Speed: 471.26 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[98] Batch [1550]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[98] Batch [1600]	Speed: 470.78 samples/sec	Train-accuracy=0.789922
INFO:root:Epoch[98] Batch [1600]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[98] Batch [1650]	Speed: 470.89 samples/sec	Train-accuracy=0.786914
INFO:root:Epoch[98] Batch [1650]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[98] Batch [1700]	Speed: 472.15 samples/sec	Train-accuracy=0.790039
INFO:root:Epoch[98] Batch [1700]	Speed: 472.15 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[98] Batch [1750]	Speed: 471.09 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[98] Batch [1750]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[98] Batch [1800]	Speed: 470.91 samples/sec	Train-accuracy=0.788945
INFO:root:Epoch[98] Batch [1800]	Speed: 470.91 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[98] Batch [1850]	Speed: 465.76 samples/sec	Train-accuracy=0.788672
INFO:root:Epoch[98] Batch [1850]	Speed: 465.76 samples/sec	Train-top_k_accuracy_5=0.940859
INFO:root:Epoch[98] Batch [1900]	Speed: 472.08 samples/sec	Train-accuracy=0.789766
INFO:root:Epoch[98] Batch [1900]	Speed: 472.08 samples/sec	Train-top_k_accuracy_5=0.941094
INFO:root:Epoch[98] Batch [1950]	Speed: 473.04 samples/sec	Train-accuracy=0.788281
INFO:root:Epoch[98] Batch [1950]	Speed: 473.04 samples/sec	Train-top_k_accuracy_5=0.939141
INFO:root:Epoch[98] Batch [2000]	Speed: 471.64 samples/sec	Train-accuracy=0.792578
INFO:root:Epoch[98] Batch [2000]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[98] Batch [2050]	Speed: 470.76 samples/sec	Train-accuracy=0.786250
INFO:root:Epoch[98] Batch [2050]	Speed: 470.76 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[98] Batch [2100]	Speed: 470.68 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[98] Batch [2100]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[98] Batch [2150]	Speed: 469.84 samples/sec	Train-accuracy=0.783398
INFO:root:Epoch[98] Batch [2150]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[98] Batch [2200]	Speed: 471.31 samples/sec	Train-accuracy=0.791133
INFO:root:Epoch[98] Batch [2200]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.940273
INFO:root:Epoch[98] Batch [2250]	Speed: 471.06 samples/sec	Train-accuracy=0.791328
INFO:root:Epoch[98] Batch [2250]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[98] Batch [2300]	Speed: 471.63 samples/sec	Train-accuracy=0.793711
INFO:root:Epoch[98] Batch [2300]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.940352
INFO:root:Epoch[98] Batch [2350]	Speed: 470.38 samples/sec	Train-accuracy=0.791992
INFO:root:Epoch[98] Batch [2350]	Speed: 470.38 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[98] Batch [2400]	Speed: 470.85 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[98] Batch [2400]	Speed: 470.85 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[98] Batch [2450]	Speed: 470.03 samples/sec	Train-accuracy=0.794609
INFO:root:Epoch[98] Batch [2450]	Speed: 470.03 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[98] Batch [2500]	Speed: 470.04 samples/sec	Train-accuracy=0.788750
INFO:root:Epoch[98] Batch [2500]	Speed: 470.04 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[98] Resetting Data Iterator
INFO:root:Epoch[98] Time cost=2719.608
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0099.params"
INFO:root:Epoch[98] Validation-accuracy=0.721959
INFO:root:Epoch[98] Validation-top_k_accuracy_5=0.907545
INFO:root:Epoch[99] Batch [50]	Speed: 478.61 samples/sec	Train-accuracy=0.788125
INFO:root:Epoch[99] Batch [50]	Speed: 478.61 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[99] Batch [100]	Speed: 470.32 samples/sec	Train-accuracy=0.782773
INFO:root:Epoch[99] Batch [100]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.937656
INFO:root:Epoch[99] Batch [150]	Speed: 470.33 samples/sec	Train-accuracy=0.786563
INFO:root:Epoch[99] Batch [150]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[99] Batch [200]	Speed: 470.77 samples/sec	Train-accuracy=0.781133
INFO:root:Epoch[99] Batch [200]	Speed: 470.77 samples/sec	Train-top_k_accuracy_5=0.936523
INFO:root:Epoch[99] Batch [250]	Speed: 469.50 samples/sec	Train-accuracy=0.786680
INFO:root:Epoch[99] Batch [250]	Speed: 469.50 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[99] Batch [300]	Speed: 470.83 samples/sec	Train-accuracy=0.785859
INFO:root:Epoch[99] Batch [300]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.937266
INFO:root:Epoch[99] Batch [350]	Speed: 469.76 samples/sec	Train-accuracy=0.779531
INFO:root:Epoch[99] Batch [350]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.937813
INFO:root:Epoch[99] Batch [400]	Speed: 470.14 samples/sec	Train-accuracy=0.783711
INFO:root:Epoch[99] Batch [400]	Speed: 470.14 samples/sec	Train-top_k_accuracy_5=0.939258
INFO:root:Epoch[99] Batch [450]	Speed: 470.24 samples/sec	Train-accuracy=0.784922
INFO:root:Epoch[99] Batch [450]	Speed: 470.24 samples/sec	Train-top_k_accuracy_5=0.940391
INFO:root:Epoch[99] Batch [500]	Speed: 470.13 samples/sec	Train-accuracy=0.788594
INFO:root:Epoch[99] Batch [500]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.938867
INFO:root:Epoch[99] Batch [550]	Speed: 470.60 samples/sec	Train-accuracy=0.787969
INFO:root:Epoch[99] Batch [550]	Speed: 470.60 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[99] Batch [600]	Speed: 469.95 samples/sec	Train-accuracy=0.785937
INFO:root:Epoch[99] Batch [600]	Speed: 469.95 samples/sec	Train-top_k_accuracy_5=0.938516
INFO:root:Epoch[99] Batch [650]	Speed: 470.80 samples/sec	Train-accuracy=0.784727
INFO:root:Epoch[99] Batch [650]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[99] Batch [700]	Speed: 470.72 samples/sec	Train-accuracy=0.783906
INFO:root:Epoch[99] Batch [700]	Speed: 470.72 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[99] Batch [750]	Speed: 470.37 samples/sec	Train-accuracy=0.781367
INFO:root:Epoch[99] Batch [750]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.937422
INFO:root:Epoch[99] Batch [800]	Speed: 469.91 samples/sec	Train-accuracy=0.787500
INFO:root:Epoch[99] Batch [800]	Speed: 469.91 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[99] Batch [850]	Speed: 469.70 samples/sec	Train-accuracy=0.783320
INFO:root:Epoch[99] Batch [850]	Speed: 469.70 samples/sec	Train-top_k_accuracy_5=0.936523
INFO:root:Epoch[99] Batch [900]	Speed: 470.41 samples/sec	Train-accuracy=0.787695
INFO:root:Epoch[99] Batch [900]	Speed: 470.41 samples/sec	Train-top_k_accuracy_5=0.940391
INFO:root:Epoch[99] Batch [950]	Speed: 469.96 samples/sec	Train-accuracy=0.786289
INFO:root:Epoch[99] Batch [950]	Speed: 469.96 samples/sec	Train-top_k_accuracy_5=0.939883
INFO:root:Epoch[99] Batch [1000]	Speed: 469.37 samples/sec	Train-accuracy=0.786602
INFO:root:Epoch[99] Batch [1000]	Speed: 469.37 samples/sec	Train-top_k_accuracy_5=0.939023
INFO:root:Epoch[99] Batch [1050]	Speed: 468.89 samples/sec	Train-accuracy=0.784531
INFO:root:Epoch[99] Batch [1050]	Speed: 468.89 samples/sec	Train-top_k_accuracy_5=0.938164
INFO:root:Epoch[99] Batch [1100]	Speed: 469.42 samples/sec	Train-accuracy=0.788672
INFO:root:Epoch[99] Batch [1100]	Speed: 469.42 samples/sec	Train-top_k_accuracy_5=0.940078
INFO:root:Epoch[99] Batch [1150]	Speed: 471.04 samples/sec	Train-accuracy=0.784336
INFO:root:Epoch[99] Batch [1150]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[99] Batch [1200]	Speed: 468.48 samples/sec	Train-accuracy=0.788359
INFO:root:Epoch[99] Batch [1200]	Speed: 468.48 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[99] Batch [1250]	Speed: 468.47 samples/sec	Train-accuracy=0.782734
INFO:root:Epoch[99] Batch [1250]	Speed: 468.47 samples/sec	Train-top_k_accuracy_5=0.940664
INFO:root:Epoch[99] Batch [1300]	Speed: 469.14 samples/sec	Train-accuracy=0.789922
INFO:root:Epoch[99] Batch [1300]	Speed: 469.14 samples/sec	Train-top_k_accuracy_5=0.943359
INFO:root:Epoch[99] Batch [1350]	Speed: 468.14 samples/sec	Train-accuracy=0.785664
INFO:root:Epoch[99] Batch [1350]	Speed: 468.14 samples/sec	Train-top_k_accuracy_5=0.939023
INFO:root:Epoch[99] Batch [1400]	Speed: 469.30 samples/sec	Train-accuracy=0.790469
INFO:root:Epoch[99] Batch [1400]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[99] Batch [1450]	Speed: 470.53 samples/sec	Train-accuracy=0.789883
INFO:root:Epoch[99] Batch [1450]	Speed: 470.53 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[99] Batch [1500]	Speed: 470.93 samples/sec	Train-accuracy=0.786563
INFO:root:Epoch[99] Batch [1500]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.940000
INFO:root:Epoch[99] Batch [1550]	Speed: 470.39 samples/sec	Train-accuracy=0.787227
INFO:root:Epoch[99] Batch [1550]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[99] Batch [1600]	Speed: 469.32 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[99] Batch [1600]	Speed: 469.32 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[99] Batch [1650]	Speed: 471.09 samples/sec	Train-accuracy=0.788594
INFO:root:Epoch[99] Batch [1650]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[99] Batch [1700]	Speed: 468.85 samples/sec	Train-accuracy=0.791094
INFO:root:Epoch[99] Batch [1700]	Speed: 468.85 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[99] Batch [1750]	Speed: 470.94 samples/sec	Train-accuracy=0.790156
INFO:root:Epoch[99] Batch [1750]	Speed: 470.94 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[99] Batch [1800]	Speed: 469.50 samples/sec	Train-accuracy=0.788984
INFO:root:Epoch[99] Batch [1800]	Speed: 469.50 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[99] Batch [1850]	Speed: 471.31 samples/sec	Train-accuracy=0.789453
INFO:root:Epoch[99] Batch [1850]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.939375
INFO:root:Epoch[99] Batch [1900]	Speed: 469.66 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[99] Batch [1900]	Speed: 469.66 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[99] Batch [1950]	Speed: 469.30 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[99] Batch [1950]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[99] Batch [2000]	Speed: 470.87 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[99] Batch [2000]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[99] Batch [2050]	Speed: 470.82 samples/sec	Train-accuracy=0.786641
INFO:root:Epoch[99] Batch [2050]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[99] Batch [2100]	Speed: 469.41 samples/sec	Train-accuracy=0.790898
INFO:root:Epoch[99] Batch [2100]	Speed: 469.41 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[99] Batch [2150]	Speed: 471.08 samples/sec	Train-accuracy=0.786133
INFO:root:Epoch[99] Batch [2150]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.940039
INFO:root:Epoch[99] Batch [2200]	Speed: 470.98 samples/sec	Train-accuracy=0.795195
INFO:root:Epoch[99] Batch [2200]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[99] Batch [2250]	Speed: 470.46 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[99] Batch [2250]	Speed: 470.46 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[99] Batch [2300]	Speed: 469.89 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[99] Batch [2300]	Speed: 469.89 samples/sec	Train-top_k_accuracy_5=0.940039
INFO:root:Epoch[99] Batch [2350]	Speed: 470.59 samples/sec	Train-accuracy=0.791602
INFO:root:Epoch[99] Batch [2350]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[99] Batch [2400]	Speed: 467.74 samples/sec	Train-accuracy=0.795273
INFO:root:Epoch[99] Batch [2400]	Speed: 467.74 samples/sec	Train-top_k_accuracy_5=0.943438
INFO:root:Epoch[99] Batch [2450]	Speed: 470.58 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[99] Batch [2450]	Speed: 470.58 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[99] Batch [2500]	Speed: 469.26 samples/sec	Train-accuracy=0.791602
INFO:root:Epoch[99] Batch [2500]	Speed: 469.26 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[99] Resetting Data Iterator
INFO:root:Epoch[99] Time cost=2724.968
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0100.params"
INFO:root:Epoch[99] Validation-accuracy=0.723254
INFO:root:Epoch[99] Validation-top_k_accuracy_5=0.908801
INFO:root:Epoch[100] Batch [50]	Speed: 479.73 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[100] Batch [50]	Speed: 479.73 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[100] Batch [100]	Speed: 469.85 samples/sec	Train-accuracy=0.786055
INFO:root:Epoch[100] Batch [100]	Speed: 469.85 samples/sec	Train-top_k_accuracy_5=0.939805
INFO:root:Epoch[100] Batch [150]	Speed: 470.11 samples/sec	Train-accuracy=0.785234
INFO:root:Epoch[100] Batch [150]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.940352
INFO:root:Epoch[100] Batch [200]	Speed: 470.25 samples/sec	Train-accuracy=0.782539
INFO:root:Epoch[100] Batch [200]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.938047
INFO:root:Epoch[100] Batch [250]	Speed: 469.70 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[100] Batch [250]	Speed: 469.70 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[100] Batch [300]	Speed: 470.86 samples/sec	Train-accuracy=0.784609
INFO:root:Epoch[100] Batch [300]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.937578
INFO:root:Epoch[100] Batch [350]	Speed: 471.05 samples/sec	Train-accuracy=0.782773
INFO:root:Epoch[100] Batch [350]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.938125
INFO:root:Epoch[100] Batch [400]	Speed: 470.25 samples/sec	Train-accuracy=0.783945
INFO:root:Epoch[100] Batch [400]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.939141
INFO:root:Epoch[100] Batch [450]	Speed: 470.21 samples/sec	Train-accuracy=0.785937
INFO:root:Epoch[100] Batch [450]	Speed: 470.21 samples/sec	Train-top_k_accuracy_5=0.939180
INFO:root:Epoch[100] Batch [500]	Speed: 470.34 samples/sec	Train-accuracy=0.785156
INFO:root:Epoch[100] Batch [500]	Speed: 470.34 samples/sec	Train-top_k_accuracy_5=0.937617
INFO:root:Epoch[100] Batch [550]	Speed: 470.37 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[100] Batch [550]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[100] Batch [600]	Speed: 469.45 samples/sec	Train-accuracy=0.786875
INFO:root:Epoch[100] Batch [600]	Speed: 469.45 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[100] Batch [650]	Speed: 469.65 samples/sec	Train-accuracy=0.785508
INFO:root:Epoch[100] Batch [650]	Speed: 469.65 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[100] Batch [700]	Speed: 469.41 samples/sec	Train-accuracy=0.786133
INFO:root:Epoch[100] Batch [700]	Speed: 469.41 samples/sec	Train-top_k_accuracy_5=0.940352
INFO:root:Epoch[100] Batch [750]	Speed: 470.54 samples/sec	Train-accuracy=0.782500
INFO:root:Epoch[100] Batch [750]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.938398
INFO:root:Epoch[100] Batch [800]	Speed: 468.86 samples/sec	Train-accuracy=0.786211
INFO:root:Epoch[100] Batch [800]	Speed: 468.86 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[100] Batch [850]	Speed: 469.97 samples/sec	Train-accuracy=0.784180
INFO:root:Epoch[100] Batch [850]	Speed: 469.97 samples/sec	Train-top_k_accuracy_5=0.938672
INFO:root:Epoch[100] Batch [900]	Speed: 469.04 samples/sec	Train-accuracy=0.785586
INFO:root:Epoch[100] Batch [900]	Speed: 469.04 samples/sec	Train-top_k_accuracy_5=0.937578
INFO:root:Epoch[100] Batch [950]	Speed: 470.80 samples/sec	Train-accuracy=0.785703
INFO:root:Epoch[100] Batch [950]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.939727
INFO:root:Epoch[100] Batch [1000]	Speed: 470.16 samples/sec	Train-accuracy=0.787266
INFO:root:Epoch[100] Batch [1000]	Speed: 470.16 samples/sec	Train-top_k_accuracy_5=0.938516
INFO:root:Epoch[100] Batch [1050]	Speed: 469.56 samples/sec	Train-accuracy=0.783477
INFO:root:Epoch[100] Batch [1050]	Speed: 469.56 samples/sec	Train-top_k_accuracy_5=0.938594
INFO:root:Epoch[100] Batch [1100]	Speed: 470.59 samples/sec	Train-accuracy=0.787578
INFO:root:Epoch[100] Batch [1100]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.939297
INFO:root:Epoch[100] Batch [1150]	Speed: 470.05 samples/sec	Train-accuracy=0.783906
INFO:root:Epoch[100] Batch [1150]	Speed: 470.05 samples/sec	Train-top_k_accuracy_5=0.940117
INFO:root:Epoch[100] Batch [1200]	Speed: 469.85 samples/sec	Train-accuracy=0.788125
INFO:root:Epoch[100] Batch [1200]	Speed: 469.85 samples/sec	Train-top_k_accuracy_5=0.940859
INFO:root:Epoch[100] Batch [1250]	Speed: 470.05 samples/sec	Train-accuracy=0.785352
INFO:root:Epoch[100] Batch [1250]	Speed: 470.05 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[100] Batch [1300]	Speed: 470.30 samples/sec	Train-accuracy=0.787813
INFO:root:Epoch[100] Batch [1300]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[100] Batch [1350]	Speed: 470.80 samples/sec	Train-accuracy=0.788594
INFO:root:Epoch[100] Batch [1350]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.939883
INFO:root:Epoch[100] Batch [1400]	Speed: 470.75 samples/sec	Train-accuracy=0.788398
INFO:root:Epoch[100] Batch [1400]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[100] Batch [1450]	Speed: 469.79 samples/sec	Train-accuracy=0.795469
INFO:root:Epoch[100] Batch [1450]	Speed: 469.79 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[100] Batch [1500]	Speed: 468.65 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[100] Batch [1500]	Speed: 468.65 samples/sec	Train-top_k_accuracy_5=0.942344
INFO:root:Epoch[100] Batch [1550]	Speed: 470.89 samples/sec	Train-accuracy=0.785312
INFO:root:Epoch[100] Batch [1550]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[100] Batch [1600]	Speed: 470.10 samples/sec	Train-accuracy=0.790508
INFO:root:Epoch[100] Batch [1600]	Speed: 470.10 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[100] Batch [1650]	Speed: 470.43 samples/sec	Train-accuracy=0.787891
INFO:root:Epoch[100] Batch [1650]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.941172
INFO:root:Epoch[100] Batch [1700]	Speed: 470.77 samples/sec	Train-accuracy=0.790508
INFO:root:Epoch[100] Batch [1700]	Speed: 470.77 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[100] Batch [1750]	Speed: 470.21 samples/sec	Train-accuracy=0.791719
INFO:root:Epoch[100] Batch [1750]	Speed: 470.21 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[100] Batch [1800]	Speed: 469.49 samples/sec	Train-accuracy=0.792070
INFO:root:Epoch[100] Batch [1800]	Speed: 469.49 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[100] Batch [1850]	Speed: 471.45 samples/sec	Train-accuracy=0.787773
INFO:root:Epoch[100] Batch [1850]	Speed: 471.45 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[100] Batch [1900]	Speed: 469.68 samples/sec	Train-accuracy=0.788867
INFO:root:Epoch[100] Batch [1900]	Speed: 469.68 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[100] Batch [1950]	Speed: 470.13 samples/sec	Train-accuracy=0.793008
INFO:root:Epoch[100] Batch [1950]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.941992
INFO:root:Epoch[100] Batch [2000]	Speed: 470.15 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[100] Batch [2000]	Speed: 470.15 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[100] Batch [2050]	Speed: 469.92 samples/sec	Train-accuracy=0.785547
INFO:root:Epoch[100] Batch [2050]	Speed: 469.92 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[100] Batch [2100]	Speed: 469.60 samples/sec	Train-accuracy=0.791836
INFO:root:Epoch[100] Batch [2100]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[100] Batch [2150]	Speed: 471.06 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[100] Batch [2150]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[100] Batch [2200]	Speed: 470.11 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[100] Batch [2200]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[100] Batch [2250]	Speed: 471.07 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[100] Batch [2250]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[100] Batch [2300]	Speed: 470.31 samples/sec	Train-accuracy=0.793008
INFO:root:Epoch[100] Batch [2300]	Speed: 470.31 samples/sec	Train-top_k_accuracy_5=0.940742
INFO:root:Epoch[100] Batch [2350]	Speed: 471.53 samples/sec	Train-accuracy=0.790039
INFO:root:Epoch[100] Batch [2350]	Speed: 471.53 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[100] Batch [2400]	Speed: 471.28 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[100] Batch [2400]	Speed: 471.28 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[100] Batch [2450]	Speed: 469.90 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[100] Batch [2450]	Speed: 469.90 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[100] Batch [2500]	Speed: 469.84 samples/sec	Train-accuracy=0.789922
INFO:root:Epoch[100] Batch [2500]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.939609
INFO:root:Epoch[100] Resetting Data Iterator
INFO:root:Epoch[100] Time cost=2723.821
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0101.params"
INFO:root:Epoch[100] Validation-accuracy=0.723154
INFO:root:Epoch[100] Validation-top_k_accuracy_5=0.908303
INFO:root:Epoch[101] Batch [50]	Speed: 480.48 samples/sec	Train-accuracy=0.787578
INFO:root:Epoch[101] Batch [50]	Speed: 480.48 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[101] Batch [100]	Speed: 469.77 samples/sec	Train-accuracy=0.785273
INFO:root:Epoch[101] Batch [100]	Speed: 469.77 samples/sec	Train-top_k_accuracy_5=0.940195
INFO:root:Epoch[101] Batch [150]	Speed: 469.73 samples/sec	Train-accuracy=0.787813
INFO:root:Epoch[101] Batch [150]	Speed: 469.73 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[101] Batch [200]	Speed: 470.12 samples/sec	Train-accuracy=0.780625
INFO:root:Epoch[101] Batch [200]	Speed: 470.12 samples/sec	Train-top_k_accuracy_5=0.937930
INFO:root:Epoch[101] Batch [250]	Speed: 469.05 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[101] Batch [250]	Speed: 469.05 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[101] Batch [300]	Speed: 470.76 samples/sec	Train-accuracy=0.789141
INFO:root:Epoch[101] Batch [300]	Speed: 470.76 samples/sec	Train-top_k_accuracy_5=0.938984
INFO:root:Epoch[101] Batch [350]	Speed: 469.36 samples/sec	Train-accuracy=0.780937
INFO:root:Epoch[101] Batch [350]	Speed: 469.36 samples/sec	Train-top_k_accuracy_5=0.938945
INFO:root:Epoch[101] Batch [400]	Speed: 470.03 samples/sec	Train-accuracy=0.784141
INFO:root:Epoch[101] Batch [400]	Speed: 470.03 samples/sec	Train-top_k_accuracy_5=0.939727
INFO:root:Epoch[101] Batch [450]	Speed: 470.54 samples/sec	Train-accuracy=0.786406
INFO:root:Epoch[101] Batch [450]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[101] Batch [500]	Speed: 462.48 samples/sec	Train-accuracy=0.786328
INFO:root:Epoch[101] Batch [500]	Speed: 462.48 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[101] Batch [550]	Speed: 470.34 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[101] Batch [550]	Speed: 470.34 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[101] Batch [600]	Speed: 472.75 samples/sec	Train-accuracy=0.784375
INFO:root:Epoch[101] Batch [600]	Speed: 472.75 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[101] Batch [650]	Speed: 474.15 samples/sec	Train-accuracy=0.789180
INFO:root:Epoch[101] Batch [650]	Speed: 474.15 samples/sec	Train-top_k_accuracy_5=0.938516
INFO:root:Epoch[101] Batch [700]	Speed: 474.51 samples/sec	Train-accuracy=0.787344
INFO:root:Epoch[101] Batch [700]	Speed: 474.51 samples/sec	Train-top_k_accuracy_5=0.942109
INFO:root:Epoch[101] Batch [750]	Speed: 474.82 samples/sec	Train-accuracy=0.785000
INFO:root:Epoch[101] Batch [750]	Speed: 474.82 samples/sec	Train-top_k_accuracy_5=0.938164
INFO:root:Epoch[101] Batch [800]	Speed: 473.81 samples/sec	Train-accuracy=0.788359
INFO:root:Epoch[101] Batch [800]	Speed: 473.81 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[101] Batch [850]	Speed: 475.02 samples/sec	Train-accuracy=0.782500
INFO:root:Epoch[101] Batch [850]	Speed: 475.02 samples/sec	Train-top_k_accuracy_5=0.940000
INFO:root:Epoch[101] Batch [900]	Speed: 475.24 samples/sec	Train-accuracy=0.787305
INFO:root:Epoch[101] Batch [900]	Speed: 475.24 samples/sec	Train-top_k_accuracy_5=0.938750
INFO:root:Epoch[101] Batch [950]	Speed: 474.89 samples/sec	Train-accuracy=0.786719
INFO:root:Epoch[101] Batch [950]	Speed: 474.89 samples/sec	Train-top_k_accuracy_5=0.939063
INFO:root:Epoch[101] Batch [1000]	Speed: 474.56 samples/sec	Train-accuracy=0.786367
INFO:root:Epoch[101] Batch [1000]	Speed: 474.56 samples/sec	Train-top_k_accuracy_5=0.939102
INFO:root:Epoch[101] Batch [1050]	Speed: 475.73 samples/sec	Train-accuracy=0.781289
INFO:root:Epoch[101] Batch [1050]	Speed: 475.73 samples/sec	Train-top_k_accuracy_5=0.938477
INFO:root:Epoch[101] Batch [1100]	Speed: 475.17 samples/sec	Train-accuracy=0.790156
INFO:root:Epoch[101] Batch [1100]	Speed: 475.17 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[101] Batch [1150]	Speed: 474.08 samples/sec	Train-accuracy=0.784453
INFO:root:Epoch[101] Batch [1150]	Speed: 474.08 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[101] Batch [1200]	Speed: 475.66 samples/sec	Train-accuracy=0.789609
INFO:root:Epoch[101] Batch [1200]	Speed: 475.66 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[101] Batch [1250]	Speed: 474.84 samples/sec	Train-accuracy=0.788125
INFO:root:Epoch[101] Batch [1250]	Speed: 474.84 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[101] Batch [1300]	Speed: 473.83 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[101] Batch [1300]	Speed: 473.83 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[101] Batch [1350]	Speed: 474.88 samples/sec	Train-accuracy=0.787578
INFO:root:Epoch[101] Batch [1350]	Speed: 474.88 samples/sec	Train-top_k_accuracy_5=0.939531
INFO:root:Epoch[101] Batch [1400]	Speed: 473.35 samples/sec	Train-accuracy=0.792344
INFO:root:Epoch[101] Batch [1400]	Speed: 473.35 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[101] Batch [1450]	Speed: 474.62 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[101] Batch [1450]	Speed: 474.62 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[101] Batch [1500]	Speed: 474.66 samples/sec	Train-accuracy=0.791211
INFO:root:Epoch[101] Batch [1500]	Speed: 474.66 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[101] Batch [1550]	Speed: 474.34 samples/sec	Train-accuracy=0.790625
INFO:root:Epoch[101] Batch [1550]	Speed: 474.34 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[101] Batch [1600]	Speed: 475.11 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[101] Batch [1600]	Speed: 475.11 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[101] Batch [1650]	Speed: 474.44 samples/sec	Train-accuracy=0.790156
INFO:root:Epoch[101] Batch [1650]	Speed: 474.44 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[101] Batch [1700]	Speed: 474.18 samples/sec	Train-accuracy=0.792813
INFO:root:Epoch[101] Batch [1700]	Speed: 474.18 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[101] Batch [1750]	Speed: 474.72 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[101] Batch [1750]	Speed: 474.72 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[101] Batch [1800]	Speed: 473.96 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[101] Batch [1800]	Speed: 473.96 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[101] Batch [1850]	Speed: 475.24 samples/sec	Train-accuracy=0.786719
INFO:root:Epoch[101] Batch [1850]	Speed: 475.24 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[101] Batch [1900]	Speed: 474.61 samples/sec	Train-accuracy=0.789492
INFO:root:Epoch[101] Batch [1900]	Speed: 474.61 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[101] Batch [1950]	Speed: 474.60 samples/sec	Train-accuracy=0.791680
INFO:root:Epoch[101] Batch [1950]	Speed: 474.60 samples/sec	Train-top_k_accuracy_5=0.940664
INFO:root:Epoch[101] Batch [2000]	Speed: 472.73 samples/sec	Train-accuracy=0.794414
INFO:root:Epoch[101] Batch [2000]	Speed: 472.73 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[101] Batch [2050]	Speed: 472.94 samples/sec	Train-accuracy=0.785234
INFO:root:Epoch[101] Batch [2050]	Speed: 472.94 samples/sec	Train-top_k_accuracy_5=0.942109
INFO:root:Epoch[101] Batch [2100]	Speed: 472.65 samples/sec	Train-accuracy=0.791211
INFO:root:Epoch[101] Batch [2100]	Speed: 472.65 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[101] Batch [2150]	Speed: 473.42 samples/sec	Train-accuracy=0.787266
INFO:root:Epoch[101] Batch [2150]	Speed: 473.42 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[101] Batch [2200]	Speed: 474.77 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[101] Batch [2200]	Speed: 474.77 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[101] Batch [2250]	Speed: 475.42 samples/sec	Train-accuracy=0.793867
INFO:root:Epoch[101] Batch [2250]	Speed: 475.42 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[101] Batch [2300]	Speed: 474.84 samples/sec	Train-accuracy=0.793633
INFO:root:Epoch[101] Batch [2300]	Speed: 474.84 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[101] Batch [2350]	Speed: 474.43 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[101] Batch [2350]	Speed: 474.43 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[101] Batch [2400]	Speed: 474.82 samples/sec	Train-accuracy=0.792070
INFO:root:Epoch[101] Batch [2400]	Speed: 474.82 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[101] Batch [2450]	Speed: 473.03 samples/sec	Train-accuracy=0.795625
INFO:root:Epoch[101] Batch [2450]	Speed: 473.03 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[101] Batch [2500]	Speed: 474.90 samples/sec	Train-accuracy=0.791250
INFO:root:Epoch[101] Batch [2500]	Speed: 474.90 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[101] Resetting Data Iterator
INFO:root:Epoch[101] Time cost=2706.187
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0102.params"
INFO:root:Epoch[101] Validation-accuracy=0.723673
INFO:root:Epoch[101] Validation-top_k_accuracy_5=0.909200
INFO:root:Epoch[102] Batch [50]	Speed: 484.62 samples/sec	Train-accuracy=0.790078
INFO:root:Epoch[102] Batch [50]	Speed: 484.62 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[102] Batch [100]	Speed: 474.44 samples/sec	Train-accuracy=0.784531
INFO:root:Epoch[102] Batch [100]	Speed: 474.44 samples/sec	Train-top_k_accuracy_5=0.938984
INFO:root:Epoch[102] Batch [150]	Speed: 473.46 samples/sec	Train-accuracy=0.785469
INFO:root:Epoch[102] Batch [150]	Speed: 473.46 samples/sec	Train-top_k_accuracy_5=0.939805
INFO:root:Epoch[102] Batch [200]	Speed: 474.67 samples/sec	Train-accuracy=0.783242
INFO:root:Epoch[102] Batch [200]	Speed: 474.67 samples/sec	Train-top_k_accuracy_5=0.939141
INFO:root:Epoch[102] Batch [250]	Speed: 474.18 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[102] Batch [250]	Speed: 474.18 samples/sec	Train-top_k_accuracy_5=0.942070
INFO:root:Epoch[102] Batch [300]	Speed: 475.38 samples/sec	Train-accuracy=0.788477
INFO:root:Epoch[102] Batch [300]	Speed: 475.38 samples/sec	Train-top_k_accuracy_5=0.938633
INFO:root:Epoch[102] Batch [350]	Speed: 474.36 samples/sec	Train-accuracy=0.782813
INFO:root:Epoch[102] Batch [350]	Speed: 474.36 samples/sec	Train-top_k_accuracy_5=0.936836
INFO:root:Epoch[102] Batch [400]	Speed: 474.96 samples/sec	Train-accuracy=0.786563
INFO:root:Epoch[102] Batch [400]	Speed: 474.96 samples/sec	Train-top_k_accuracy_5=0.941992
INFO:root:Epoch[102] Batch [450]	Speed: 471.70 samples/sec	Train-accuracy=0.787031
INFO:root:Epoch[102] Batch [450]	Speed: 471.70 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[102] Batch [500]	Speed: 474.59 samples/sec	Train-accuracy=0.786445
INFO:root:Epoch[102] Batch [500]	Speed: 474.59 samples/sec	Train-top_k_accuracy_5=0.939102
INFO:root:Epoch[102] Batch [550]	Speed: 473.92 samples/sec	Train-accuracy=0.792148
INFO:root:Epoch[102] Batch [550]	Speed: 473.92 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[102] Batch [600]	Speed: 474.68 samples/sec	Train-accuracy=0.788047
INFO:root:Epoch[102] Batch [600]	Speed: 474.68 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[102] Batch [650]	Speed: 475.63 samples/sec	Train-accuracy=0.786563
INFO:root:Epoch[102] Batch [650]	Speed: 475.63 samples/sec	Train-top_k_accuracy_5=0.938477
INFO:root:Epoch[102] Batch [700]	Speed: 473.66 samples/sec	Train-accuracy=0.787148
INFO:root:Epoch[102] Batch [700]	Speed: 473.66 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[102] Batch [750]	Speed: 473.75 samples/sec	Train-accuracy=0.785391
INFO:root:Epoch[102] Batch [750]	Speed: 473.75 samples/sec	Train-top_k_accuracy_5=0.939414
INFO:root:Epoch[102] Batch [800]	Speed: 473.56 samples/sec	Train-accuracy=0.787461
INFO:root:Epoch[102] Batch [800]	Speed: 473.56 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[102] Batch [850]	Speed: 469.63 samples/sec	Train-accuracy=0.782734
INFO:root:Epoch[102] Batch [850]	Speed: 469.63 samples/sec	Train-top_k_accuracy_5=0.937930
INFO:root:Epoch[102] Batch [900]	Speed: 473.97 samples/sec	Train-accuracy=0.786211
INFO:root:Epoch[102] Batch [900]	Speed: 473.97 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[102] Batch [950]	Speed: 474.58 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[102] Batch [950]	Speed: 474.58 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[102] Batch [1000]	Speed: 475.36 samples/sec	Train-accuracy=0.789453
INFO:root:Epoch[102] Batch [1000]	Speed: 475.36 samples/sec	Train-top_k_accuracy_5=0.938906
INFO:root:Epoch[102] Batch [1050]	Speed: 474.12 samples/sec	Train-accuracy=0.787148
INFO:root:Epoch[102] Batch [1050]	Speed: 474.12 samples/sec	Train-top_k_accuracy_5=0.939883
INFO:root:Epoch[102] Batch [1100]	Speed: 475.32 samples/sec	Train-accuracy=0.788008
INFO:root:Epoch[102] Batch [1100]	Speed: 475.32 samples/sec	Train-top_k_accuracy_5=0.938828
INFO:root:Epoch[102] Batch [1150]	Speed: 474.04 samples/sec	Train-accuracy=0.782188
INFO:root:Epoch[102] Batch [1150]	Speed: 474.04 samples/sec	Train-top_k_accuracy_5=0.940391
INFO:root:Epoch[102] Batch [1200]	Speed: 475.65 samples/sec	Train-accuracy=0.788906
INFO:root:Epoch[102] Batch [1200]	Speed: 475.65 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[102] Batch [1250]	Speed: 474.29 samples/sec	Train-accuracy=0.787773
INFO:root:Epoch[102] Batch [1250]	Speed: 474.29 samples/sec	Train-top_k_accuracy_5=0.940391
INFO:root:Epoch[102] Batch [1300]	Speed: 473.78 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[102] Batch [1300]	Speed: 473.78 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[102] Batch [1350]	Speed: 474.00 samples/sec	Train-accuracy=0.791641
INFO:root:Epoch[102] Batch [1350]	Speed: 474.00 samples/sec	Train-top_k_accuracy_5=0.940273
INFO:root:Epoch[102] Batch [1400]	Speed: 475.89 samples/sec	Train-accuracy=0.791055
INFO:root:Epoch[102] Batch [1400]	Speed: 475.89 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[102] Batch [1450]	Speed: 474.15 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[102] Batch [1450]	Speed: 474.15 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[102] Batch [1500]	Speed: 475.30 samples/sec	Train-accuracy=0.786367
INFO:root:Epoch[102] Batch [1500]	Speed: 475.30 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[102] Batch [1550]	Speed: 474.62 samples/sec	Train-accuracy=0.791055
INFO:root:Epoch[102] Batch [1550]	Speed: 474.62 samples/sec	Train-top_k_accuracy_5=0.940078
INFO:root:Epoch[102] Batch [1600]	Speed: 474.45 samples/sec	Train-accuracy=0.794805
INFO:root:Epoch[102] Batch [1600]	Speed: 474.45 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[102] Batch [1650]	Speed: 474.25 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[102] Batch [1650]	Speed: 474.25 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[102] Batch [1700]	Speed: 475.13 samples/sec	Train-accuracy=0.792422
INFO:root:Epoch[102] Batch [1700]	Speed: 475.13 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[102] Batch [1750]	Speed: 475.32 samples/sec	Train-accuracy=0.791992
INFO:root:Epoch[102] Batch [1750]	Speed: 475.32 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[102] Batch [1800]	Speed: 475.60 samples/sec	Train-accuracy=0.794609
INFO:root:Epoch[102] Batch [1800]	Speed: 475.60 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[102] Batch [1850]	Speed: 474.30 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[102] Batch [1850]	Speed: 474.30 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[102] Batch [1900]	Speed: 474.77 samples/sec	Train-accuracy=0.788359
INFO:root:Epoch[102] Batch [1900]	Speed: 474.77 samples/sec	Train-top_k_accuracy_5=0.941523
INFO:root:Epoch[102] Batch [1950]	Speed: 474.59 samples/sec	Train-accuracy=0.792656
INFO:root:Epoch[102] Batch [1950]	Speed: 474.59 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[102] Batch [2000]	Speed: 475.13 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[102] Batch [2000]	Speed: 475.13 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[102] Batch [2050]	Speed: 475.03 samples/sec	Train-accuracy=0.787773
INFO:root:Epoch[102] Batch [2050]	Speed: 475.03 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[102] Batch [2100]	Speed: 472.74 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[102] Batch [2100]	Speed: 472.74 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[102] Batch [2150]	Speed: 473.59 samples/sec	Train-accuracy=0.789766
INFO:root:Epoch[102] Batch [2150]	Speed: 473.59 samples/sec	Train-top_k_accuracy_5=0.942305
INFO:root:Epoch[102] Batch [2200]	Speed: 473.86 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[102] Batch [2200]	Speed: 473.86 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[102] Batch [2250]	Speed: 474.69 samples/sec	Train-accuracy=0.792578
INFO:root:Epoch[102] Batch [2250]	Speed: 474.69 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[102] Batch [2300]	Speed: 474.26 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[102] Batch [2300]	Speed: 474.26 samples/sec	Train-top_k_accuracy_5=0.941133
INFO:root:Epoch[102] Batch [2350]	Speed: 474.00 samples/sec	Train-accuracy=0.793828
INFO:root:Epoch[102] Batch [2350]	Speed: 474.00 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[102] Batch [2400]	Speed: 474.77 samples/sec	Train-accuracy=0.795117
INFO:root:Epoch[102] Batch [2400]	Speed: 474.77 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[102] Batch [2450]	Speed: 472.47 samples/sec	Train-accuracy=0.796875
INFO:root:Epoch[102] Batch [2450]	Speed: 472.47 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[102] Batch [2500]	Speed: 473.66 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[102] Batch [2500]	Speed: 473.66 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[102] Resetting Data Iterator
INFO:root:Epoch[102] Time cost=2701.298
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0103.params"
INFO:root:Epoch[102] Validation-accuracy=0.724171
INFO:root:Epoch[102] Validation-top_k_accuracy_5=0.909239
INFO:root:Epoch[103] Batch [50]	Speed: 483.90 samples/sec	Train-accuracy=0.788047
INFO:root:Epoch[103] Batch [50]	Speed: 483.90 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[103] Batch [100]	Speed: 473.29 samples/sec	Train-accuracy=0.783945
INFO:root:Epoch[103] Batch [100]	Speed: 473.29 samples/sec	Train-top_k_accuracy_5=0.938555
INFO:root:Epoch[103] Batch [150]	Speed: 476.54 samples/sec	Train-accuracy=0.788633
INFO:root:Epoch[103] Batch [150]	Speed: 476.54 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[103] Batch [200]	Speed: 474.05 samples/sec	Train-accuracy=0.785234
INFO:root:Epoch[103] Batch [200]	Speed: 474.05 samples/sec	Train-top_k_accuracy_5=0.939727
INFO:root:Epoch[103] Batch [250]	Speed: 474.87 samples/sec	Train-accuracy=0.788789
INFO:root:Epoch[103] Batch [250]	Speed: 474.87 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[103] Batch [300]	Speed: 474.03 samples/sec	Train-accuracy=0.789336
INFO:root:Epoch[103] Batch [300]	Speed: 474.03 samples/sec	Train-top_k_accuracy_5=0.938828
INFO:root:Epoch[103] Batch [350]	Speed: 475.08 samples/sec	Train-accuracy=0.784961
INFO:root:Epoch[103] Batch [350]	Speed: 475.08 samples/sec	Train-top_k_accuracy_5=0.936953
INFO:root:Epoch[103] Batch [400]	Speed: 474.05 samples/sec	Train-accuracy=0.785547
INFO:root:Epoch[103] Batch [400]	Speed: 474.05 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[103] Batch [450]	Speed: 473.76 samples/sec	Train-accuracy=0.788984
INFO:root:Epoch[103] Batch [450]	Speed: 473.76 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[103] Batch [500]	Speed: 474.83 samples/sec	Train-accuracy=0.785820
INFO:root:Epoch[103] Batch [500]	Speed: 474.83 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[103] Batch [550]	Speed: 475.42 samples/sec	Train-accuracy=0.791328
INFO:root:Epoch[103] Batch [550]	Speed: 475.42 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[103] Batch [600]	Speed: 474.33 samples/sec	Train-accuracy=0.786602
INFO:root:Epoch[103] Batch [600]	Speed: 474.33 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[103] Batch [650]	Speed: 474.28 samples/sec	Train-accuracy=0.790898
INFO:root:Epoch[103] Batch [650]	Speed: 474.28 samples/sec	Train-top_k_accuracy_5=0.940273
INFO:root:Epoch[103] Batch [700]	Speed: 474.52 samples/sec	Train-accuracy=0.787070
INFO:root:Epoch[103] Batch [700]	Speed: 474.52 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[103] Batch [750]	Speed: 473.71 samples/sec	Train-accuracy=0.784023
INFO:root:Epoch[103] Batch [750]	Speed: 473.71 samples/sec	Train-top_k_accuracy_5=0.939023
INFO:root:Epoch[103] Batch [800]	Speed: 473.61 samples/sec	Train-accuracy=0.789336
INFO:root:Epoch[103] Batch [800]	Speed: 473.61 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[103] Batch [850]	Speed: 474.53 samples/sec	Train-accuracy=0.787461
INFO:root:Epoch[103] Batch [850]	Speed: 474.53 samples/sec	Train-top_k_accuracy_5=0.939023
INFO:root:Epoch[103] Batch [900]	Speed: 473.69 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[103] Batch [900]	Speed: 473.69 samples/sec	Train-top_k_accuracy_5=0.939141
INFO:root:Epoch[103] Batch [950]	Speed: 474.90 samples/sec	Train-accuracy=0.787852
INFO:root:Epoch[103] Batch [950]	Speed: 474.90 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[103] Batch [1000]	Speed: 473.76 samples/sec	Train-accuracy=0.787461
INFO:root:Epoch[103] Batch [1000]	Speed: 473.76 samples/sec	Train-top_k_accuracy_5=0.938906
INFO:root:Epoch[103] Batch [1050]	Speed: 472.05 samples/sec	Train-accuracy=0.785703
INFO:root:Epoch[103] Batch [1050]	Speed: 472.05 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[103] Batch [1100]	Speed: 472.86 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[103] Batch [1100]	Speed: 472.86 samples/sec	Train-top_k_accuracy_5=0.940703
INFO:root:Epoch[103] Batch [1150]	Speed: 473.25 samples/sec	Train-accuracy=0.784102
INFO:root:Epoch[103] Batch [1150]	Speed: 473.25 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[103] Batch [1200]	Speed: 473.59 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[103] Batch [1200]	Speed: 473.59 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[103] Batch [1250]	Speed: 473.39 samples/sec	Train-accuracy=0.787695
INFO:root:Epoch[103] Batch [1250]	Speed: 473.39 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[103] Batch [1300]	Speed: 473.72 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[103] Batch [1300]	Speed: 473.72 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[103] Batch [1350]	Speed: 473.45 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[103] Batch [1350]	Speed: 473.45 samples/sec	Train-top_k_accuracy_5=0.940195
INFO:root:Epoch[103] Batch [1400]	Speed: 473.41 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[103] Batch [1400]	Speed: 473.41 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[103] Batch [1450]	Speed: 474.60 samples/sec	Train-accuracy=0.794141
INFO:root:Epoch[103] Batch [1450]	Speed: 474.60 samples/sec	Train-top_k_accuracy_5=0.943398
INFO:root:Epoch[103] Batch [1500]	Speed: 474.37 samples/sec	Train-accuracy=0.789922
INFO:root:Epoch[103] Batch [1500]	Speed: 474.37 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[103] Batch [1550]	Speed: 473.42 samples/sec	Train-accuracy=0.791289
INFO:root:Epoch[103] Batch [1550]	Speed: 473.42 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[103] Batch [1600]	Speed: 471.94 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[103] Batch [1600]	Speed: 471.94 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[103] Batch [1650]	Speed: 471.68 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[103] Batch [1650]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.942070
INFO:root:Epoch[103] Batch [1700]	Speed: 471.57 samples/sec	Train-accuracy=0.792266
INFO:root:Epoch[103] Batch [1700]	Speed: 471.57 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[103] Batch [1750]	Speed: 470.67 samples/sec	Train-accuracy=0.791836
INFO:root:Epoch[103] Batch [1750]	Speed: 470.67 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[103] Batch [1800]	Speed: 471.16 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[103] Batch [1800]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[103] Batch [1850]	Speed: 472.03 samples/sec	Train-accuracy=0.790508
INFO:root:Epoch[103] Batch [1850]	Speed: 472.03 samples/sec	Train-top_k_accuracy_5=0.942461
INFO:root:Epoch[103] Batch [1900]	Speed: 469.94 samples/sec	Train-accuracy=0.790078
INFO:root:Epoch[103] Batch [1900]	Speed: 469.94 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[103] Batch [1950]	Speed: 470.31 samples/sec	Train-accuracy=0.792695
INFO:root:Epoch[103] Batch [1950]	Speed: 470.31 samples/sec	Train-top_k_accuracy_5=0.941367
INFO:root:Epoch[103] Batch [2000]	Speed: 471.22 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[103] Batch [2000]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[103] Batch [2050]	Speed: 471.22 samples/sec	Train-accuracy=0.788711
INFO:root:Epoch[103] Batch [2050]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.943438
INFO:root:Epoch[103] Batch [2100]	Speed: 471.59 samples/sec	Train-accuracy=0.792656
INFO:root:Epoch[103] Batch [2100]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.945078
INFO:root:Epoch[103] Batch [2150]	Speed: 472.51 samples/sec	Train-accuracy=0.789687
INFO:root:Epoch[103] Batch [2150]	Speed: 472.51 samples/sec	Train-top_k_accuracy_5=0.942305
INFO:root:Epoch[103] Batch [2200]	Speed: 472.95 samples/sec	Train-accuracy=0.796562
INFO:root:Epoch[103] Batch [2200]	Speed: 472.95 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[103] Batch [2250]	Speed: 472.49 samples/sec	Train-accuracy=0.796211
INFO:root:Epoch[103] Batch [2250]	Speed: 472.49 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[103] Batch [2300]	Speed: 474.28 samples/sec	Train-accuracy=0.793555
INFO:root:Epoch[103] Batch [2300]	Speed: 474.28 samples/sec	Train-top_k_accuracy_5=0.940117
INFO:root:Epoch[103] Batch [2350]	Speed: 471.85 samples/sec	Train-accuracy=0.793320
INFO:root:Epoch[103] Batch [2350]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[103] Batch [2400]	Speed: 473.68 samples/sec	Train-accuracy=0.796055
INFO:root:Epoch[103] Batch [2400]	Speed: 473.68 samples/sec	Train-top_k_accuracy_5=0.943398
INFO:root:Epoch[103] Batch [2450]	Speed: 473.39 samples/sec	Train-accuracy=0.797109
INFO:root:Epoch[103] Batch [2450]	Speed: 473.39 samples/sec	Train-top_k_accuracy_5=0.945430
INFO:root:Epoch[103] Batch [2500]	Speed: 473.66 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[103] Batch [2500]	Speed: 473.66 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[103] Resetting Data Iterator
INFO:root:Epoch[103] Time cost=2706.170
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0104.params"
INFO:root:Epoch[103] Validation-accuracy=0.724689
INFO:root:Epoch[103] Validation-top_k_accuracy_5=0.909658
INFO:root:Epoch[104] Batch [50]	Speed: 481.92 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[104] Batch [50]	Speed: 481.92 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[104] Batch [100]	Speed: 473.41 samples/sec	Train-accuracy=0.786250
INFO:root:Epoch[104] Batch [100]	Speed: 473.41 samples/sec	Train-top_k_accuracy_5=0.939492
INFO:root:Epoch[104] Batch [150]	Speed: 473.22 samples/sec	Train-accuracy=0.788711
INFO:root:Epoch[104] Batch [150]	Speed: 473.22 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[104] Batch [200]	Speed: 472.89 samples/sec	Train-accuracy=0.787695
INFO:root:Epoch[104] Batch [200]	Speed: 472.89 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[104] Batch [250]	Speed: 474.17 samples/sec	Train-accuracy=0.792617
INFO:root:Epoch[104] Batch [250]	Speed: 474.17 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[104] Batch [300]	Speed: 472.76 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[104] Batch [300]	Speed: 472.76 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[104] Batch [350]	Speed: 471.61 samples/sec	Train-accuracy=0.784609
INFO:root:Epoch[104] Batch [350]	Speed: 471.61 samples/sec	Train-top_k_accuracy_5=0.938516
INFO:root:Epoch[104] Batch [400]	Speed: 471.59 samples/sec	Train-accuracy=0.784141
INFO:root:Epoch[104] Batch [400]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[104] Batch [450]	Speed: 473.86 samples/sec	Train-accuracy=0.791797
INFO:root:Epoch[104] Batch [450]	Speed: 473.86 samples/sec	Train-top_k_accuracy_5=0.940664
INFO:root:Epoch[104] Batch [500]	Speed: 472.70 samples/sec	Train-accuracy=0.786680
INFO:root:Epoch[104] Batch [500]	Speed: 472.70 samples/sec	Train-top_k_accuracy_5=0.940195
INFO:root:Epoch[104] Batch [550]	Speed: 472.49 samples/sec	Train-accuracy=0.790234
INFO:root:Epoch[104] Batch [550]	Speed: 472.49 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[104] Batch [600]	Speed: 471.51 samples/sec	Train-accuracy=0.789062
INFO:root:Epoch[104] Batch [600]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[104] Batch [650]	Speed: 473.16 samples/sec	Train-accuracy=0.787500
INFO:root:Epoch[104] Batch [650]	Speed: 473.16 samples/sec	Train-top_k_accuracy_5=0.938398
INFO:root:Epoch[104] Batch [700]	Speed: 471.41 samples/sec	Train-accuracy=0.787266
INFO:root:Epoch[104] Batch [700]	Speed: 471.41 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[104] Batch [750]	Speed: 472.78 samples/sec	Train-accuracy=0.783828
INFO:root:Epoch[104] Batch [750]	Speed: 472.78 samples/sec	Train-top_k_accuracy_5=0.940156
INFO:root:Epoch[104] Batch [800]	Speed: 473.18 samples/sec	Train-accuracy=0.790625
INFO:root:Epoch[104] Batch [800]	Speed: 473.18 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[104] Batch [850]	Speed: 471.96 samples/sec	Train-accuracy=0.787070
INFO:root:Epoch[104] Batch [850]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[104] Batch [900]	Speed: 471.59 samples/sec	Train-accuracy=0.789414
INFO:root:Epoch[104] Batch [900]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[104] Batch [950]	Speed: 472.12 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[104] Batch [950]	Speed: 472.12 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[104] Batch [1000]	Speed: 472.11 samples/sec	Train-accuracy=0.788281
INFO:root:Epoch[104] Batch [1000]	Speed: 472.11 samples/sec	Train-top_k_accuracy_5=0.939883
INFO:root:Epoch[104] Batch [1050]	Speed: 473.34 samples/sec	Train-accuracy=0.789883
INFO:root:Epoch[104] Batch [1050]	Speed: 473.34 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[104] Batch [1100]	Speed: 472.88 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[104] Batch [1100]	Speed: 472.88 samples/sec	Train-top_k_accuracy_5=0.940859
INFO:root:Epoch[104] Batch [1150]	Speed: 472.55 samples/sec	Train-accuracy=0.789687
INFO:root:Epoch[104] Batch [1150]	Speed: 472.55 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[104] Batch [1200]	Speed: 474.12 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[104] Batch [1200]	Speed: 474.12 samples/sec	Train-top_k_accuracy_5=0.941641
INFO:root:Epoch[104] Batch [1250]	Speed: 472.80 samples/sec	Train-accuracy=0.788750
INFO:root:Epoch[104] Batch [1250]	Speed: 472.80 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[104] Batch [1300]	Speed: 474.02 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[104] Batch [1300]	Speed: 474.02 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[104] Batch [1350]	Speed: 473.26 samples/sec	Train-accuracy=0.789062
INFO:root:Epoch[104] Batch [1350]	Speed: 473.26 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[104] Batch [1400]	Speed: 473.04 samples/sec	Train-accuracy=0.791680
INFO:root:Epoch[104] Batch [1400]	Speed: 473.04 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[104] Batch [1450]	Speed: 473.31 samples/sec	Train-accuracy=0.794922
INFO:root:Epoch[104] Batch [1450]	Speed: 473.31 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[104] Batch [1500]	Speed: 472.98 samples/sec	Train-accuracy=0.793828
INFO:root:Epoch[104] Batch [1500]	Speed: 472.98 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[104] Batch [1550]	Speed: 472.74 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[104] Batch [1550]	Speed: 472.74 samples/sec	Train-top_k_accuracy_5=0.940977
INFO:root:Epoch[104] Batch [1600]	Speed: 472.90 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[104] Batch [1600]	Speed: 472.90 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[104] Batch [1650]	Speed: 472.62 samples/sec	Train-accuracy=0.792500
INFO:root:Epoch[104] Batch [1650]	Speed: 472.62 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[104] Batch [1700]	Speed: 472.60 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[104] Batch [1700]	Speed: 472.60 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[104] Batch [1750]	Speed: 473.05 samples/sec	Train-accuracy=0.794375
INFO:root:Epoch[104] Batch [1750]	Speed: 473.05 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[104] Batch [1800]	Speed: 471.52 samples/sec	Train-accuracy=0.794766
INFO:root:Epoch[104] Batch [1800]	Speed: 471.52 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[104] Batch [1850]	Speed: 474.37 samples/sec	Train-accuracy=0.791250
INFO:root:Epoch[104] Batch [1850]	Speed: 474.37 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[104] Batch [1900]	Speed: 471.14 samples/sec	Train-accuracy=0.791289
INFO:root:Epoch[104] Batch [1900]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[104] Batch [1950]	Speed: 473.95 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[104] Batch [1950]	Speed: 473.95 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[104] Batch [2000]	Speed: 472.82 samples/sec	Train-accuracy=0.797656
INFO:root:Epoch[104] Batch [2000]	Speed: 472.82 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[104] Batch [2050]	Speed: 473.67 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[104] Batch [2050]	Speed: 473.67 samples/sec	Train-top_k_accuracy_5=0.943398
INFO:root:Epoch[104] Batch [2100]	Speed: 473.42 samples/sec	Train-accuracy=0.790469
INFO:root:Epoch[104] Batch [2100]	Speed: 473.42 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[104] Batch [2150]	Speed: 473.47 samples/sec	Train-accuracy=0.790820
INFO:root:Epoch[104] Batch [2150]	Speed: 473.47 samples/sec	Train-top_k_accuracy_5=0.942344
INFO:root:Epoch[104] Batch [2200]	Speed: 473.66 samples/sec	Train-accuracy=0.799219
INFO:root:Epoch[104] Batch [2200]	Speed: 473.66 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[104] Batch [2250]	Speed: 471.61 samples/sec	Train-accuracy=0.797344
INFO:root:Epoch[104] Batch [2250]	Speed: 471.61 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[104] Batch [2300]	Speed: 474.44 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[104] Batch [2300]	Speed: 474.44 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[104] Batch [2350]	Speed: 472.44 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[104] Batch [2350]	Speed: 472.44 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[104] Batch [2400]	Speed: 473.21 samples/sec	Train-accuracy=0.797461
INFO:root:Epoch[104] Batch [2400]	Speed: 473.21 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[104] Batch [2450]	Speed: 472.64 samples/sec	Train-accuracy=0.798906
INFO:root:Epoch[104] Batch [2450]	Speed: 472.64 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[104] Batch [2500]	Speed: 473.16 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[104] Batch [2500]	Speed: 473.16 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[104] Resetting Data Iterator
INFO:root:Epoch[104] Time cost=2708.620
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0105.params"
INFO:root:Epoch[104] Validation-accuracy=0.725466
INFO:root:Epoch[104] Validation-top_k_accuracy_5=0.909499
INFO:root:Epoch[105] Batch [50]	Speed: 482.70 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[105] Batch [50]	Speed: 482.70 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[105] Batch [100]	Speed: 474.39 samples/sec	Train-accuracy=0.786172
INFO:root:Epoch[105] Batch [100]	Speed: 474.39 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[105] Batch [150]	Speed: 473.38 samples/sec	Train-accuracy=0.790039
INFO:root:Epoch[105] Batch [150]	Speed: 473.38 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[105] Batch [200]	Speed: 472.77 samples/sec	Train-accuracy=0.782500
INFO:root:Epoch[105] Batch [200]	Speed: 472.77 samples/sec	Train-top_k_accuracy_5=0.938359
INFO:root:Epoch[105] Batch [250]	Speed: 474.51 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[105] Batch [250]	Speed: 474.51 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[105] Batch [300]	Speed: 473.85 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[105] Batch [300]	Speed: 473.85 samples/sec	Train-top_k_accuracy_5=0.940977
INFO:root:Epoch[105] Batch [350]	Speed: 473.40 samples/sec	Train-accuracy=0.784453
INFO:root:Epoch[105] Batch [350]	Speed: 473.40 samples/sec	Train-top_k_accuracy_5=0.938594
INFO:root:Epoch[105] Batch [400]	Speed: 472.27 samples/sec	Train-accuracy=0.781992
INFO:root:Epoch[105] Batch [400]	Speed: 472.27 samples/sec	Train-top_k_accuracy_5=0.939961
INFO:root:Epoch[105] Batch [450]	Speed: 473.57 samples/sec	Train-accuracy=0.788828
INFO:root:Epoch[105] Batch [450]	Speed: 473.57 samples/sec	Train-top_k_accuracy_5=0.941641
INFO:root:Epoch[105] Batch [500]	Speed: 471.93 samples/sec	Train-accuracy=0.788672
INFO:root:Epoch[105] Batch [500]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.938750
INFO:root:Epoch[105] Batch [550]	Speed: 472.69 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[105] Batch [550]	Speed: 472.69 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[105] Batch [600]	Speed: 473.11 samples/sec	Train-accuracy=0.788906
INFO:root:Epoch[105] Batch [600]	Speed: 473.11 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[105] Batch [650]	Speed: 473.32 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[105] Batch [650]	Speed: 473.32 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[105] Batch [700]	Speed: 474.16 samples/sec	Train-accuracy=0.788086
INFO:root:Epoch[105] Batch [700]	Speed: 474.16 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[105] Batch [750]	Speed: 473.05 samples/sec	Train-accuracy=0.784258
INFO:root:Epoch[105] Batch [750]	Speed: 473.05 samples/sec	Train-top_k_accuracy_5=0.940234
INFO:root:Epoch[105] Batch [800]	Speed: 474.22 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[105] Batch [800]	Speed: 474.22 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[105] Batch [850]	Speed: 472.58 samples/sec	Train-accuracy=0.789297
INFO:root:Epoch[105] Batch [850]	Speed: 472.58 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[105] Batch [900]	Speed: 471.48 samples/sec	Train-accuracy=0.787266
INFO:root:Epoch[105] Batch [900]	Speed: 471.48 samples/sec	Train-top_k_accuracy_5=0.939805
INFO:root:Epoch[105] Batch [950]	Speed: 472.77 samples/sec	Train-accuracy=0.788906
INFO:root:Epoch[105] Batch [950]	Speed: 472.77 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[105] Batch [1000]	Speed: 472.09 samples/sec	Train-accuracy=0.788438
INFO:root:Epoch[105] Batch [1000]	Speed: 472.09 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[105] Batch [1050]	Speed: 473.63 samples/sec	Train-accuracy=0.790117
INFO:root:Epoch[105] Batch [1050]	Speed: 473.63 samples/sec	Train-top_k_accuracy_5=0.939531
INFO:root:Epoch[105] Batch [1100]	Speed: 472.78 samples/sec	Train-accuracy=0.792656
INFO:root:Epoch[105] Batch [1100]	Speed: 472.78 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[105] Batch [1150]	Speed: 472.75 samples/sec	Train-accuracy=0.788984
INFO:root:Epoch[105] Batch [1150]	Speed: 472.75 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[105] Batch [1200]	Speed: 471.56 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[105] Batch [1200]	Speed: 471.56 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[105] Batch [1250]	Speed: 473.30 samples/sec	Train-accuracy=0.788477
INFO:root:Epoch[105] Batch [1250]	Speed: 473.30 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[105] Batch [1300]	Speed: 471.27 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[105] Batch [1300]	Speed: 471.27 samples/sec	Train-top_k_accuracy_5=0.942891
INFO:root:Epoch[105] Batch [1350]	Speed: 470.37 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[105] Batch [1350]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[105] Batch [1400]	Speed: 472.15 samples/sec	Train-accuracy=0.790937
INFO:root:Epoch[105] Batch [1400]	Speed: 472.15 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[105] Batch [1450]	Speed: 469.63 samples/sec	Train-accuracy=0.795508
INFO:root:Epoch[105] Batch [1450]	Speed: 469.63 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[105] Batch [1500]	Speed: 470.52 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[105] Batch [1500]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[105] Batch [1550]	Speed: 471.07 samples/sec	Train-accuracy=0.787148
INFO:root:Epoch[105] Batch [1550]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[105] Batch [1600]	Speed: 469.70 samples/sec	Train-accuracy=0.797500
INFO:root:Epoch[105] Batch [1600]	Speed: 469.70 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[105] Batch [1650]	Speed: 469.63 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[105] Batch [1650]	Speed: 469.63 samples/sec	Train-top_k_accuracy_5=0.943359
INFO:root:Epoch[105] Batch [1700]	Speed: 470.83 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[105] Batch [1700]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.946055
INFO:root:Epoch[105] Batch [1750]	Speed: 470.26 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[105] Batch [1750]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[105] Batch [1800]	Speed: 470.32 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[105] Batch [1800]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[105] Batch [1850]	Speed: 471.47 samples/sec	Train-accuracy=0.790078
INFO:root:Epoch[105] Batch [1850]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[105] Batch [1900]	Speed: 469.33 samples/sec	Train-accuracy=0.790312
INFO:root:Epoch[105] Batch [1900]	Speed: 469.33 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[105] Batch [1950]	Speed: 470.49 samples/sec	Train-accuracy=0.795508
INFO:root:Epoch[105] Batch [1950]	Speed: 470.49 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[105] Batch [2000]	Speed: 470.68 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[105] Batch [2000]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.943438
INFO:root:Epoch[105] Batch [2050]	Speed: 470.39 samples/sec	Train-accuracy=0.791836
INFO:root:Epoch[105] Batch [2050]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[105] Batch [2100]	Speed: 470.03 samples/sec	Train-accuracy=0.794023
INFO:root:Epoch[105] Batch [2100]	Speed: 470.03 samples/sec	Train-top_k_accuracy_5=0.945430
INFO:root:Epoch[105] Batch [2150]	Speed: 471.11 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[105] Batch [2150]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[105] Batch [2200]	Speed: 469.96 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[105] Batch [2200]	Speed: 469.96 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[105] Batch [2250]	Speed: 470.11 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[105] Batch [2250]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.946641
INFO:root:Epoch[105] Batch [2300]	Speed: 471.33 samples/sec	Train-accuracy=0.791094
INFO:root:Epoch[105] Batch [2300]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[105] Batch [2350]	Speed: 471.16 samples/sec	Train-accuracy=0.793398
INFO:root:Epoch[105] Batch [2350]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[105] Batch [2400]	Speed: 471.09 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[105] Batch [2400]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[105] Batch [2450]	Speed: 471.12 samples/sec	Train-accuracy=0.799453
INFO:root:Epoch[105] Batch [2450]	Speed: 471.12 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[105] Batch [2500]	Speed: 470.62 samples/sec	Train-accuracy=0.795195
INFO:root:Epoch[105] Batch [2500]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[105] Resetting Data Iterator
INFO:root:Epoch[105] Time cost=2715.588
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0106.params"
INFO:root:Epoch[105] Validation-accuracy=0.725327
INFO:root:Epoch[105] Validation-top_k_accuracy_5=0.909877
INFO:root:Epoch[106] Batch [50]	Speed: 477.22 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[106] Batch [50]	Speed: 477.22 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[106] Batch [100]	Speed: 471.05 samples/sec	Train-accuracy=0.785195
INFO:root:Epoch[106] Batch [100]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.940078
INFO:root:Epoch[106] Batch [150]	Speed: 469.93 samples/sec	Train-accuracy=0.789766
INFO:root:Epoch[106] Batch [150]	Speed: 469.93 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[106] Batch [200]	Speed: 469.14 samples/sec	Train-accuracy=0.784570
INFO:root:Epoch[106] Batch [200]	Speed: 469.14 samples/sec	Train-top_k_accuracy_5=0.939570
INFO:root:Epoch[106] Batch [250]	Speed: 470.70 samples/sec	Train-accuracy=0.793828
INFO:root:Epoch[106] Batch [250]	Speed: 470.70 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[106] Batch [300]	Speed: 470.73 samples/sec	Train-accuracy=0.790312
INFO:root:Epoch[106] Batch [300]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.939570
INFO:root:Epoch[106] Batch [350]	Speed: 470.73 samples/sec	Train-accuracy=0.782813
INFO:root:Epoch[106] Batch [350]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.938750
INFO:root:Epoch[106] Batch [400]	Speed: 469.36 samples/sec	Train-accuracy=0.786992
INFO:root:Epoch[106] Batch [400]	Speed: 469.36 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[106] Batch [450]	Speed: 469.74 samples/sec	Train-accuracy=0.790156
INFO:root:Epoch[106] Batch [450]	Speed: 469.74 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[106] Batch [500]	Speed: 468.75 samples/sec	Train-accuracy=0.787305
INFO:root:Epoch[106] Batch [500]	Speed: 468.75 samples/sec	Train-top_k_accuracy_5=0.938867
INFO:root:Epoch[106] Batch [550]	Speed: 469.73 samples/sec	Train-accuracy=0.792578
INFO:root:Epoch[106] Batch [550]	Speed: 469.73 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[106] Batch [600]	Speed: 469.54 samples/sec	Train-accuracy=0.788281
INFO:root:Epoch[106] Batch [600]	Speed: 469.54 samples/sec	Train-top_k_accuracy_5=0.940820
INFO:root:Epoch[106] Batch [650]	Speed: 470.23 samples/sec	Train-accuracy=0.790430
INFO:root:Epoch[106] Batch [650]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.939648
INFO:root:Epoch[106] Batch [700]	Speed: 470.12 samples/sec	Train-accuracy=0.790391
INFO:root:Epoch[106] Batch [700]	Speed: 470.12 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[106] Batch [750]	Speed: 471.88 samples/sec	Train-accuracy=0.787734
INFO:root:Epoch[106] Batch [750]	Speed: 471.88 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[106] Batch [800]	Speed: 471.83 samples/sec	Train-accuracy=0.794648
INFO:root:Epoch[106] Batch [800]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[106] Batch [850]	Speed: 470.55 samples/sec	Train-accuracy=0.786094
INFO:root:Epoch[106] Batch [850]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.939180
INFO:root:Epoch[106] Batch [900]	Speed: 470.71 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[106] Batch [900]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[106] Batch [950]	Speed: 470.56 samples/sec	Train-accuracy=0.789141
INFO:root:Epoch[106] Batch [950]	Speed: 470.56 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[106] Batch [1000]	Speed: 469.84 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[106] Batch [1000]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[106] Batch [1050]	Speed: 469.44 samples/sec	Train-accuracy=0.789805
INFO:root:Epoch[106] Batch [1050]	Speed: 469.44 samples/sec	Train-top_k_accuracy_5=0.939688
INFO:root:Epoch[106] Batch [1100]	Speed: 470.85 samples/sec	Train-accuracy=0.792930
INFO:root:Epoch[106] Batch [1100]	Speed: 470.85 samples/sec	Train-top_k_accuracy_5=0.941992
INFO:root:Epoch[106] Batch [1150]	Speed: 470.09 samples/sec	Train-accuracy=0.788945
INFO:root:Epoch[106] Batch [1150]	Speed: 470.09 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[106] Batch [1200]	Speed: 471.89 samples/sec	Train-accuracy=0.791133
INFO:root:Epoch[106] Batch [1200]	Speed: 471.89 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[106] Batch [1250]	Speed: 469.09 samples/sec	Train-accuracy=0.789844
INFO:root:Epoch[106] Batch [1250]	Speed: 469.09 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[106] Batch [1300]	Speed: 469.58 samples/sec	Train-accuracy=0.794570
INFO:root:Epoch[106] Batch [1300]	Speed: 469.58 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[106] Batch [1350]	Speed: 470.46 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[106] Batch [1350]	Speed: 470.46 samples/sec	Train-top_k_accuracy_5=0.940664
INFO:root:Epoch[106] Batch [1400]	Speed: 470.16 samples/sec	Train-accuracy=0.794375
INFO:root:Epoch[106] Batch [1400]	Speed: 470.16 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[106] Batch [1450]	Speed: 470.59 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[106] Batch [1450]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.946641
INFO:root:Epoch[106] Batch [1500]	Speed: 470.38 samples/sec	Train-accuracy=0.792539
INFO:root:Epoch[106] Batch [1500]	Speed: 470.38 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[106] Batch [1550]	Speed: 470.83 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[106] Batch [1550]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[106] Batch [1600]	Speed: 471.90 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[106] Batch [1600]	Speed: 471.90 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[106] Batch [1650]	Speed: 469.37 samples/sec	Train-accuracy=0.793398
INFO:root:Epoch[106] Batch [1650]	Speed: 469.37 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[106] Batch [1700]	Speed: 469.19 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[106] Batch [1700]	Speed: 469.19 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[106] Batch [1750]	Speed: 467.94 samples/sec	Train-accuracy=0.795312
INFO:root:Epoch[106] Batch [1750]	Speed: 467.94 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[106] Batch [1800]	Speed: 469.70 samples/sec	Train-accuracy=0.795820
INFO:root:Epoch[106] Batch [1800]	Speed: 469.70 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[106] Batch [1850]	Speed: 470.30 samples/sec	Train-accuracy=0.793047
INFO:root:Epoch[106] Batch [1850]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[106] Batch [1900]	Speed: 469.30 samples/sec	Train-accuracy=0.792617
INFO:root:Epoch[106] Batch [1900]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.943398
INFO:root:Epoch[106] Batch [1950]	Speed: 470.06 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[106] Batch [1950]	Speed: 470.06 samples/sec	Train-top_k_accuracy_5=0.941133
INFO:root:Epoch[106] Batch [2000]	Speed: 471.31 samples/sec	Train-accuracy=0.794297
INFO:root:Epoch[106] Batch [2000]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.944766
INFO:root:Epoch[106] Batch [2050]	Speed: 470.86 samples/sec	Train-accuracy=0.789687
INFO:root:Epoch[106] Batch [2050]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[106] Batch [2100]	Speed: 470.95 samples/sec	Train-accuracy=0.793750
INFO:root:Epoch[106] Batch [2100]	Speed: 470.95 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[106] Batch [2150]	Speed: 470.97 samples/sec	Train-accuracy=0.790781
INFO:root:Epoch[106] Batch [2150]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[106] Batch [2200]	Speed: 470.59 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[106] Batch [2200]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[106] Batch [2250]	Speed: 470.17 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[106] Batch [2250]	Speed: 470.17 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[106] Batch [2300]	Speed: 469.14 samples/sec	Train-accuracy=0.794961
INFO:root:Epoch[106] Batch [2300]	Speed: 469.14 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[106] Batch [2350]	Speed: 470.59 samples/sec	Train-accuracy=0.795820
INFO:root:Epoch[106] Batch [2350]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[106] Batch [2400]	Speed: 470.44 samples/sec	Train-accuracy=0.800469
INFO:root:Epoch[106] Batch [2400]	Speed: 470.44 samples/sec	Train-top_k_accuracy_5=0.946367
INFO:root:Epoch[106] Batch [2450]	Speed: 470.78 samples/sec	Train-accuracy=0.799258
INFO:root:Epoch[106] Batch [2450]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[106] Batch [2500]	Speed: 471.13 samples/sec	Train-accuracy=0.793945
INFO:root:Epoch[106] Batch [2500]	Speed: 471.13 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[106] Resetting Data Iterator
INFO:root:Epoch[106] Time cost=2723.566
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0107.params"
INFO:root:Epoch[106] Validation-accuracy=0.724809
INFO:root:Epoch[106] Validation-top_k_accuracy_5=0.909917
INFO:root:Epoch[107] Batch [50]	Speed: 480.53 samples/sec	Train-accuracy=0.791211
INFO:root:Epoch[107] Batch [50]	Speed: 480.53 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[107] Batch [100]	Speed: 471.68 samples/sec	Train-accuracy=0.788047
INFO:root:Epoch[107] Batch [100]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[107] Batch [150]	Speed: 467.66 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[107] Batch [150]	Speed: 467.66 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[107] Batch [200]	Speed: 469.51 samples/sec	Train-accuracy=0.786016
INFO:root:Epoch[107] Batch [200]	Speed: 469.51 samples/sec	Train-top_k_accuracy_5=0.939297
INFO:root:Epoch[107] Batch [250]	Speed: 469.75 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[107] Batch [250]	Speed: 469.75 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[107] Batch [300]	Speed: 469.61 samples/sec	Train-accuracy=0.791562
INFO:root:Epoch[107] Batch [300]	Speed: 469.61 samples/sec	Train-top_k_accuracy_5=0.939844
INFO:root:Epoch[107] Batch [350]	Speed: 469.19 samples/sec	Train-accuracy=0.786875
INFO:root:Epoch[107] Batch [350]	Speed: 469.19 samples/sec	Train-top_k_accuracy_5=0.939492
INFO:root:Epoch[107] Batch [400]	Speed: 469.60 samples/sec	Train-accuracy=0.790625
INFO:root:Epoch[107] Batch [400]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[107] Batch [450]	Speed: 470.00 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[107] Batch [450]	Speed: 470.00 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[107] Batch [500]	Speed: 469.58 samples/sec	Train-accuracy=0.790781
INFO:root:Epoch[107] Batch [500]	Speed: 469.58 samples/sec	Train-top_k_accuracy_5=0.939492
INFO:root:Epoch[107] Batch [550]	Speed: 470.95 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[107] Batch [550]	Speed: 470.95 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[107] Batch [600]	Speed: 470.09 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[107] Batch [600]	Speed: 470.09 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[107] Batch [650]	Speed: 469.18 samples/sec	Train-accuracy=0.790898
INFO:root:Epoch[107] Batch [650]	Speed: 469.18 samples/sec	Train-top_k_accuracy_5=0.939688
INFO:root:Epoch[107] Batch [700]	Speed: 470.57 samples/sec	Train-accuracy=0.791602
INFO:root:Epoch[107] Batch [700]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[107] Batch [750]	Speed: 469.17 samples/sec	Train-accuracy=0.786523
INFO:root:Epoch[107] Batch [750]	Speed: 469.17 samples/sec	Train-top_k_accuracy_5=0.939961
INFO:root:Epoch[107] Batch [800]	Speed: 468.75 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[107] Batch [800]	Speed: 468.75 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[107] Batch [850]	Speed: 468.90 samples/sec	Train-accuracy=0.787031
INFO:root:Epoch[107] Batch [850]	Speed: 468.90 samples/sec	Train-top_k_accuracy_5=0.939375
INFO:root:Epoch[107] Batch [900]	Speed: 469.87 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[107] Batch [900]	Speed: 469.87 samples/sec	Train-top_k_accuracy_5=0.939453
INFO:root:Epoch[107] Batch [950]	Speed: 468.48 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[107] Batch [950]	Speed: 468.48 samples/sec	Train-top_k_accuracy_5=0.945430
INFO:root:Epoch[107] Batch [1000]	Speed: 469.71 samples/sec	Train-accuracy=0.792266
INFO:root:Epoch[107] Batch [1000]	Speed: 469.71 samples/sec	Train-top_k_accuracy_5=0.940508
INFO:root:Epoch[107] Batch [1050]	Speed: 469.96 samples/sec	Train-accuracy=0.787422
INFO:root:Epoch[107] Batch [1050]	Speed: 469.96 samples/sec	Train-top_k_accuracy_5=0.939336
INFO:root:Epoch[107] Batch [1100]	Speed: 469.97 samples/sec	Train-accuracy=0.792422
INFO:root:Epoch[107] Batch [1100]	Speed: 469.97 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[107] Batch [1150]	Speed: 470.71 samples/sec	Train-accuracy=0.784297
INFO:root:Epoch[107] Batch [1150]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[107] Batch [1200]	Speed: 471.53 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[107] Batch [1200]	Speed: 471.53 samples/sec	Train-top_k_accuracy_5=0.943477
INFO:root:Epoch[107] Batch [1250]	Speed: 468.74 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[107] Batch [1250]	Speed: 468.74 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[107] Batch [1300]	Speed: 465.29 samples/sec	Train-accuracy=0.791562
INFO:root:Epoch[107] Batch [1300]	Speed: 465.29 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[107] Batch [1350]	Speed: 470.68 samples/sec	Train-accuracy=0.794570
INFO:root:Epoch[107] Batch [1350]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[107] Batch [1400]	Speed: 470.55 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[107] Batch [1400]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[107] Batch [1450]	Speed: 469.52 samples/sec	Train-accuracy=0.797930
INFO:root:Epoch[107] Batch [1450]	Speed: 469.52 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[107] Batch [1500]	Speed: 470.50 samples/sec	Train-accuracy=0.792617
INFO:root:Epoch[107] Batch [1500]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.942109
INFO:root:Epoch[107] Batch [1550]	Speed: 470.20 samples/sec	Train-accuracy=0.790352
INFO:root:Epoch[107] Batch [1550]	Speed: 470.20 samples/sec	Train-top_k_accuracy_5=0.943359
INFO:root:Epoch[107] Batch [1600]	Speed: 471.60 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[107] Batch [1600]	Speed: 471.60 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[107] Batch [1650]	Speed: 470.10 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[107] Batch [1650]	Speed: 470.10 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[107] Batch [1700]	Speed: 469.36 samples/sec	Train-accuracy=0.792617
INFO:root:Epoch[107] Batch [1700]	Speed: 469.36 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[107] Batch [1750]	Speed: 471.08 samples/sec	Train-accuracy=0.794922
INFO:root:Epoch[107] Batch [1750]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[107] Batch [1800]	Speed: 470.37 samples/sec	Train-accuracy=0.797305
INFO:root:Epoch[107] Batch [1800]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[107] Batch [1850]	Speed: 470.56 samples/sec	Train-accuracy=0.793398
INFO:root:Epoch[107] Batch [1850]	Speed: 470.56 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[107] Batch [1900]	Speed: 469.51 samples/sec	Train-accuracy=0.791602
INFO:root:Epoch[107] Batch [1900]	Speed: 469.51 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[107] Batch [1950]	Speed: 470.06 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[107] Batch [1950]	Speed: 470.06 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[107] Batch [2000]	Speed: 467.75 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[107] Batch [2000]	Speed: 467.75 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[107] Batch [2050]	Speed: 469.79 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[107] Batch [2050]	Speed: 469.79 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[107] Batch [2100]	Speed: 469.91 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[107] Batch [2100]	Speed: 469.91 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[107] Batch [2150]	Speed: 470.92 samples/sec	Train-accuracy=0.789375
INFO:root:Epoch[107] Batch [2150]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[107] Batch [2200]	Speed: 469.11 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[107] Batch [2200]	Speed: 469.11 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[107] Batch [2250]	Speed: 471.24 samples/sec	Train-accuracy=0.799219
INFO:root:Epoch[107] Batch [2250]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[107] Batch [2300]	Speed: 469.45 samples/sec	Train-accuracy=0.796211
INFO:root:Epoch[107] Batch [2300]	Speed: 469.45 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[107] Batch [2350]	Speed: 472.67 samples/sec	Train-accuracy=0.795820
INFO:root:Epoch[107] Batch [2350]	Speed: 472.67 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[107] Batch [2400]	Speed: 470.95 samples/sec	Train-accuracy=0.796875
INFO:root:Epoch[107] Batch [2400]	Speed: 470.95 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[107] Batch [2450]	Speed: 470.62 samples/sec	Train-accuracy=0.798125
INFO:root:Epoch[107] Batch [2450]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[107] Batch [2500]	Speed: 472.17 samples/sec	Train-accuracy=0.793555
INFO:root:Epoch[107] Batch [2500]	Speed: 472.17 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[107] Resetting Data Iterator
INFO:root:Epoch[107] Time cost=2725.214
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0108.params"
INFO:root:Epoch[107] Validation-accuracy=0.725307
INFO:root:Epoch[107] Validation-top_k_accuracy_5=0.910316
INFO:root:Epoch[108] Batch [50]	Speed: 478.17 samples/sec	Train-accuracy=0.793867
INFO:root:Epoch[108] Batch [50]	Speed: 478.17 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[108] Batch [100]	Speed: 469.29 samples/sec	Train-accuracy=0.788750
INFO:root:Epoch[108] Batch [100]	Speed: 469.29 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[108] Batch [150]	Speed: 470.11 samples/sec	Train-accuracy=0.787695
INFO:root:Epoch[108] Batch [150]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[108] Batch [200]	Speed: 470.30 samples/sec	Train-accuracy=0.785820
INFO:root:Epoch[108] Batch [200]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.939609
INFO:root:Epoch[108] Batch [250]	Speed: 470.07 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[108] Batch [250]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[108] Batch [300]	Speed: 470.90 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[108] Batch [300]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.940000
INFO:root:Epoch[108] Batch [350]	Speed: 470.37 samples/sec	Train-accuracy=0.788516
INFO:root:Epoch[108] Batch [350]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[108] Batch [400]	Speed: 471.64 samples/sec	Train-accuracy=0.785430
INFO:root:Epoch[108] Batch [400]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[108] Batch [450]	Speed: 471.15 samples/sec	Train-accuracy=0.792969
INFO:root:Epoch[108] Batch [450]	Speed: 471.15 samples/sec	Train-top_k_accuracy_5=0.942266
INFO:root:Epoch[108] Batch [500]	Speed: 470.19 samples/sec	Train-accuracy=0.790156
INFO:root:Epoch[108] Batch [500]	Speed: 470.19 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[108] Batch [550]	Speed: 470.80 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[108] Batch [550]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[108] Batch [600]	Speed: 470.57 samples/sec	Train-accuracy=0.789219
INFO:root:Epoch[108] Batch [600]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.942031
INFO:root:Epoch[108] Batch [650]	Speed: 470.68 samples/sec	Train-accuracy=0.794414
INFO:root:Epoch[108] Batch [650]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.939492
INFO:root:Epoch[108] Batch [700]	Speed: 471.17 samples/sec	Train-accuracy=0.790664
INFO:root:Epoch[108] Batch [700]	Speed: 471.17 samples/sec	Train-top_k_accuracy_5=0.942031
INFO:root:Epoch[108] Batch [750]	Speed: 471.26 samples/sec	Train-accuracy=0.786133
INFO:root:Epoch[108] Batch [750]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.939180
INFO:root:Epoch[108] Batch [800]	Speed: 470.60 samples/sec	Train-accuracy=0.792344
INFO:root:Epoch[108] Batch [800]	Speed: 470.60 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[108] Batch [850]	Speed: 470.15 samples/sec	Train-accuracy=0.789180
INFO:root:Epoch[108] Batch [850]	Speed: 470.15 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[108] Batch [900]	Speed: 470.97 samples/sec	Train-accuracy=0.790234
INFO:root:Epoch[108] Batch [900]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[108] Batch [950]	Speed: 469.09 samples/sec	Train-accuracy=0.789336
INFO:root:Epoch[108] Batch [950]	Speed: 469.09 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[108] Batch [1000]	Speed: 470.84 samples/sec	Train-accuracy=0.791211
INFO:root:Epoch[108] Batch [1000]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[108] Batch [1050]	Speed: 469.44 samples/sec	Train-accuracy=0.792656
INFO:root:Epoch[108] Batch [1050]	Speed: 469.44 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[108] Batch [1100]	Speed: 470.47 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[108] Batch [1100]	Speed: 470.47 samples/sec	Train-top_k_accuracy_5=0.940312
INFO:root:Epoch[108] Batch [1150]	Speed: 470.64 samples/sec	Train-accuracy=0.790820
INFO:root:Epoch[108] Batch [1150]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[108] Batch [1200]	Speed: 471.75 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[108] Batch [1200]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[108] Batch [1250]	Speed: 470.51 samples/sec	Train-accuracy=0.787891
INFO:root:Epoch[108] Batch [1250]	Speed: 470.51 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[108] Batch [1300]	Speed: 471.11 samples/sec	Train-accuracy=0.794414
INFO:root:Epoch[108] Batch [1300]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[108] Batch [1350]	Speed: 469.98 samples/sec	Train-accuracy=0.791133
INFO:root:Epoch[108] Batch [1350]	Speed: 469.98 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[108] Batch [1400]	Speed: 470.73 samples/sec	Train-accuracy=0.792852
INFO:root:Epoch[108] Batch [1400]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[108] Batch [1450]	Speed: 470.55 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[108] Batch [1450]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[108] Batch [1500]	Speed: 469.49 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[108] Batch [1500]	Speed: 469.49 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[108] Batch [1550]	Speed: 469.03 samples/sec	Train-accuracy=0.792578
INFO:root:Epoch[108] Batch [1550]	Speed: 469.03 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[108] Batch [1600]	Speed: 470.13 samples/sec	Train-accuracy=0.796562
INFO:root:Epoch[108] Batch [1600]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[108] Batch [1650]	Speed: 470.56 samples/sec	Train-accuracy=0.790078
INFO:root:Epoch[108] Batch [1650]	Speed: 470.56 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[108] Batch [1700]	Speed: 470.81 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[108] Batch [1700]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[108] Batch [1750]	Speed: 469.88 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[108] Batch [1750]	Speed: 469.88 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[108] Batch [1800]	Speed: 470.69 samples/sec	Train-accuracy=0.795781
INFO:root:Epoch[108] Batch [1800]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[108] Batch [1850]	Speed: 470.76 samples/sec	Train-accuracy=0.793633
INFO:root:Epoch[108] Batch [1850]	Speed: 470.76 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[108] Batch [1900]	Speed: 469.08 samples/sec	Train-accuracy=0.791289
INFO:root:Epoch[108] Batch [1900]	Speed: 469.08 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[108] Batch [1950]	Speed: 471.14 samples/sec	Train-accuracy=0.796211
INFO:root:Epoch[108] Batch [1950]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[108] Batch [2000]	Speed: 469.89 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[108] Batch [2000]	Speed: 469.89 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[108] Batch [2050]	Speed: 471.02 samples/sec	Train-accuracy=0.793242
INFO:root:Epoch[108] Batch [2050]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[108] Batch [2100]	Speed: 470.29 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[108] Batch [2100]	Speed: 470.29 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[108] Batch [2150]	Speed: 470.17 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[108] Batch [2150]	Speed: 470.17 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[108] Batch [2200]	Speed: 469.95 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[108] Batch [2200]	Speed: 469.95 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[108] Batch [2250]	Speed: 470.26 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[108] Batch [2250]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[108] Batch [2300]	Speed: 470.07 samples/sec	Train-accuracy=0.798711
INFO:root:Epoch[108] Batch [2300]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[108] Batch [2350]	Speed: 470.41 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[108] Batch [2350]	Speed: 470.41 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[108] Batch [2400]	Speed: 468.67 samples/sec	Train-accuracy=0.800039
INFO:root:Epoch[108] Batch [2400]	Speed: 468.67 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[108] Batch [2450]	Speed: 470.91 samples/sec	Train-accuracy=0.800820
INFO:root:Epoch[108] Batch [2450]	Speed: 470.91 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[108] Batch [2500]	Speed: 470.71 samples/sec	Train-accuracy=0.794766
INFO:root:Epoch[108] Batch [2500]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[108] Resetting Data Iterator
INFO:root:Epoch[108] Time cost=2722.889
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0109.params"
INFO:root:Epoch[108] Validation-accuracy=0.726184
INFO:root:Epoch[108] Validation-top_k_accuracy_5=0.910216
INFO:root:Epoch[109] Batch [50]	Speed: 480.58 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[109] Batch [50]	Speed: 480.58 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[109] Batch [100]	Speed: 468.34 samples/sec	Train-accuracy=0.787539
INFO:root:Epoch[109] Batch [100]	Speed: 468.34 samples/sec	Train-top_k_accuracy_5=0.940430
INFO:root:Epoch[109] Batch [150]	Speed: 471.80 samples/sec	Train-accuracy=0.792617
INFO:root:Epoch[109] Batch [150]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[109] Batch [200]	Speed: 469.54 samples/sec	Train-accuracy=0.787539
INFO:root:Epoch[109] Batch [200]	Speed: 469.54 samples/sec	Train-top_k_accuracy_5=0.939219
INFO:root:Epoch[109] Batch [250]	Speed: 470.89 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[109] Batch [250]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[109] Batch [300]	Speed: 469.41 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[109] Batch [300]	Speed: 469.41 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[109] Batch [350]	Speed: 470.46 samples/sec	Train-accuracy=0.787656
INFO:root:Epoch[109] Batch [350]	Speed: 470.46 samples/sec	Train-top_k_accuracy_5=0.940234
INFO:root:Epoch[109] Batch [400]	Speed: 469.62 samples/sec	Train-accuracy=0.787383
INFO:root:Epoch[109] Batch [400]	Speed: 469.62 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[109] Batch [450]	Speed: 470.70 samples/sec	Train-accuracy=0.790742
INFO:root:Epoch[109] Batch [450]	Speed: 470.70 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[109] Batch [500]	Speed: 470.31 samples/sec	Train-accuracy=0.788477
INFO:root:Epoch[109] Batch [500]	Speed: 470.31 samples/sec	Train-top_k_accuracy_5=0.940703
INFO:root:Epoch[109] Batch [550]	Speed: 469.47 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[109] Batch [550]	Speed: 469.47 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[109] Batch [600]	Speed: 470.32 samples/sec	Train-accuracy=0.790234
INFO:root:Epoch[109] Batch [600]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.940000
INFO:root:Epoch[109] Batch [650]	Speed: 470.09 samples/sec	Train-accuracy=0.792461
INFO:root:Epoch[109] Batch [650]	Speed: 470.09 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[109] Batch [700]	Speed: 470.83 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[109] Batch [700]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[109] Batch [750]	Speed: 470.90 samples/sec	Train-accuracy=0.787695
INFO:root:Epoch[109] Batch [750]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[109] Batch [800]	Speed: 470.07 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[109] Batch [800]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[109] Batch [850]	Speed: 470.92 samples/sec	Train-accuracy=0.787383
INFO:root:Epoch[109] Batch [850]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.939414
INFO:root:Epoch[109] Batch [900]	Speed: 471.13 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[109] Batch [900]	Speed: 471.13 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[109] Batch [950]	Speed: 471.03 samples/sec	Train-accuracy=0.790820
INFO:root:Epoch[109] Batch [950]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[109] Batch [1000]	Speed: 470.94 samples/sec	Train-accuracy=0.791797
INFO:root:Epoch[109] Batch [1000]	Speed: 470.94 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[109] Batch [1050]	Speed: 471.34 samples/sec	Train-accuracy=0.788242
INFO:root:Epoch[109] Batch [1050]	Speed: 471.34 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[109] Batch [1100]	Speed: 470.01 samples/sec	Train-accuracy=0.793750
INFO:root:Epoch[109] Batch [1100]	Speed: 470.01 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[109] Batch [1150]	Speed: 470.93 samples/sec	Train-accuracy=0.790391
INFO:root:Epoch[109] Batch [1150]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[109] Batch [1200]	Speed: 470.73 samples/sec	Train-accuracy=0.790898
INFO:root:Epoch[109] Batch [1200]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[109] Batch [1250]	Speed: 472.22 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[109] Batch [1250]	Speed: 472.22 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[109] Batch [1300]	Speed: 469.57 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[109] Batch [1300]	Speed: 469.57 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[109] Batch [1350]	Speed: 468.86 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[109] Batch [1350]	Speed: 468.86 samples/sec	Train-top_k_accuracy_5=0.941094
INFO:root:Epoch[109] Batch [1400]	Speed: 470.43 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[109] Batch [1400]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[109] Batch [1450]	Speed: 469.65 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[109] Batch [1450]	Speed: 469.65 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[109] Batch [1500]	Speed: 470.39 samples/sec	Train-accuracy=0.795312
INFO:root:Epoch[109] Batch [1500]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[109] Batch [1550]	Speed: 470.11 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[109] Batch [1550]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[109] Batch [1600]	Speed: 469.62 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[109] Batch [1600]	Speed: 469.62 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[109] Batch [1650]	Speed: 469.83 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[109] Batch [1650]	Speed: 469.83 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[109] Batch [1700]	Speed: 471.56 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[109] Batch [1700]	Speed: 471.56 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[109] Batch [1750]	Speed: 470.54 samples/sec	Train-accuracy=0.795352
INFO:root:Epoch[109] Batch [1750]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[109] Batch [1800]	Speed: 471.12 samples/sec	Train-accuracy=0.795508
INFO:root:Epoch[109] Batch [1800]	Speed: 471.12 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[109] Batch [1850]	Speed: 471.03 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[109] Batch [1850]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[109] Batch [1900]	Speed: 470.74 samples/sec	Train-accuracy=0.793203
INFO:root:Epoch[109] Batch [1900]	Speed: 470.74 samples/sec	Train-top_k_accuracy_5=0.942344
INFO:root:Epoch[109] Batch [1950]	Speed: 470.24 samples/sec	Train-accuracy=0.794453
INFO:root:Epoch[109] Batch [1950]	Speed: 470.24 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[109] Batch [2000]	Speed: 470.87 samples/sec	Train-accuracy=0.795273
INFO:root:Epoch[109] Batch [2000]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[109] Batch [2050]	Speed: 469.31 samples/sec	Train-accuracy=0.790625
INFO:root:Epoch[109] Batch [2050]	Speed: 469.31 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[109] Batch [2100]	Speed: 469.79 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[109] Batch [2100]	Speed: 469.79 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[109] Batch [2150]	Speed: 468.96 samples/sec	Train-accuracy=0.793633
INFO:root:Epoch[109] Batch [2150]	Speed: 468.96 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[109] Batch [2200]	Speed: 469.44 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[109] Batch [2200]	Speed: 469.44 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[109] Batch [2250]	Speed: 470.97 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[109] Batch [2250]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.946523
INFO:root:Epoch[109] Batch [2300]	Speed: 469.87 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[109] Batch [2300]	Speed: 469.87 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[109] Batch [2350]	Speed: 470.39 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[109] Batch [2350]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[109] Batch [2400]	Speed: 469.28 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[109] Batch [2400]	Speed: 469.28 samples/sec	Train-top_k_accuracy_5=0.946797
INFO:root:Epoch[109] Batch [2450]	Speed: 470.68 samples/sec	Train-accuracy=0.799375
INFO:root:Epoch[109] Batch [2450]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.946406
INFO:root:Epoch[109] Batch [2500]	Speed: 470.35 samples/sec	Train-accuracy=0.794219
INFO:root:Epoch[109] Batch [2500]	Speed: 470.35 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[109] Resetting Data Iterator
INFO:root:Epoch[109] Time cost=2724.120
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0110.params"
INFO:root:Epoch[109] Validation-accuracy=0.726104
INFO:root:Epoch[109] Validation-top_k_accuracy_5=0.910316
INFO:root:Epoch[110] Batch [50]	Speed: 479.44 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[110] Batch [50]	Speed: 479.44 samples/sec	Train-top_k_accuracy_5=0.942461
INFO:root:Epoch[110] Batch [100]	Speed: 469.15 samples/sec	Train-accuracy=0.788945
INFO:root:Epoch[110] Batch [100]	Speed: 469.15 samples/sec	Train-top_k_accuracy_5=0.940859
INFO:root:Epoch[110] Batch [150]	Speed: 470.23 samples/sec	Train-accuracy=0.790430
INFO:root:Epoch[110] Batch [150]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[110] Batch [200]	Speed: 471.51 samples/sec	Train-accuracy=0.787578
INFO:root:Epoch[110] Batch [200]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.939727
INFO:root:Epoch[110] Batch [250]	Speed: 470.25 samples/sec	Train-accuracy=0.796328
INFO:root:Epoch[110] Batch [250]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[110] Batch [300]	Speed: 471.35 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[110] Batch [300]	Speed: 471.35 samples/sec	Train-top_k_accuracy_5=0.940312
INFO:root:Epoch[110] Batch [350]	Speed: 471.42 samples/sec	Train-accuracy=0.789609
INFO:root:Epoch[110] Batch [350]	Speed: 471.42 samples/sec	Train-top_k_accuracy_5=0.940078
INFO:root:Epoch[110] Batch [400]	Speed: 471.20 samples/sec	Train-accuracy=0.787227
INFO:root:Epoch[110] Batch [400]	Speed: 471.20 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[110] Batch [450]	Speed: 471.92 samples/sec	Train-accuracy=0.789961
INFO:root:Epoch[110] Batch [450]	Speed: 471.92 samples/sec	Train-top_k_accuracy_5=0.940039
INFO:root:Epoch[110] Batch [500]	Speed: 470.28 samples/sec	Train-accuracy=0.789258
INFO:root:Epoch[110] Batch [500]	Speed: 470.28 samples/sec	Train-top_k_accuracy_5=0.941133
INFO:root:Epoch[110] Batch [550]	Speed: 471.05 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[110] Batch [550]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[110] Batch [600]	Speed: 469.97 samples/sec	Train-accuracy=0.789570
INFO:root:Epoch[110] Batch [600]	Speed: 469.97 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[110] Batch [650]	Speed: 470.94 samples/sec	Train-accuracy=0.793008
INFO:root:Epoch[110] Batch [650]	Speed: 470.94 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[110] Batch [700]	Speed: 471.23 samples/sec	Train-accuracy=0.792344
INFO:root:Epoch[110] Batch [700]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[110] Batch [750]	Speed: 469.42 samples/sec	Train-accuracy=0.788438
INFO:root:Epoch[110] Batch [750]	Speed: 469.42 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[110] Batch [800]	Speed: 470.36 samples/sec	Train-accuracy=0.789844
INFO:root:Epoch[110] Batch [800]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[110] Batch [850]	Speed: 469.04 samples/sec	Train-accuracy=0.787383
INFO:root:Epoch[110] Batch [850]	Speed: 469.04 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[110] Batch [900]	Speed: 469.00 samples/sec	Train-accuracy=0.791797
INFO:root:Epoch[110] Batch [900]	Speed: 469.00 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[110] Batch [950]	Speed: 470.37 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[110] Batch [950]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.941562
INFO:root:Epoch[110] Batch [1000]	Speed: 470.99 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[110] Batch [1000]	Speed: 470.99 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[110] Batch [1050]	Speed: 470.25 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[110] Batch [1050]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.940820
INFO:root:Epoch[110] Batch [1100]	Speed: 468.95 samples/sec	Train-accuracy=0.792500
INFO:root:Epoch[110] Batch [1100]	Speed: 468.95 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[110] Batch [1150]	Speed: 470.33 samples/sec	Train-accuracy=0.790273
INFO:root:Epoch[110] Batch [1150]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.941367
INFO:root:Epoch[110] Batch [1200]	Speed: 469.30 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[110] Batch [1200]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[110] Batch [1250]	Speed: 469.57 samples/sec	Train-accuracy=0.791484
INFO:root:Epoch[110] Batch [1250]	Speed: 469.57 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[110] Batch [1300]	Speed: 470.84 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[110] Batch [1300]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[110] Batch [1350]	Speed: 468.19 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[110] Batch [1350]	Speed: 468.19 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[110] Batch [1400]	Speed: 470.83 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[110] Batch [1400]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[110] Batch [1450]	Speed: 469.56 samples/sec	Train-accuracy=0.797617
INFO:root:Epoch[110] Batch [1450]	Speed: 469.56 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[110] Batch [1500]	Speed: 470.83 samples/sec	Train-accuracy=0.792930
INFO:root:Epoch[110] Batch [1500]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[110] Batch [1550]	Speed: 470.25 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[110] Batch [1550]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[110] Batch [1600]	Speed: 470.25 samples/sec	Train-accuracy=0.799102
INFO:root:Epoch[110] Batch [1600]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[110] Batch [1650]	Speed: 470.07 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[110] Batch [1650]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[110] Batch [1700]	Speed: 470.43 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[110] Batch [1700]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[110] Batch [1750]	Speed: 470.01 samples/sec	Train-accuracy=0.795664
INFO:root:Epoch[110] Batch [1750]	Speed: 470.01 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[110] Batch [1800]	Speed: 471.14 samples/sec	Train-accuracy=0.797461
INFO:root:Epoch[110] Batch [1800]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[110] Batch [1850]	Speed: 469.38 samples/sec	Train-accuracy=0.791758
INFO:root:Epoch[110] Batch [1850]	Speed: 469.38 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[110] Batch [1900]	Speed: 470.79 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[110] Batch [1900]	Speed: 470.79 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[110] Batch [1950]	Speed: 470.80 samples/sec	Train-accuracy=0.794141
INFO:root:Epoch[110] Batch [1950]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[110] Batch [2000]	Speed: 470.14 samples/sec	Train-accuracy=0.798320
INFO:root:Epoch[110] Batch [2000]	Speed: 470.14 samples/sec	Train-top_k_accuracy_5=0.943359
INFO:root:Epoch[110] Batch [2050]	Speed: 470.74 samples/sec	Train-accuracy=0.794375
INFO:root:Epoch[110] Batch [2050]	Speed: 470.74 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[110] Batch [2100]	Speed: 470.33 samples/sec	Train-accuracy=0.794609
INFO:root:Epoch[110] Batch [2100]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[110] Batch [2150]	Speed: 470.24 samples/sec	Train-accuracy=0.794844
INFO:root:Epoch[110] Batch [2150]	Speed: 470.24 samples/sec	Train-top_k_accuracy_5=0.945430
INFO:root:Epoch[110] Batch [2200]	Speed: 469.87 samples/sec	Train-accuracy=0.797461
INFO:root:Epoch[110] Batch [2200]	Speed: 469.87 samples/sec	Train-top_k_accuracy_5=0.947109
INFO:root:Epoch[110] Batch [2250]	Speed: 470.36 samples/sec	Train-accuracy=0.797344
INFO:root:Epoch[110] Batch [2250]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[110] Batch [2300]	Speed: 471.14 samples/sec	Train-accuracy=0.797383
INFO:root:Epoch[110] Batch [2300]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[110] Batch [2350]	Speed: 470.59 samples/sec	Train-accuracy=0.796562
INFO:root:Epoch[110] Batch [2350]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[110] Batch [2400]	Speed: 469.89 samples/sec	Train-accuracy=0.800469
INFO:root:Epoch[110] Batch [2400]	Speed: 469.89 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[110] Batch [2450]	Speed: 470.67 samples/sec	Train-accuracy=0.796719
INFO:root:Epoch[110] Batch [2450]	Speed: 470.67 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[110] Batch [2500]	Speed: 468.84 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[110] Batch [2500]	Speed: 468.84 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[110] Resetting Data Iterator
INFO:root:Epoch[110] Time cost=2723.418
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0111.params"
INFO:root:Epoch[110] Validation-accuracy=0.725945
INFO:root:Epoch[110] Validation-top_k_accuracy_5=0.910276
INFO:root:Epoch[111] Batch [50]	Speed: 479.72 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[111] Batch [50]	Speed: 479.72 samples/sec	Train-top_k_accuracy_5=0.944648
INFO:root:Epoch[111] Batch [100]	Speed: 469.32 samples/sec	Train-accuracy=0.789492
INFO:root:Epoch[111] Batch [100]	Speed: 469.32 samples/sec	Train-top_k_accuracy_5=0.942461
INFO:root:Epoch[111] Batch [150]	Speed: 470.51 samples/sec	Train-accuracy=0.789141
INFO:root:Epoch[111] Batch [150]	Speed: 470.51 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[111] Batch [200]	Speed: 469.87 samples/sec	Train-accuracy=0.785664
INFO:root:Epoch[111] Batch [200]	Speed: 469.87 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[111] Batch [250]	Speed: 470.48 samples/sec	Train-accuracy=0.794258
INFO:root:Epoch[111] Batch [250]	Speed: 470.48 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[111] Batch [300]	Speed: 468.78 samples/sec	Train-accuracy=0.790742
INFO:root:Epoch[111] Batch [300]	Speed: 468.78 samples/sec	Train-top_k_accuracy_5=0.940820
INFO:root:Epoch[111] Batch [350]	Speed: 471.78 samples/sec	Train-accuracy=0.787031
INFO:root:Epoch[111] Batch [350]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.939961
INFO:root:Epoch[111] Batch [400]	Speed: 471.25 samples/sec	Train-accuracy=0.790430
INFO:root:Epoch[111] Batch [400]	Speed: 471.25 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[111] Batch [450]	Speed: 470.98 samples/sec	Train-accuracy=0.790703
INFO:root:Epoch[111] Batch [450]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[111] Batch [500]	Speed: 471.01 samples/sec	Train-accuracy=0.789766
INFO:root:Epoch[111] Batch [500]	Speed: 471.01 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[111] Batch [550]	Speed: 471.29 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[111] Batch [550]	Speed: 471.29 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[111] Batch [600]	Speed: 469.91 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[111] Batch [600]	Speed: 469.91 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[111] Batch [650]	Speed: 469.17 samples/sec	Train-accuracy=0.793164
INFO:root:Epoch[111] Batch [650]	Speed: 469.17 samples/sec	Train-top_k_accuracy_5=0.939688
INFO:root:Epoch[111] Batch [700]	Speed: 470.84 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[111] Batch [700]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[111] Batch [750]	Speed: 469.28 samples/sec	Train-accuracy=0.789336
INFO:root:Epoch[111] Batch [750]	Speed: 469.28 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[111] Batch [800]	Speed: 470.54 samples/sec	Train-accuracy=0.791289
INFO:root:Epoch[111] Batch [800]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[111] Batch [850]	Speed: 469.80 samples/sec	Train-accuracy=0.789727
INFO:root:Epoch[111] Batch [850]	Speed: 469.80 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[111] Batch [900]	Speed: 470.57 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[111] Batch [900]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[111] Batch [950]	Speed: 470.54 samples/sec	Train-accuracy=0.792891
INFO:root:Epoch[111] Batch [950]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[111] Batch [1000]	Speed: 472.21 samples/sec	Train-accuracy=0.792969
INFO:root:Epoch[111] Batch [1000]	Speed: 472.21 samples/sec	Train-top_k_accuracy_5=0.942266
INFO:root:Epoch[111] Batch [1050]	Speed: 470.42 samples/sec	Train-accuracy=0.791367
INFO:root:Epoch[111] Batch [1050]	Speed: 470.42 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[111] Batch [1100]	Speed: 469.72 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[111] Batch [1100]	Speed: 469.72 samples/sec	Train-top_k_accuracy_5=0.942539
INFO:root:Epoch[111] Batch [1150]	Speed: 471.17 samples/sec	Train-accuracy=0.786953
INFO:root:Epoch[111] Batch [1150]	Speed: 471.17 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[111] Batch [1200]	Speed: 469.94 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[111] Batch [1200]	Speed: 469.94 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[111] Batch [1250]	Speed: 469.38 samples/sec	Train-accuracy=0.790352
INFO:root:Epoch[111] Batch [1250]	Speed: 469.38 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[111] Batch [1300]	Speed: 470.07 samples/sec	Train-accuracy=0.794648
INFO:root:Epoch[111] Batch [1300]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[111] Batch [1350]	Speed: 470.52 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[111] Batch [1350]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.941406
INFO:root:Epoch[111] Batch [1400]	Speed: 471.39 samples/sec	Train-accuracy=0.796562
INFO:root:Epoch[111] Batch [1400]	Speed: 471.39 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[111] Batch [1450]	Speed: 468.27 samples/sec	Train-accuracy=0.798398
INFO:root:Epoch[111] Batch [1450]	Speed: 468.27 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[111] Batch [1500]	Speed: 471.50 samples/sec	Train-accuracy=0.792539
INFO:root:Epoch[111] Batch [1500]	Speed: 471.50 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[111] Batch [1550]	Speed: 471.07 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[111] Batch [1550]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[111] Batch [1600]	Speed: 470.88 samples/sec	Train-accuracy=0.798398
INFO:root:Epoch[111] Batch [1600]	Speed: 470.88 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[111] Batch [1650]	Speed: 470.80 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[111] Batch [1650]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[111] Batch [1700]	Speed: 469.68 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[111] Batch [1700]	Speed: 469.68 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[111] Batch [1750]	Speed: 471.08 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[111] Batch [1750]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[111] Batch [1800]	Speed: 469.53 samples/sec	Train-accuracy=0.797578
INFO:root:Epoch[111] Batch [1800]	Speed: 469.53 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[111] Batch [1850]	Speed: 470.43 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[111] Batch [1850]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[111] Batch [1900]	Speed: 470.55 samples/sec	Train-accuracy=0.794648
INFO:root:Epoch[111] Batch [1900]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[111] Batch [1950]	Speed: 471.62 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[111] Batch [1950]	Speed: 471.62 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[111] Batch [2000]	Speed: 469.78 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[111] Batch [2000]	Speed: 469.78 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[111] Batch [2050]	Speed: 471.50 samples/sec	Train-accuracy=0.794063
INFO:root:Epoch[111] Batch [2050]	Speed: 471.50 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[111] Batch [2100]	Speed: 468.86 samples/sec	Train-accuracy=0.795898
INFO:root:Epoch[111] Batch [2100]	Speed: 468.86 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[111] Batch [2150]	Speed: 470.19 samples/sec	Train-accuracy=0.792891
INFO:root:Epoch[111] Batch [2150]	Speed: 470.19 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[111] Batch [2200]	Speed: 471.26 samples/sec	Train-accuracy=0.799922
INFO:root:Epoch[111] Batch [2200]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.946289
INFO:root:Epoch[111] Batch [2250]	Speed: 469.76 samples/sec	Train-accuracy=0.795430
INFO:root:Epoch[111] Batch [2250]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.944766
INFO:root:Epoch[111] Batch [2300]	Speed: 471.47 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[111] Batch [2300]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[111] Batch [2350]	Speed: 469.30 samples/sec	Train-accuracy=0.798320
INFO:root:Epoch[111] Batch [2350]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.947148
INFO:root:Epoch[111] Batch [2400]	Speed: 471.07 samples/sec	Train-accuracy=0.797305
INFO:root:Epoch[111] Batch [2400]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[111] Batch [2450]	Speed: 469.87 samples/sec	Train-accuracy=0.800586
INFO:root:Epoch[111] Batch [2450]	Speed: 469.87 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[111] Batch [2500]	Speed: 467.90 samples/sec	Train-accuracy=0.794023
INFO:root:Epoch[111] Batch [2500]	Speed: 467.90 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[111] Resetting Data Iterator
INFO:root:Epoch[111] Time cost=2723.048
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0112.params"
INFO:root:Epoch[111] Validation-accuracy=0.725965
INFO:root:Epoch[111] Validation-top_k_accuracy_5=0.910555
INFO:root:Epoch[112] Batch [50]	Speed: 479.93 samples/sec	Train-accuracy=0.797461
INFO:root:Epoch[112] Batch [50]	Speed: 479.93 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[112] Batch [100]	Speed: 469.32 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[112] Batch [100]	Speed: 469.32 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[112] Batch [150]	Speed: 470.59 samples/sec	Train-accuracy=0.790937
INFO:root:Epoch[112] Batch [150]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[112] Batch [200]	Speed: 472.00 samples/sec	Train-accuracy=0.788789
INFO:root:Epoch[112] Batch [200]	Speed: 472.00 samples/sec	Train-top_k_accuracy_5=0.940703
INFO:root:Epoch[112] Batch [250]	Speed: 470.61 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[112] Batch [250]	Speed: 470.61 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[112] Batch [300]	Speed: 471.76 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[112] Batch [300]	Speed: 471.76 samples/sec	Train-top_k_accuracy_5=0.940898
INFO:root:Epoch[112] Batch [350]	Speed: 471.51 samples/sec	Train-accuracy=0.785000
INFO:root:Epoch[112] Batch [350]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.940742
INFO:root:Epoch[112] Batch [400]	Speed: 470.62 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[112] Batch [400]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[112] Batch [450]	Speed: 470.86 samples/sec	Train-accuracy=0.794063
INFO:root:Epoch[112] Batch [450]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.940937
INFO:root:Epoch[112] Batch [500]	Speed: 470.73 samples/sec	Train-accuracy=0.792031
INFO:root:Epoch[112] Batch [500]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[112] Batch [550]	Speed: 470.18 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[112] Batch [550]	Speed: 470.18 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[112] Batch [600]	Speed: 471.68 samples/sec	Train-accuracy=0.792969
INFO:root:Epoch[112] Batch [600]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[112] Batch [650]	Speed: 469.71 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[112] Batch [650]	Speed: 469.71 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[112] Batch [700]	Speed: 470.79 samples/sec	Train-accuracy=0.792266
INFO:root:Epoch[112] Batch [700]	Speed: 470.79 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[112] Batch [750]	Speed: 469.09 samples/sec	Train-accuracy=0.787461
INFO:root:Epoch[112] Batch [750]	Speed: 469.09 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[112] Batch [800]	Speed: 469.43 samples/sec	Train-accuracy=0.794219
INFO:root:Epoch[112] Batch [800]	Speed: 469.43 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[112] Batch [850]	Speed: 468.60 samples/sec	Train-accuracy=0.788555
INFO:root:Epoch[112] Batch [850]	Speed: 468.60 samples/sec	Train-top_k_accuracy_5=0.940508
INFO:root:Epoch[112] Batch [900]	Speed: 471.06 samples/sec	Train-accuracy=0.792969
INFO:root:Epoch[112] Batch [900]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.942891
INFO:root:Epoch[112] Batch [950]	Speed: 470.13 samples/sec	Train-accuracy=0.793711
INFO:root:Epoch[112] Batch [950]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[112] Batch [1000]	Speed: 470.48 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[112] Batch [1000]	Speed: 470.48 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[112] Batch [1050]	Speed: 469.52 samples/sec	Train-accuracy=0.792500
INFO:root:Epoch[112] Batch [1050]	Speed: 469.52 samples/sec	Train-top_k_accuracy_5=0.942305
INFO:root:Epoch[112] Batch [1100]	Speed: 470.63 samples/sec	Train-accuracy=0.792500
INFO:root:Epoch[112] Batch [1100]	Speed: 470.63 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[112] Batch [1150]	Speed: 471.01 samples/sec	Train-accuracy=0.790000
INFO:root:Epoch[112] Batch [1150]	Speed: 471.01 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[112] Batch [1200]	Speed: 470.32 samples/sec	Train-accuracy=0.793008
INFO:root:Epoch[112] Batch [1200]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[112] Batch [1250]	Speed: 470.06 samples/sec	Train-accuracy=0.792344
INFO:root:Epoch[112] Batch [1250]	Speed: 470.06 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[112] Batch [1300]	Speed: 470.81 samples/sec	Train-accuracy=0.795898
INFO:root:Epoch[112] Batch [1300]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[112] Batch [1350]	Speed: 469.19 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[112] Batch [1350]	Speed: 469.19 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[112] Batch [1400]	Speed: 469.07 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[112] Batch [1400]	Speed: 469.07 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[112] Batch [1450]	Speed: 470.53 samples/sec	Train-accuracy=0.799492
INFO:root:Epoch[112] Batch [1450]	Speed: 470.53 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[112] Batch [1500]	Speed: 469.72 samples/sec	Train-accuracy=0.793438
INFO:root:Epoch[112] Batch [1500]	Speed: 469.72 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[112] Batch [1550]	Speed: 471.69 samples/sec	Train-accuracy=0.792539
INFO:root:Epoch[112] Batch [1550]	Speed: 471.69 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[112] Batch [1600]	Speed: 469.38 samples/sec	Train-accuracy=0.800781
INFO:root:Epoch[112] Batch [1600]	Speed: 469.38 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[112] Batch [1650]	Speed: 470.42 samples/sec	Train-accuracy=0.793125
INFO:root:Epoch[112] Batch [1650]	Speed: 470.42 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[112] Batch [1700]	Speed: 469.54 samples/sec	Train-accuracy=0.797773
INFO:root:Epoch[112] Batch [1700]	Speed: 469.54 samples/sec	Train-top_k_accuracy_5=0.946406
INFO:root:Epoch[112] Batch [1750]	Speed: 470.54 samples/sec	Train-accuracy=0.797734
INFO:root:Epoch[112] Batch [1750]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.946484
INFO:root:Epoch[112] Batch [1800]	Speed: 470.11 samples/sec	Train-accuracy=0.795195
INFO:root:Epoch[112] Batch [1800]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[112] Batch [1850]	Speed: 470.33 samples/sec	Train-accuracy=0.794219
INFO:root:Epoch[112] Batch [1850]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[112] Batch [1900]	Speed: 469.20 samples/sec	Train-accuracy=0.794023
INFO:root:Epoch[112] Batch [1900]	Speed: 469.20 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[112] Batch [1950]	Speed: 468.45 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[112] Batch [1950]	Speed: 468.45 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[112] Batch [2000]	Speed: 470.15 samples/sec	Train-accuracy=0.798164
INFO:root:Epoch[112] Batch [2000]	Speed: 470.15 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[112] Batch [2050]	Speed: 469.63 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[112] Batch [2050]	Speed: 469.63 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[112] Batch [2100]	Speed: 469.00 samples/sec	Train-accuracy=0.794375
INFO:root:Epoch[112] Batch [2100]	Speed: 469.00 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[112] Batch [2150]	Speed: 469.92 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[112] Batch [2150]	Speed: 469.92 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[112] Batch [2200]	Speed: 469.60 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[112] Batch [2200]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[112] Batch [2250]	Speed: 470.89 samples/sec	Train-accuracy=0.797813
INFO:root:Epoch[112] Batch [2250]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[112] Batch [2300]	Speed: 469.30 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[112] Batch [2300]	Speed: 469.30 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[112] Batch [2350]	Speed: 469.89 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[112] Batch [2350]	Speed: 469.89 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[112] Batch [2400]	Speed: 469.51 samples/sec	Train-accuracy=0.797773
INFO:root:Epoch[112] Batch [2400]	Speed: 469.51 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[112] Batch [2450]	Speed: 469.52 samples/sec	Train-accuracy=0.802578
INFO:root:Epoch[112] Batch [2450]	Speed: 469.52 samples/sec	Train-top_k_accuracy_5=0.948320
INFO:root:Epoch[112] Batch [2500]	Speed: 469.97 samples/sec	Train-accuracy=0.797148
INFO:root:Epoch[112] Batch [2500]	Speed: 469.97 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[112] Resetting Data Iterator
INFO:root:Epoch[112] Time cost=2725.110
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0113.params"
INFO:root:Epoch[112] Validation-accuracy=0.726901
INFO:root:Epoch[112] Validation-top_k_accuracy_5=0.910834
INFO:root:Epoch[113] Batch [50]	Speed: 476.33 samples/sec	Train-accuracy=0.793438
INFO:root:Epoch[113] Batch [50]	Speed: 476.33 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[113] Batch [100]	Speed: 470.40 samples/sec	Train-accuracy=0.788555
INFO:root:Epoch[113] Batch [100]	Speed: 470.40 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[113] Batch [150]	Speed: 469.96 samples/sec	Train-accuracy=0.791328
INFO:root:Epoch[113] Batch [150]	Speed: 469.96 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[113] Batch [200]	Speed: 469.64 samples/sec	Train-accuracy=0.787500
INFO:root:Epoch[113] Batch [200]	Speed: 469.64 samples/sec	Train-top_k_accuracy_5=0.940469
INFO:root:Epoch[113] Batch [250]	Speed: 469.86 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[113] Batch [250]	Speed: 469.86 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[113] Batch [300]	Speed: 469.41 samples/sec	Train-accuracy=0.793047
INFO:root:Epoch[113] Batch [300]	Speed: 469.41 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[113] Batch [350]	Speed: 471.06 samples/sec	Train-accuracy=0.788320
INFO:root:Epoch[113] Batch [350]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.940625
INFO:root:Epoch[113] Batch [400]	Speed: 470.52 samples/sec	Train-accuracy=0.792031
INFO:root:Epoch[113] Batch [400]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[113] Batch [450]	Speed: 470.73 samples/sec	Train-accuracy=0.789727
INFO:root:Epoch[113] Batch [450]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[113] Batch [500]	Speed: 470.10 samples/sec	Train-accuracy=0.793320
INFO:root:Epoch[113] Batch [500]	Speed: 470.10 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[113] Batch [550]	Speed: 472.33 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[113] Batch [550]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[113] Batch [600]	Speed: 470.38 samples/sec	Train-accuracy=0.793242
INFO:root:Epoch[113] Batch [600]	Speed: 470.38 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[113] Batch [650]	Speed: 470.06 samples/sec	Train-accuracy=0.793438
INFO:root:Epoch[113] Batch [650]	Speed: 470.06 samples/sec	Train-top_k_accuracy_5=0.941992
INFO:root:Epoch[113] Batch [700]	Speed: 471.97 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[113] Batch [700]	Speed: 471.97 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[113] Batch [750]	Speed: 470.90 samples/sec	Train-accuracy=0.787813
INFO:root:Epoch[113] Batch [750]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.941445
INFO:root:Epoch[113] Batch [800]	Speed: 470.53 samples/sec	Train-accuracy=0.794102
INFO:root:Epoch[113] Batch [800]	Speed: 470.53 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[113] Batch [850]	Speed: 468.84 samples/sec	Train-accuracy=0.789414
INFO:root:Epoch[113] Batch [850]	Speed: 468.84 samples/sec	Train-top_k_accuracy_5=0.941133
INFO:root:Epoch[113] Batch [900]	Speed: 468.94 samples/sec	Train-accuracy=0.794883
INFO:root:Epoch[113] Batch [900]	Speed: 468.94 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[113] Batch [950]	Speed: 471.29 samples/sec	Train-accuracy=0.789844
INFO:root:Epoch[113] Batch [950]	Speed: 471.29 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[113] Batch [1000]	Speed: 470.61 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[113] Batch [1000]	Speed: 470.61 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[113] Batch [1050]	Speed: 470.10 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[113] Batch [1050]	Speed: 470.10 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[113] Batch [1100]	Speed: 470.03 samples/sec	Train-accuracy=0.795117
INFO:root:Epoch[113] Batch [1100]	Speed: 470.03 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[113] Batch [1150]	Speed: 470.26 samples/sec	Train-accuracy=0.790273
INFO:root:Epoch[113] Batch [1150]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[113] Batch [1200]	Speed: 469.05 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[113] Batch [1200]	Speed: 469.05 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[113] Batch [1250]	Speed: 471.30 samples/sec	Train-accuracy=0.790508
INFO:root:Epoch[113] Batch [1250]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[113] Batch [1300]	Speed: 469.26 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[113] Batch [1300]	Speed: 469.26 samples/sec	Train-top_k_accuracy_5=0.946367
INFO:root:Epoch[113] Batch [1350]	Speed: 469.37 samples/sec	Train-accuracy=0.794453
INFO:root:Epoch[113] Batch [1350]	Speed: 469.37 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[113] Batch [1400]	Speed: 469.84 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[113] Batch [1400]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[113] Batch [1450]	Speed: 469.37 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[113] Batch [1450]	Speed: 469.37 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[113] Batch [1500]	Speed: 471.63 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[113] Batch [1500]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[113] Batch [1550]	Speed: 470.55 samples/sec	Train-accuracy=0.793320
INFO:root:Epoch[113] Batch [1550]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[113] Batch [1600]	Speed: 470.26 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[113] Batch [1600]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.947656
INFO:root:Epoch[113] Batch [1650]	Speed: 469.99 samples/sec	Train-accuracy=0.795117
INFO:root:Epoch[113] Batch [1650]	Speed: 469.99 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[113] Batch [1700]	Speed: 471.08 samples/sec	Train-accuracy=0.800117
INFO:root:Epoch[113] Batch [1700]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.948477
INFO:root:Epoch[113] Batch [1750]	Speed: 471.75 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[113] Batch [1750]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[113] Batch [1800]	Speed: 470.09 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[113] Batch [1800]	Speed: 470.09 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[113] Batch [1850]	Speed: 470.19 samples/sec	Train-accuracy=0.794766
INFO:root:Epoch[113] Batch [1850]	Speed: 470.19 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[113] Batch [1900]	Speed: 468.67 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[113] Batch [1900]	Speed: 468.67 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[113] Batch [1950]	Speed: 470.22 samples/sec	Train-accuracy=0.796250
INFO:root:Epoch[113] Batch [1950]	Speed: 470.22 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[113] Batch [2000]	Speed: 469.72 samples/sec	Train-accuracy=0.802109
INFO:root:Epoch[113] Batch [2000]	Speed: 469.72 samples/sec	Train-top_k_accuracy_5=0.947227
INFO:root:Epoch[113] Batch [2050]	Speed: 469.82 samples/sec	Train-accuracy=0.793438
INFO:root:Epoch[113] Batch [2050]	Speed: 469.82 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[113] Batch [2100]	Speed: 469.23 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[113] Batch [2100]	Speed: 469.23 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[113] Batch [2150]	Speed: 469.34 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[113] Batch [2150]	Speed: 469.34 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[113] Batch [2200]	Speed: 470.53 samples/sec	Train-accuracy=0.800156
INFO:root:Epoch[113] Batch [2200]	Speed: 470.53 samples/sec	Train-top_k_accuracy_5=0.946836
INFO:root:Epoch[113] Batch [2250]	Speed: 470.46 samples/sec	Train-accuracy=0.797109
INFO:root:Epoch[113] Batch [2250]	Speed: 470.46 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[113] Batch [2300]	Speed: 471.16 samples/sec	Train-accuracy=0.797813
INFO:root:Epoch[113] Batch [2300]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[113] Batch [2350]	Speed: 470.79 samples/sec	Train-accuracy=0.797969
INFO:root:Epoch[113] Batch [2350]	Speed: 470.79 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[113] Batch [2400]	Speed: 471.64 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[113] Batch [2400]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[113] Batch [2450]	Speed: 470.66 samples/sec	Train-accuracy=0.800820
INFO:root:Epoch[113] Batch [2450]	Speed: 470.66 samples/sec	Train-top_k_accuracy_5=0.947578
INFO:root:Epoch[113] Batch [2500]	Speed: 471.12 samples/sec	Train-accuracy=0.797305
INFO:root:Epoch[113] Batch [2500]	Speed: 471.12 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[113] Resetting Data Iterator
INFO:root:Epoch[113] Time cost=2723.504
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0114.params"
INFO:root:Epoch[113] Validation-accuracy=0.726842
INFO:root:Epoch[113] Validation-top_k_accuracy_5=0.911073
INFO:root:Epoch[114] Batch [50]	Speed: 479.92 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[114] Batch [50]	Speed: 479.92 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[114] Batch [100]	Speed: 469.36 samples/sec	Train-accuracy=0.789492
INFO:root:Epoch[114] Batch [100]	Speed: 469.36 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[114] Batch [150]	Speed: 469.68 samples/sec	Train-accuracy=0.793125
INFO:root:Epoch[114] Batch [150]	Speed: 469.68 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[114] Batch [200]	Speed: 470.57 samples/sec	Train-accuracy=0.789453
INFO:root:Epoch[114] Batch [200]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.940977
INFO:root:Epoch[114] Batch [250]	Speed: 469.13 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[114] Batch [250]	Speed: 469.13 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[114] Batch [300]	Speed: 470.88 samples/sec	Train-accuracy=0.795039
INFO:root:Epoch[114] Batch [300]	Speed: 470.88 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[114] Batch [350]	Speed: 469.76 samples/sec	Train-accuracy=0.788828
INFO:root:Epoch[114] Batch [350]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[114] Batch [400]	Speed: 471.07 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[114] Batch [400]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[114] Batch [450]	Speed: 471.86 samples/sec	Train-accuracy=0.792500
INFO:root:Epoch[114] Batch [450]	Speed: 471.86 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[114] Batch [500]	Speed: 470.43 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[114] Batch [500]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.941641
INFO:root:Epoch[114] Batch [550]	Speed: 470.62 samples/sec	Train-accuracy=0.793125
INFO:root:Epoch[114] Batch [550]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.944414
INFO:root:Epoch[114] Batch [600]	Speed: 471.11 samples/sec	Train-accuracy=0.791094
INFO:root:Epoch[114] Batch [600]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.940977
INFO:root:Epoch[114] Batch [650]	Speed: 470.88 samples/sec	Train-accuracy=0.792422
INFO:root:Epoch[114] Batch [650]	Speed: 470.88 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[114] Batch [700]	Speed: 469.39 samples/sec	Train-accuracy=0.793242
INFO:root:Epoch[114] Batch [700]	Speed: 469.39 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[114] Batch [750]	Speed: 468.39 samples/sec	Train-accuracy=0.787070
INFO:root:Epoch[114] Batch [750]	Speed: 468.39 samples/sec	Train-top_k_accuracy_5=0.939883
INFO:root:Epoch[114] Batch [800]	Speed: 469.16 samples/sec	Train-accuracy=0.792227
INFO:root:Epoch[114] Batch [800]	Speed: 469.16 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[114] Batch [850]	Speed: 470.03 samples/sec	Train-accuracy=0.791094
INFO:root:Epoch[114] Batch [850]	Speed: 470.03 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[114] Batch [900]	Speed: 469.38 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[114] Batch [900]	Speed: 469.38 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[114] Batch [950]	Speed: 470.22 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[114] Batch [950]	Speed: 470.22 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[114] Batch [1000]	Speed: 468.42 samples/sec	Train-accuracy=0.790703
INFO:root:Epoch[114] Batch [1000]	Speed: 468.42 samples/sec	Train-top_k_accuracy_5=0.941523
INFO:root:Epoch[114] Batch [1050]	Speed: 470.24 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[114] Batch [1050]	Speed: 470.24 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[114] Batch [1100]	Speed: 469.72 samples/sec	Train-accuracy=0.796523
INFO:root:Epoch[114] Batch [1100]	Speed: 469.72 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[114] Batch [1150]	Speed: 470.16 samples/sec	Train-accuracy=0.790508
INFO:root:Epoch[114] Batch [1150]	Speed: 470.16 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[114] Batch [1200]	Speed: 469.57 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[114] Batch [1200]	Speed: 469.57 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[114] Batch [1250]	Speed: 470.82 samples/sec	Train-accuracy=0.794414
INFO:root:Epoch[114] Batch [1250]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[114] Batch [1300]	Speed: 471.51 samples/sec	Train-accuracy=0.793164
INFO:root:Epoch[114] Batch [1300]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[114] Batch [1350]	Speed: 469.90 samples/sec	Train-accuracy=0.791289
INFO:root:Epoch[114] Batch [1350]	Speed: 469.90 samples/sec	Train-top_k_accuracy_5=0.941289
INFO:root:Epoch[114] Batch [1400]	Speed: 470.34 samples/sec	Train-accuracy=0.796992
INFO:root:Epoch[114] Batch [1400]	Speed: 470.34 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[114] Batch [1450]	Speed: 470.64 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[114] Batch [1450]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.945234
INFO:root:Epoch[114] Batch [1500]	Speed: 470.88 samples/sec	Train-accuracy=0.795234
INFO:root:Epoch[114] Batch [1500]	Speed: 470.88 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[114] Batch [1550]	Speed: 471.23 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[114] Batch [1550]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[114] Batch [1600]	Speed: 469.23 samples/sec	Train-accuracy=0.802773
INFO:root:Epoch[114] Batch [1600]	Speed: 469.23 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[114] Batch [1650]	Speed: 471.85 samples/sec	Train-accuracy=0.794531
INFO:root:Epoch[114] Batch [1650]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[114] Batch [1700]	Speed: 469.33 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[114] Batch [1700]	Speed: 469.33 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[114] Batch [1750]	Speed: 470.17 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[114] Batch [1750]	Speed: 470.17 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[114] Batch [1800]	Speed: 469.31 samples/sec	Train-accuracy=0.800352
INFO:root:Epoch[114] Batch [1800]	Speed: 469.31 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[114] Batch [1850]	Speed: 470.12 samples/sec	Train-accuracy=0.795234
INFO:root:Epoch[114] Batch [1850]	Speed: 470.12 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[114] Batch [1900]	Speed: 470.02 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[114] Batch [1900]	Speed: 470.02 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[114] Batch [1950]	Speed: 470.08 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[114] Batch [1950]	Speed: 470.08 samples/sec	Train-top_k_accuracy_5=0.945625
INFO:root:Epoch[114] Batch [2000]	Speed: 470.13 samples/sec	Train-accuracy=0.800234
INFO:root:Epoch[114] Batch [2000]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[114] Batch [2050]	Speed: 468.56 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[114] Batch [2050]	Speed: 468.56 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[114] Batch [2100]	Speed: 469.18 samples/sec	Train-accuracy=0.797500
INFO:root:Epoch[114] Batch [2100]	Speed: 469.18 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[114] Batch [2150]	Speed: 469.29 samples/sec	Train-accuracy=0.793672
INFO:root:Epoch[114] Batch [2150]	Speed: 469.29 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[114] Batch [2200]	Speed: 470.23 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[114] Batch [2200]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[114] Batch [2250]	Speed: 469.53 samples/sec	Train-accuracy=0.800664
INFO:root:Epoch[114] Batch [2250]	Speed: 469.53 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[114] Batch [2300]	Speed: 469.46 samples/sec	Train-accuracy=0.801562
INFO:root:Epoch[114] Batch [2300]	Speed: 469.46 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[114] Batch [2350]	Speed: 470.39 samples/sec	Train-accuracy=0.799883
INFO:root:Epoch[114] Batch [2350]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[114] Batch [2400]	Speed: 470.33 samples/sec	Train-accuracy=0.799219
INFO:root:Epoch[114] Batch [2400]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[114] Batch [2450]	Speed: 470.29 samples/sec	Train-accuracy=0.801758
INFO:root:Epoch[114] Batch [2450]	Speed: 470.29 samples/sec	Train-top_k_accuracy_5=0.947148
INFO:root:Epoch[114] Batch [2500]	Speed: 470.66 samples/sec	Train-accuracy=0.797656
INFO:root:Epoch[114] Batch [2500]	Speed: 470.66 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[114] Resetting Data Iterator
INFO:root:Epoch[114] Time cost=2724.406
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0115.params"
INFO:root:Epoch[114] Validation-accuracy=0.726702
INFO:root:Epoch[114] Validation-top_k_accuracy_5=0.911053
INFO:root:Epoch[115] Batch [50]	Speed: 479.10 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[115] Batch [50]	Speed: 479.10 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[115] Batch [100]	Speed: 470.84 samples/sec	Train-accuracy=0.790195
INFO:root:Epoch[115] Batch [100]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[115] Batch [150]	Speed: 470.81 samples/sec	Train-accuracy=0.792266
INFO:root:Epoch[115] Batch [150]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[115] Batch [200]	Speed: 469.37 samples/sec	Train-accuracy=0.790742
INFO:root:Epoch[115] Batch [200]	Speed: 469.37 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[115] Batch [250]	Speed: 470.00 samples/sec	Train-accuracy=0.794141
INFO:root:Epoch[115] Batch [250]	Speed: 470.00 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[115] Batch [300]	Speed: 470.29 samples/sec	Train-accuracy=0.795039
INFO:root:Epoch[115] Batch [300]	Speed: 470.29 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[115] Batch [350]	Speed: 470.50 samples/sec	Train-accuracy=0.789648
INFO:root:Epoch[115] Batch [350]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[115] Batch [400]	Speed: 470.31 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[115] Batch [400]	Speed: 470.31 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[115] Batch [450]	Speed: 469.67 samples/sec	Train-accuracy=0.793555
INFO:root:Epoch[115] Batch [450]	Speed: 469.67 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[115] Batch [500]	Speed: 470.19 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[115] Batch [500]	Speed: 470.19 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[115] Batch [550]	Speed: 470.80 samples/sec	Train-accuracy=0.795352
INFO:root:Epoch[115] Batch [550]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[115] Batch [600]	Speed: 471.07 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[115] Batch [600]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[115] Batch [650]	Speed: 470.64 samples/sec	Train-accuracy=0.791484
INFO:root:Epoch[115] Batch [650]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[115] Batch [700]	Speed: 470.79 samples/sec	Train-accuracy=0.792734
INFO:root:Epoch[115] Batch [700]	Speed: 470.79 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[115] Batch [750]	Speed: 470.78 samples/sec	Train-accuracy=0.790117
INFO:root:Epoch[115] Batch [750]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.940977
INFO:root:Epoch[115] Batch [800]	Speed: 471.02 samples/sec	Train-accuracy=0.794844
INFO:root:Epoch[115] Batch [800]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[115] Batch [850]	Speed: 470.63 samples/sec	Train-accuracy=0.790039
INFO:root:Epoch[115] Batch [850]	Speed: 470.63 samples/sec	Train-top_k_accuracy_5=0.941211
INFO:root:Epoch[115] Batch [900]	Speed: 469.45 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[115] Batch [900]	Speed: 469.45 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[115] Batch [950]	Speed: 472.39 samples/sec	Train-accuracy=0.789805
INFO:root:Epoch[115] Batch [950]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[115] Batch [1000]	Speed: 470.52 samples/sec	Train-accuracy=0.792422
INFO:root:Epoch[115] Batch [1000]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[115] Batch [1050]	Speed: 471.38 samples/sec	Train-accuracy=0.795117
INFO:root:Epoch[115] Batch [1050]	Speed: 471.38 samples/sec	Train-top_k_accuracy_5=0.941602
INFO:root:Epoch[115] Batch [1100]	Speed: 471.03 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[115] Batch [1100]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[115] Batch [1150]	Speed: 471.60 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[115] Batch [1150]	Speed: 471.60 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[115] Batch [1200]	Speed: 470.93 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[115] Batch [1200]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[115] Batch [1250]	Speed: 471.96 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[115] Batch [1250]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.944648
INFO:root:Epoch[115] Batch [1300]	Speed: 470.39 samples/sec	Train-accuracy=0.793711
INFO:root:Epoch[115] Batch [1300]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[115] Batch [1350]	Speed: 469.90 samples/sec	Train-accuracy=0.794102
INFO:root:Epoch[115] Batch [1350]	Speed: 469.90 samples/sec	Train-top_k_accuracy_5=0.941797
INFO:root:Epoch[115] Batch [1400]	Speed: 470.72 samples/sec	Train-accuracy=0.795664
INFO:root:Epoch[115] Batch [1400]	Speed: 470.72 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[115] Batch [1450]	Speed: 470.64 samples/sec	Train-accuracy=0.801133
INFO:root:Epoch[115] Batch [1450]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[115] Batch [1500]	Speed: 470.89 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[115] Batch [1500]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[115] Batch [1550]	Speed: 469.98 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[115] Batch [1550]	Speed: 469.98 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[115] Batch [1600]	Speed: 470.44 samples/sec	Train-accuracy=0.796953
INFO:root:Epoch[115] Batch [1600]	Speed: 470.44 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[115] Batch [1650]	Speed: 471.30 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[115] Batch [1650]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[115] Batch [1700]	Speed: 470.69 samples/sec	Train-accuracy=0.796211
INFO:root:Epoch[115] Batch [1700]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[115] Batch [1750]	Speed: 471.95 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[115] Batch [1750]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[115] Batch [1800]	Speed: 470.69 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[115] Batch [1800]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[115] Batch [1850]	Speed: 471.92 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[115] Batch [1850]	Speed: 471.92 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[115] Batch [1900]	Speed: 470.18 samples/sec	Train-accuracy=0.795430
INFO:root:Epoch[115] Batch [1900]	Speed: 470.18 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[115] Batch [1950]	Speed: 471.00 samples/sec	Train-accuracy=0.799453
INFO:root:Epoch[115] Batch [1950]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[115] Batch [2000]	Speed: 469.34 samples/sec	Train-accuracy=0.801055
INFO:root:Epoch[115] Batch [2000]	Speed: 469.34 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[115] Batch [2050]	Speed: 471.64 samples/sec	Train-accuracy=0.792578
INFO:root:Epoch[115] Batch [2050]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[115] Batch [2100]	Speed: 468.96 samples/sec	Train-accuracy=0.794844
INFO:root:Epoch[115] Batch [2100]	Speed: 468.96 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[115] Batch [2150]	Speed: 470.64 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[115] Batch [2150]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[115] Batch [2200]	Speed: 469.39 samples/sec	Train-accuracy=0.799727
INFO:root:Epoch[115] Batch [2200]	Speed: 469.39 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[115] Batch [2250]	Speed: 470.41 samples/sec	Train-accuracy=0.797148
INFO:root:Epoch[115] Batch [2250]	Speed: 470.41 samples/sec	Train-top_k_accuracy_5=0.946836
INFO:root:Epoch[115] Batch [2300]	Speed: 469.76 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[115] Batch [2300]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.944766
INFO:root:Epoch[115] Batch [2350]	Speed: 471.88 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[115] Batch [2350]	Speed: 471.88 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[115] Batch [2400]	Speed: 471.60 samples/sec	Train-accuracy=0.801797
INFO:root:Epoch[115] Batch [2400]	Speed: 471.60 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[115] Batch [2450]	Speed: 470.32 samples/sec	Train-accuracy=0.802188
INFO:root:Epoch[115] Batch [2450]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[115] Batch [2500]	Speed: 472.33 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[115] Batch [2500]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[115] Resetting Data Iterator
INFO:root:Epoch[115] Time cost=2721.054
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0116.params"
INFO:root:Epoch[115] Validation-accuracy=0.726961
INFO:root:Epoch[115] Validation-top_k_accuracy_5=0.910555
INFO:root:Epoch[116] Batch [50]	Speed: 479.27 samples/sec	Train-accuracy=0.797578
INFO:root:Epoch[116] Batch [50]	Speed: 479.27 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[116] Batch [100]	Speed: 471.26 samples/sec	Train-accuracy=0.790586
INFO:root:Epoch[116] Batch [100]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[116] Batch [150]	Speed: 469.50 samples/sec	Train-accuracy=0.793164
INFO:root:Epoch[116] Batch [150]	Speed: 469.50 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[116] Batch [200]	Speed: 470.82 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[116] Batch [200]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.940039
INFO:root:Epoch[116] Batch [250]	Speed: 470.35 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[116] Batch [250]	Speed: 470.35 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[116] Batch [300]	Speed: 471.02 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[116] Batch [300]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[116] Batch [350]	Speed: 470.19 samples/sec	Train-accuracy=0.789492
INFO:root:Epoch[116] Batch [350]	Speed: 470.19 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[116] Batch [400]	Speed: 469.84 samples/sec	Train-accuracy=0.792188
INFO:root:Epoch[116] Batch [400]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[116] Batch [450]	Speed: 471.68 samples/sec	Train-accuracy=0.791836
INFO:root:Epoch[116] Batch [450]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[116] Batch [500]	Speed: 469.85 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[116] Batch [500]	Speed: 469.85 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[116] Batch [550]	Speed: 470.67 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[116] Batch [550]	Speed: 470.67 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[116] Batch [600]	Speed: 470.60 samples/sec	Train-accuracy=0.792422
INFO:root:Epoch[116] Batch [600]	Speed: 470.60 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[116] Batch [650]	Speed: 468.59 samples/sec	Train-accuracy=0.796523
INFO:root:Epoch[116] Batch [650]	Speed: 468.59 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[116] Batch [700]	Speed: 471.27 samples/sec	Train-accuracy=0.796172
INFO:root:Epoch[116] Batch [700]	Speed: 471.27 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[116] Batch [750]	Speed: 470.68 samples/sec	Train-accuracy=0.789414
INFO:root:Epoch[116] Batch [750]	Speed: 470.68 samples/sec	Train-top_k_accuracy_5=0.942344
INFO:root:Epoch[116] Batch [800]	Speed: 469.60 samples/sec	Train-accuracy=0.795234
INFO:root:Epoch[116] Batch [800]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[116] Batch [850]	Speed: 472.03 samples/sec	Train-accuracy=0.791055
INFO:root:Epoch[116] Batch [850]	Speed: 472.03 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[116] Batch [900]	Speed: 471.30 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[116] Batch [900]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[116] Batch [950]	Speed: 470.50 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[116] Batch [950]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[116] Batch [1000]	Speed: 471.44 samples/sec	Train-accuracy=0.791719
INFO:root:Epoch[116] Batch [1000]	Speed: 471.44 samples/sec	Train-top_k_accuracy_5=0.942266
INFO:root:Epoch[116] Batch [1050]	Speed: 471.01 samples/sec	Train-accuracy=0.791250
INFO:root:Epoch[116] Batch [1050]	Speed: 471.01 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[116] Batch [1100]	Speed: 471.40 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[116] Batch [1100]	Speed: 471.40 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[116] Batch [1150]	Speed: 470.78 samples/sec	Train-accuracy=0.788672
INFO:root:Epoch[116] Batch [1150]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[116] Batch [1200]	Speed: 470.36 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[116] Batch [1200]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[116] Batch [1250]	Speed: 471.04 samples/sec	Train-accuracy=0.795625
INFO:root:Epoch[116] Batch [1250]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[116] Batch [1300]	Speed: 470.65 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[116] Batch [1300]	Speed: 470.65 samples/sec	Train-top_k_accuracy_5=0.948633
INFO:root:Epoch[116] Batch [1350]	Speed: 469.97 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[116] Batch [1350]	Speed: 469.97 samples/sec	Train-top_k_accuracy_5=0.940547
INFO:root:Epoch[116] Batch [1400]	Speed: 471.59 samples/sec	Train-accuracy=0.795625
INFO:root:Epoch[116] Batch [1400]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[116] Batch [1450]	Speed: 469.42 samples/sec	Train-accuracy=0.801406
INFO:root:Epoch[116] Batch [1450]	Speed: 469.42 samples/sec	Train-top_k_accuracy_5=0.947031
INFO:root:Epoch[116] Batch [1500]	Speed: 468.97 samples/sec	Train-accuracy=0.794453
INFO:root:Epoch[116] Batch [1500]	Speed: 468.97 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[116] Batch [1550]	Speed: 471.16 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[116] Batch [1550]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[116] Batch [1600]	Speed: 470.36 samples/sec	Train-accuracy=0.801797
INFO:root:Epoch[116] Batch [1600]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.947656
INFO:root:Epoch[116] Batch [1650]	Speed: 471.14 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[116] Batch [1650]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[116] Batch [1700]	Speed: 469.12 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[116] Batch [1700]	Speed: 469.12 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[116] Batch [1750]	Speed: 470.33 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[116] Batch [1750]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.946367
INFO:root:Epoch[116] Batch [1800]	Speed: 471.26 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[116] Batch [1800]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[116] Batch [1850]	Speed: 470.60 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[116] Batch [1850]	Speed: 470.60 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[116] Batch [1900]	Speed: 469.60 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[116] Batch [1900]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[116] Batch [1950]	Speed: 470.50 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[116] Batch [1950]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[116] Batch [2000]	Speed: 470.96 samples/sec	Train-accuracy=0.802227
INFO:root:Epoch[116] Batch [2000]	Speed: 470.96 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[116] Batch [2050]	Speed: 470.54 samples/sec	Train-accuracy=0.793750
INFO:root:Epoch[116] Batch [2050]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[116] Batch [2100]	Speed: 470.75 samples/sec	Train-accuracy=0.795977
INFO:root:Epoch[116] Batch [2100]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[116] Batch [2150]	Speed: 470.26 samples/sec	Train-accuracy=0.797813
INFO:root:Epoch[116] Batch [2150]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[116] Batch [2200]	Speed: 469.29 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[116] Batch [2200]	Speed: 469.29 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[116] Batch [2250]	Speed: 470.72 samples/sec	Train-accuracy=0.800156
INFO:root:Epoch[116] Batch [2250]	Speed: 470.72 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[116] Batch [2300]	Speed: 471.31 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[116] Batch [2300]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[116] Batch [2350]	Speed: 470.99 samples/sec	Train-accuracy=0.802813
INFO:root:Epoch[116] Batch [2350]	Speed: 470.99 samples/sec	Train-top_k_accuracy_5=0.947344
INFO:root:Epoch[116] Batch [2400]	Speed: 470.30 samples/sec	Train-accuracy=0.797070
INFO:root:Epoch[116] Batch [2400]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[116] Batch [2450]	Speed: 470.81 samples/sec	Train-accuracy=0.801133
INFO:root:Epoch[116] Batch [2450]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.947539
INFO:root:Epoch[116] Batch [2500]	Speed: 471.08 samples/sec	Train-accuracy=0.799687
INFO:root:Epoch[116] Batch [2500]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[116] Resetting Data Iterator
INFO:root:Epoch[116] Time cost=2722.939
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0117.params"
INFO:root:Epoch[116] Validation-accuracy=0.727758
INFO:root:Epoch[116] Validation-top_k_accuracy_5=0.910595
INFO:root:Epoch[117] Batch [50]	Speed: 479.76 samples/sec	Train-accuracy=0.794961
INFO:root:Epoch[117] Batch [50]	Speed: 479.76 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[117] Batch [100]	Speed: 472.51 samples/sec	Train-accuracy=0.792031
INFO:root:Epoch[117] Batch [100]	Speed: 472.51 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[117] Batch [150]	Speed: 471.18 samples/sec	Train-accuracy=0.793945
INFO:root:Epoch[117] Batch [150]	Speed: 471.18 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[117] Batch [200]	Speed: 470.70 samples/sec	Train-accuracy=0.793789
INFO:root:Epoch[117] Batch [200]	Speed: 470.70 samples/sec	Train-top_k_accuracy_5=0.940586
INFO:root:Epoch[117] Batch [250]	Speed: 471.52 samples/sec	Train-accuracy=0.795273
INFO:root:Epoch[117] Batch [250]	Speed: 471.52 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[117] Batch [300]	Speed: 471.08 samples/sec	Train-accuracy=0.792969
INFO:root:Epoch[117] Batch [300]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.941758
INFO:root:Epoch[117] Batch [350]	Speed: 469.26 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[117] Batch [350]	Speed: 469.26 samples/sec	Train-top_k_accuracy_5=0.941094
INFO:root:Epoch[117] Batch [400]	Speed: 471.47 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[117] Batch [400]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[117] Batch [450]	Speed: 470.40 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[117] Batch [450]	Speed: 470.40 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[117] Batch [500]	Speed: 470.69 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[117] Batch [500]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[117] Batch [550]	Speed: 470.25 samples/sec	Train-accuracy=0.794297
INFO:root:Epoch[117] Batch [550]	Speed: 470.25 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[117] Batch [600]	Speed: 468.60 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[117] Batch [600]	Speed: 468.60 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[117] Batch [650]	Speed: 470.23 samples/sec	Train-accuracy=0.795664
INFO:root:Epoch[117] Batch [650]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.942461
INFO:root:Epoch[117] Batch [700]	Speed: 469.00 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[117] Batch [700]	Speed: 469.00 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[117] Batch [750]	Speed: 469.90 samples/sec	Train-accuracy=0.789141
INFO:root:Epoch[117] Batch [750]	Speed: 469.90 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[117] Batch [800]	Speed: 470.63 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[117] Batch [800]	Speed: 470.63 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[117] Batch [850]	Speed: 470.69 samples/sec	Train-accuracy=0.792383
INFO:root:Epoch[117] Batch [850]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[117] Batch [900]	Speed: 469.95 samples/sec	Train-accuracy=0.796562
INFO:root:Epoch[117] Batch [900]	Speed: 469.95 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[117] Batch [950]	Speed: 472.07 samples/sec	Train-accuracy=0.793203
INFO:root:Epoch[117] Batch [950]	Speed: 472.07 samples/sec	Train-top_k_accuracy_5=0.942891
INFO:root:Epoch[117] Batch [1000]	Speed: 470.26 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[117] Batch [1000]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[117] Batch [1050]	Speed: 471.95 samples/sec	Train-accuracy=0.791680
INFO:root:Epoch[117] Batch [1050]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[117] Batch [1100]	Speed: 470.50 samples/sec	Train-accuracy=0.794883
INFO:root:Epoch[117] Batch [1100]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.944648
INFO:root:Epoch[117] Batch [1150]	Speed: 471.34 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[117] Batch [1150]	Speed: 471.34 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[117] Batch [1200]	Speed: 470.69 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[117] Batch [1200]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[117] Batch [1250]	Speed: 471.37 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[117] Batch [1250]	Speed: 471.37 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[117] Batch [1300]	Speed: 470.26 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[117] Batch [1300]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[117] Batch [1350]	Speed: 470.62 samples/sec	Train-accuracy=0.794219
INFO:root:Epoch[117] Batch [1350]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[117] Batch [1400]	Speed: 470.98 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[117] Batch [1400]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[117] Batch [1450]	Speed: 468.85 samples/sec	Train-accuracy=0.799297
INFO:root:Epoch[117] Batch [1450]	Speed: 468.85 samples/sec	Train-top_k_accuracy_5=0.947500
INFO:root:Epoch[117] Batch [1500]	Speed: 469.83 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[117] Batch [1500]	Speed: 469.83 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[117] Batch [1550]	Speed: 469.26 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[117] Batch [1550]	Speed: 469.26 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[117] Batch [1600]	Speed: 471.06 samples/sec	Train-accuracy=0.801133
INFO:root:Epoch[117] Batch [1600]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[117] Batch [1650]	Speed: 470.39 samples/sec	Train-accuracy=0.796992
INFO:root:Epoch[117] Batch [1650]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[117] Batch [1700]	Speed: 469.76 samples/sec	Train-accuracy=0.800508
INFO:root:Epoch[117] Batch [1700]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.947422
INFO:root:Epoch[117] Batch [1750]	Speed: 470.97 samples/sec	Train-accuracy=0.800898
INFO:root:Epoch[117] Batch [1750]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[117] Batch [1800]	Speed: 469.56 samples/sec	Train-accuracy=0.801836
INFO:root:Epoch[117] Batch [1800]	Speed: 469.56 samples/sec	Train-top_k_accuracy_5=0.946641
INFO:root:Epoch[117] Batch [1850]	Speed: 471.02 samples/sec	Train-accuracy=0.798203
INFO:root:Epoch[117] Batch [1850]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[117] Batch [1900]	Speed: 469.58 samples/sec	Train-accuracy=0.796836
INFO:root:Epoch[117] Batch [1900]	Speed: 469.58 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[117] Batch [1950]	Speed: 469.79 samples/sec	Train-accuracy=0.797734
INFO:root:Epoch[117] Batch [1950]	Speed: 469.79 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[117] Batch [2000]	Speed: 470.54 samples/sec	Train-accuracy=0.801875
INFO:root:Epoch[117] Batch [2000]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[117] Batch [2050]	Speed: 470.51 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[117] Batch [2050]	Speed: 470.51 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[117] Batch [2100]	Speed: 471.02 samples/sec	Train-accuracy=0.799141
INFO:root:Epoch[117] Batch [2100]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[117] Batch [2150]	Speed: 471.34 samples/sec	Train-accuracy=0.796211
INFO:root:Epoch[117] Batch [2150]	Speed: 471.34 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[117] Batch [2200]	Speed: 469.94 samples/sec	Train-accuracy=0.800586
INFO:root:Epoch[117] Batch [2200]	Speed: 469.94 samples/sec	Train-top_k_accuracy_5=0.946758
INFO:root:Epoch[117] Batch [2250]	Speed: 470.86 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[117] Batch [2250]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[117] Batch [2300]	Speed: 469.45 samples/sec	Train-accuracy=0.799492
INFO:root:Epoch[117] Batch [2300]	Speed: 469.45 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[117] Batch [2350]	Speed: 469.70 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[117] Batch [2350]	Speed: 469.70 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[117] Batch [2400]	Speed: 472.08 samples/sec	Train-accuracy=0.804375
INFO:root:Epoch[117] Batch [2400]	Speed: 472.08 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[117] Batch [2450]	Speed: 470.80 samples/sec	Train-accuracy=0.800781
INFO:root:Epoch[117] Batch [2450]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.947383
INFO:root:Epoch[117] Batch [2500]	Speed: 470.01 samples/sec	Train-accuracy=0.797813
INFO:root:Epoch[117] Batch [2500]	Speed: 470.01 samples/sec	Train-top_k_accuracy_5=0.945625
INFO:root:Epoch[117] Resetting Data Iterator
INFO:root:Epoch[117] Time cost=2722.178
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0118.params"
INFO:root:Epoch[117] Validation-accuracy=0.726842
INFO:root:Epoch[117] Validation-top_k_accuracy_5=0.911213
INFO:root:Epoch[118] Batch [50]	Speed: 481.76 samples/sec	Train-accuracy=0.797344
INFO:root:Epoch[118] Batch [50]	Speed: 481.76 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[118] Batch [100]	Speed: 471.53 samples/sec	Train-accuracy=0.793008
INFO:root:Epoch[118] Batch [100]	Speed: 471.53 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[118] Batch [150]	Speed: 471.59 samples/sec	Train-accuracy=0.794609
INFO:root:Epoch[118] Batch [150]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[118] Batch [200]	Speed: 471.11 samples/sec	Train-accuracy=0.788203
INFO:root:Epoch[118] Batch [200]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.941445
INFO:root:Epoch[118] Batch [250]	Speed: 470.13 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[118] Batch [250]	Speed: 470.13 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[118] Batch [300]	Speed: 469.94 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[118] Batch [300]	Speed: 469.94 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[118] Batch [350]	Speed: 471.58 samples/sec	Train-accuracy=0.789844
INFO:root:Epoch[118] Batch [350]	Speed: 471.58 samples/sec	Train-top_k_accuracy_5=0.941328
INFO:root:Epoch[118] Batch [400]	Speed: 471.80 samples/sec	Train-accuracy=0.791016
INFO:root:Epoch[118] Batch [400]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[118] Batch [450]	Speed: 470.33 samples/sec	Train-accuracy=0.795898
INFO:root:Epoch[118] Batch [450]	Speed: 470.33 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[118] Batch [500]	Speed: 470.50 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[118] Batch [500]	Speed: 470.50 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[118] Batch [550]	Speed: 470.49 samples/sec	Train-accuracy=0.798320
INFO:root:Epoch[118] Batch [550]	Speed: 470.49 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[118] Batch [600]	Speed: 471.39 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[118] Batch [600]	Speed: 471.39 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[118] Batch [650]	Speed: 472.27 samples/sec	Train-accuracy=0.794805
INFO:root:Epoch[118] Batch [650]	Speed: 472.27 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[118] Batch [700]	Speed: 472.06 samples/sec	Train-accuracy=0.793047
INFO:root:Epoch[118] Batch [700]	Speed: 472.06 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[118] Batch [750]	Speed: 470.98 samples/sec	Train-accuracy=0.789180
INFO:root:Epoch[118] Batch [750]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.941367
INFO:root:Epoch[118] Batch [800]	Speed: 471.50 samples/sec	Train-accuracy=0.796445
INFO:root:Epoch[118] Batch [800]	Speed: 471.50 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[118] Batch [850]	Speed: 471.36 samples/sec	Train-accuracy=0.793398
INFO:root:Epoch[118] Batch [850]	Speed: 471.36 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[118] Batch [900]	Speed: 471.47 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[118] Batch [900]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[118] Batch [950]	Speed: 471.21 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[118] Batch [950]	Speed: 471.21 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[118] Batch [1000]	Speed: 471.99 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[118] Batch [1000]	Speed: 471.99 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[118] Batch [1050]	Speed: 470.47 samples/sec	Train-accuracy=0.793594
INFO:root:Epoch[118] Batch [1050]	Speed: 470.47 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[118] Batch [1100]	Speed: 472.31 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[118] Batch [1100]	Speed: 472.31 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[118] Batch [1150]	Speed: 471.00 samples/sec	Train-accuracy=0.793359
INFO:root:Epoch[118] Batch [1150]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[118] Batch [1200]	Speed: 471.05 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[118] Batch [1200]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[118] Batch [1250]	Speed: 472.47 samples/sec	Train-accuracy=0.791133
INFO:root:Epoch[118] Batch [1250]	Speed: 472.47 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[118] Batch [1300]	Speed: 471.04 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[118] Batch [1300]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[118] Batch [1350]	Speed: 471.23 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[118] Batch [1350]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[118] Batch [1400]	Speed: 470.58 samples/sec	Train-accuracy=0.796836
INFO:root:Epoch[118] Batch [1400]	Speed: 470.58 samples/sec	Train-top_k_accuracy_5=0.943984
INFO:root:Epoch[118] Batch [1450]	Speed: 471.99 samples/sec	Train-accuracy=0.800781
INFO:root:Epoch[118] Batch [1450]	Speed: 471.99 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[118] Batch [1500]	Speed: 471.87 samples/sec	Train-accuracy=0.795039
INFO:root:Epoch[118] Batch [1500]	Speed: 471.87 samples/sec	Train-top_k_accuracy_5=0.946289
INFO:root:Epoch[118] Batch [1550]	Speed: 471.08 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[118] Batch [1550]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[118] Batch [1600]	Speed: 471.85 samples/sec	Train-accuracy=0.803672
INFO:root:Epoch[118] Batch [1600]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[118] Batch [1650]	Speed: 471.03 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[118] Batch [1650]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[118] Batch [1700]	Speed: 470.42 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[118] Batch [1700]	Speed: 470.42 samples/sec	Train-top_k_accuracy_5=0.948008
INFO:root:Epoch[118] Batch [1750]	Speed: 470.40 samples/sec	Train-accuracy=0.796250
INFO:root:Epoch[118] Batch [1750]	Speed: 470.40 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[118] Batch [1800]	Speed: 471.75 samples/sec	Train-accuracy=0.797773
INFO:root:Epoch[118] Batch [1800]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.946758
INFO:root:Epoch[118] Batch [1850]	Speed: 471.85 samples/sec	Train-accuracy=0.796758
INFO:root:Epoch[118] Batch [1850]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.946055
INFO:root:Epoch[118] Batch [1900]	Speed: 471.67 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[118] Batch [1900]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[118] Batch [1950]	Speed: 471.07 samples/sec	Train-accuracy=0.800977
INFO:root:Epoch[118] Batch [1950]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.947344
INFO:root:Epoch[118] Batch [2000]	Speed: 471.61 samples/sec	Train-accuracy=0.802031
INFO:root:Epoch[118] Batch [2000]	Speed: 471.61 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[118] Batch [2050]	Speed: 471.93 samples/sec	Train-accuracy=0.796328
INFO:root:Epoch[118] Batch [2050]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[118] Batch [2100]	Speed: 471.63 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[118] Batch [2100]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.947734
INFO:root:Epoch[118] Batch [2150]	Speed: 472.21 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[118] Batch [2150]	Speed: 472.21 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[118] Batch [2200]	Speed: 472.46 samples/sec	Train-accuracy=0.802148
INFO:root:Epoch[118] Batch [2200]	Speed: 472.46 samples/sec	Train-top_k_accuracy_5=0.947656
INFO:root:Epoch[118] Batch [2250]	Speed: 471.15 samples/sec	Train-accuracy=0.801445
INFO:root:Epoch[118] Batch [2250]	Speed: 471.15 samples/sec	Train-top_k_accuracy_5=0.947305
INFO:root:Epoch[118] Batch [2300]	Speed: 470.98 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[118] Batch [2300]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[118] Batch [2350]	Speed: 471.46 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[118] Batch [2350]	Speed: 471.46 samples/sec	Train-top_k_accuracy_5=0.947852
INFO:root:Epoch[118] Batch [2400]	Speed: 470.43 samples/sec	Train-accuracy=0.802383
INFO:root:Epoch[118] Batch [2400]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.947695
INFO:root:Epoch[118] Batch [2450]	Speed: 471.23 samples/sec	Train-accuracy=0.800156
INFO:root:Epoch[118] Batch [2450]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.947773
INFO:root:Epoch[118] Batch [2500]	Speed: 471.47 samples/sec	Train-accuracy=0.798594
INFO:root:Epoch[118] Batch [2500]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[118] Resetting Data Iterator
INFO:root:Epoch[118] Time cost=2717.213
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0119.params"
INFO:root:Epoch[118] Validation-accuracy=0.727121
INFO:root:Epoch[118] Validation-top_k_accuracy_5=0.911133
INFO:root:Epoch[119] Batch [50]	Speed: 479.84 samples/sec	Train-accuracy=0.793945
INFO:root:Epoch[119] Batch [50]	Speed: 479.84 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[119] Batch [100]	Speed: 470.90 samples/sec	Train-accuracy=0.791680
INFO:root:Epoch[119] Batch [100]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[119] Batch [150]	Speed: 471.37 samples/sec	Train-accuracy=0.794922
INFO:root:Epoch[119] Batch [150]	Speed: 471.37 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[119] Batch [200]	Speed: 470.47 samples/sec	Train-accuracy=0.788398
INFO:root:Epoch[119] Batch [200]	Speed: 470.47 samples/sec	Train-top_k_accuracy_5=0.941016
INFO:root:Epoch[119] Batch [250]	Speed: 471.42 samples/sec	Train-accuracy=0.795781
INFO:root:Epoch[119] Batch [250]	Speed: 471.42 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[119] Batch [300]	Speed: 471.23 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[119] Batch [300]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[119] Batch [350]	Speed: 470.63 samples/sec	Train-accuracy=0.789922
INFO:root:Epoch[119] Batch [350]	Speed: 470.63 samples/sec	Train-top_k_accuracy_5=0.942148
INFO:root:Epoch[119] Batch [400]	Speed: 469.84 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[119] Batch [400]	Speed: 469.84 samples/sec	Train-top_k_accuracy_5=0.944258
INFO:root:Epoch[119] Batch [450]	Speed: 472.45 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[119] Batch [450]	Speed: 472.45 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[119] Batch [500]	Speed: 470.51 samples/sec	Train-accuracy=0.791953
INFO:root:Epoch[119] Batch [500]	Speed: 470.51 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[119] Batch [550]	Speed: 470.23 samples/sec	Train-accuracy=0.800078
INFO:root:Epoch[119] Batch [550]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[119] Batch [600]	Speed: 473.08 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[119] Batch [600]	Speed: 473.08 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[119] Batch [650]	Speed: 471.85 samples/sec	Train-accuracy=0.795977
INFO:root:Epoch[119] Batch [650]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[119] Batch [700]	Speed: 472.23 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[119] Batch [700]	Speed: 472.23 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[119] Batch [750]	Speed: 471.82 samples/sec	Train-accuracy=0.790977
INFO:root:Epoch[119] Batch [750]	Speed: 471.82 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[119] Batch [800]	Speed: 470.52 samples/sec	Train-accuracy=0.796094
INFO:root:Epoch[119] Batch [800]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.945234
INFO:root:Epoch[119] Batch [850]	Speed: 471.05 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[119] Batch [850]	Speed: 471.05 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[119] Batch [900]	Speed: 471.43 samples/sec	Train-accuracy=0.793945
INFO:root:Epoch[119] Batch [900]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[119] Batch [950]	Speed: 471.03 samples/sec	Train-accuracy=0.796055
INFO:root:Epoch[119] Batch [950]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[119] Batch [1000]	Speed: 472.79 samples/sec	Train-accuracy=0.797656
INFO:root:Epoch[119] Batch [1000]	Speed: 472.79 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[119] Batch [1050]	Speed: 470.52 samples/sec	Train-accuracy=0.793203
INFO:root:Epoch[119] Batch [1050]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.942187
INFO:root:Epoch[119] Batch [1100]	Speed: 471.20 samples/sec	Train-accuracy=0.794141
INFO:root:Epoch[119] Batch [1100]	Speed: 471.20 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[119] Batch [1150]	Speed: 472.38 samples/sec	Train-accuracy=0.791250
INFO:root:Epoch[119] Batch [1150]	Speed: 472.38 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[119] Batch [1200]	Speed: 470.42 samples/sec	Train-accuracy=0.796992
INFO:root:Epoch[119] Batch [1200]	Speed: 470.42 samples/sec	Train-top_k_accuracy_5=0.947383
INFO:root:Epoch[119] Batch [1250]	Speed: 472.60 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[119] Batch [1250]	Speed: 472.60 samples/sec	Train-top_k_accuracy_5=0.945078
INFO:root:Epoch[119] Batch [1300]	Speed: 470.82 samples/sec	Train-accuracy=0.793711
INFO:root:Epoch[119] Batch [1300]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.947812
INFO:root:Epoch[119] Batch [1350]	Speed: 472.25 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[119] Batch [1350]	Speed: 472.25 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[119] Batch [1400]	Speed: 471.82 samples/sec	Train-accuracy=0.798320
INFO:root:Epoch[119] Batch [1400]	Speed: 471.82 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[119] Batch [1450]	Speed: 471.36 samples/sec	Train-accuracy=0.802539
INFO:root:Epoch[119] Batch [1450]	Speed: 471.36 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[119] Batch [1500]	Speed: 470.02 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[119] Batch [1500]	Speed: 470.02 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[119] Batch [1550]	Speed: 471.70 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[119] Batch [1550]	Speed: 471.70 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[119] Batch [1600]	Speed: 469.61 samples/sec	Train-accuracy=0.801133
INFO:root:Epoch[119] Batch [1600]	Speed: 469.61 samples/sec	Train-top_k_accuracy_5=0.947109
INFO:root:Epoch[119] Batch [1650]	Speed: 472.25 samples/sec	Train-accuracy=0.799141
INFO:root:Epoch[119] Batch [1650]	Speed: 472.25 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[119] Batch [1700]	Speed: 470.89 samples/sec	Train-accuracy=0.799609
INFO:root:Epoch[119] Batch [1700]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.947500
INFO:root:Epoch[119] Batch [1750]	Speed: 471.64 samples/sec	Train-accuracy=0.800312
INFO:root:Epoch[119] Batch [1750]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[119] Batch [1800]	Speed: 471.30 samples/sec	Train-accuracy=0.800117
INFO:root:Epoch[119] Batch [1800]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[119] Batch [1850]	Speed: 471.78 samples/sec	Train-accuracy=0.796250
INFO:root:Epoch[119] Batch [1850]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[119] Batch [1900]	Speed: 471.23 samples/sec	Train-accuracy=0.796914
INFO:root:Epoch[119] Batch [1900]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[119] Batch [1950]	Speed: 471.74 samples/sec	Train-accuracy=0.799336
INFO:root:Epoch[119] Batch [1950]	Speed: 471.74 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[119] Batch [2000]	Speed: 471.03 samples/sec	Train-accuracy=0.801172
INFO:root:Epoch[119] Batch [2000]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[119] Batch [2050]	Speed: 472.43 samples/sec	Train-accuracy=0.792461
INFO:root:Epoch[119] Batch [2050]	Speed: 472.43 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[119] Batch [2100]	Speed: 471.71 samples/sec	Train-accuracy=0.798125
INFO:root:Epoch[119] Batch [2100]	Speed: 471.71 samples/sec	Train-top_k_accuracy_5=0.947852
INFO:root:Epoch[119] Batch [2150]	Speed: 469.72 samples/sec	Train-accuracy=0.795781
INFO:root:Epoch[119] Batch [2150]	Speed: 469.72 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[119] Batch [2200]	Speed: 468.95 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[119] Batch [2200]	Speed: 468.95 samples/sec	Train-top_k_accuracy_5=0.947969
INFO:root:Epoch[119] Batch [2250]	Speed: 471.51 samples/sec	Train-accuracy=0.799766
INFO:root:Epoch[119] Batch [2250]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.948516
INFO:root:Epoch[119] Batch [2300]	Speed: 468.78 samples/sec	Train-accuracy=0.800352
INFO:root:Epoch[119] Batch [2300]	Speed: 468.78 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[119] Batch [2350]	Speed: 469.57 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[119] Batch [2350]	Speed: 469.57 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[119] Batch [2400]	Speed: 470.87 samples/sec	Train-accuracy=0.799805
INFO:root:Epoch[119] Batch [2400]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[119] Batch [2450]	Speed: 469.32 samples/sec	Train-accuracy=0.800937
INFO:root:Epoch[119] Batch [2450]	Speed: 469.32 samples/sec	Train-top_k_accuracy_5=0.948555
INFO:root:Epoch[119] Batch [2500]	Speed: 469.92 samples/sec	Train-accuracy=0.795898
INFO:root:Epoch[119] Batch [2500]	Speed: 469.92 samples/sec	Train-top_k_accuracy_5=0.946289
INFO:root:Epoch[119] Resetting Data Iterator
INFO:root:Epoch[119] Time cost=2718.672
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0120.params"
INFO:root:Epoch[119] Validation-accuracy=0.726403
INFO:root:Epoch[119] Validation-top_k_accuracy_5=0.910953
INFO:root:Epoch[120] Batch [50]	Speed: 500.18 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[120] Batch [50]	Speed: 500.18 samples/sec	Train-top_k_accuracy_5=0.946797
INFO:root:Epoch[120] Batch [100]	Speed: 474.49 samples/sec	Train-accuracy=0.792031
INFO:root:Epoch[120] Batch [100]	Speed: 474.49 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[120] Batch [150]	Speed: 465.71 samples/sec	Train-accuracy=0.793789
INFO:root:Epoch[120] Batch [150]	Speed: 465.71 samples/sec	Train-top_k_accuracy_5=0.945117
INFO:root:Epoch[120] Batch [200]	Speed: 450.19 samples/sec	Train-accuracy=0.787734
INFO:root:Epoch[120] Batch [200]	Speed: 450.19 samples/sec	Train-top_k_accuracy_5=0.939453
INFO:root:Epoch[120] Batch [250]	Speed: 437.13 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[120] Batch [250]	Speed: 437.13 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[120] Batch [300]	Speed: 458.62 samples/sec	Train-accuracy=0.795703
INFO:root:Epoch[120] Batch [300]	Speed: 458.62 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[120] Batch [350]	Speed: 465.84 samples/sec	Train-accuracy=0.789531
INFO:root:Epoch[120] Batch [350]	Speed: 465.84 samples/sec	Train-top_k_accuracy_5=0.941367
INFO:root:Epoch[120] Batch [400]	Speed: 470.72 samples/sec	Train-accuracy=0.792266
INFO:root:Epoch[120] Batch [400]	Speed: 470.72 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[120] Batch [450]	Speed: 470.94 samples/sec	Train-accuracy=0.796172
INFO:root:Epoch[120] Batch [450]	Speed: 470.94 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[120] Batch [500]	Speed: 471.39 samples/sec	Train-accuracy=0.795859
INFO:root:Epoch[120] Batch [500]	Speed: 471.39 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[120] Batch [550]	Speed: 470.57 samples/sec	Train-accuracy=0.798164
INFO:root:Epoch[120] Batch [550]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[120] Batch [600]	Speed: 472.35 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[120] Batch [600]	Speed: 472.35 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[120] Batch [650]	Speed: 470.93 samples/sec	Train-accuracy=0.794375
INFO:root:Epoch[120] Batch [650]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.941680
INFO:root:Epoch[120] Batch [700]	Speed: 471.28 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[120] Batch [700]	Speed: 471.28 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[120] Batch [750]	Speed: 471.52 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[120] Batch [750]	Speed: 471.52 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[120] Batch [800]	Speed: 471.23 samples/sec	Train-accuracy=0.792539
INFO:root:Epoch[120] Batch [800]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[120] Batch [850]	Speed: 471.84 samples/sec	Train-accuracy=0.792539
INFO:root:Epoch[120] Batch [850]	Speed: 471.84 samples/sec	Train-top_k_accuracy_5=0.942891
INFO:root:Epoch[120] Batch [900]	Speed: 471.81 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[120] Batch [900]	Speed: 471.81 samples/sec	Train-top_k_accuracy_5=0.943164
INFO:root:Epoch[120] Batch [950]	Speed: 470.71 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[120] Batch [950]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[120] Batch [1000]	Speed: 471.11 samples/sec	Train-accuracy=0.795625
INFO:root:Epoch[120] Batch [1000]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[120] Batch [1050]	Speed: 471.59 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[120] Batch [1050]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.941250
INFO:root:Epoch[120] Batch [1100]	Speed: 470.57 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[120] Batch [1100]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.943086
INFO:root:Epoch[120] Batch [1150]	Speed: 471.58 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[120] Batch [1150]	Speed: 471.58 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[120] Batch [1200]	Speed: 472.68 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[120] Batch [1200]	Speed: 472.68 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[120] Batch [1250]	Speed: 470.61 samples/sec	Train-accuracy=0.794766
INFO:root:Epoch[120] Batch [1250]	Speed: 470.61 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[120] Batch [1300]	Speed: 471.15 samples/sec	Train-accuracy=0.799023
INFO:root:Epoch[120] Batch [1300]	Speed: 471.15 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[120] Batch [1350]	Speed: 469.04 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[120] Batch [1350]	Speed: 469.04 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[120] Batch [1400]	Speed: 470.30 samples/sec	Train-accuracy=0.797773
INFO:root:Epoch[120] Batch [1400]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[120] Batch [1450]	Speed: 469.77 samples/sec	Train-accuracy=0.800234
INFO:root:Epoch[120] Batch [1450]	Speed: 469.77 samples/sec	Train-top_k_accuracy_5=0.946641
INFO:root:Epoch[120] Batch [1500]	Speed: 471.28 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[120] Batch [1500]	Speed: 471.28 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[120] Batch [1550]	Speed: 470.48 samples/sec	Train-accuracy=0.797891
INFO:root:Epoch[120] Batch [1550]	Speed: 470.48 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[120] Batch [1600]	Speed: 470.07 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[120] Batch [1600]	Speed: 470.07 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[120] Batch [1650]	Speed: 471.93 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[120] Batch [1650]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[120] Batch [1700]	Speed: 471.43 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[120] Batch [1700]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[120] Batch [1750]	Speed: 471.17 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[120] Batch [1750]	Speed: 471.17 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[120] Batch [1800]	Speed: 471.13 samples/sec	Train-accuracy=0.800195
INFO:root:Epoch[120] Batch [1800]	Speed: 471.13 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[120] Batch [1850]	Speed: 470.90 samples/sec	Train-accuracy=0.794609
INFO:root:Epoch[120] Batch [1850]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[120] Batch [1900]	Speed: 470.05 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[120] Batch [1900]	Speed: 470.05 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[120] Batch [1950]	Speed: 472.28 samples/sec	Train-accuracy=0.801406
INFO:root:Epoch[120] Batch [1950]	Speed: 472.28 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[120] Batch [2000]	Speed: 469.35 samples/sec	Train-accuracy=0.799219
INFO:root:Epoch[120] Batch [2000]	Speed: 469.35 samples/sec	Train-top_k_accuracy_5=0.947422
INFO:root:Epoch[120] Batch [2050]	Speed: 471.53 samples/sec	Train-accuracy=0.794063
INFO:root:Epoch[120] Batch [2050]	Speed: 471.53 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[120] Batch [2100]	Speed: 471.83 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[120] Batch [2100]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[120] Batch [2150]	Speed: 470.90 samples/sec	Train-accuracy=0.799687
INFO:root:Epoch[120] Batch [2150]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[120] Batch [2200]	Speed: 471.58 samples/sec	Train-accuracy=0.801836
INFO:root:Epoch[120] Batch [2200]	Speed: 471.58 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[120] Batch [2250]	Speed: 471.00 samples/sec	Train-accuracy=0.800312
INFO:root:Epoch[120] Batch [2250]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[120] Batch [2300]	Speed: 471.57 samples/sec	Train-accuracy=0.800352
INFO:root:Epoch[120] Batch [2300]	Speed: 471.57 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[120] Batch [2350]	Speed: 470.41 samples/sec	Train-accuracy=0.802422
INFO:root:Epoch[120] Batch [2350]	Speed: 470.41 samples/sec	Train-top_k_accuracy_5=0.945898
INFO:root:Epoch[120] Batch [2400]	Speed: 472.39 samples/sec	Train-accuracy=0.800000
INFO:root:Epoch[120] Batch [2400]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.948047
INFO:root:Epoch[120] Batch [2450]	Speed: 471.00 samples/sec	Train-accuracy=0.802969
INFO:root:Epoch[120] Batch [2450]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.949570
INFO:root:Epoch[120] Batch [2500]	Speed: 470.92 samples/sec	Train-accuracy=0.799063
INFO:root:Epoch[120] Batch [2500]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[120] Resetting Data Iterator
INFO:root:Epoch[120] Time cost=2727.521
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0121.params"
INFO:root:Epoch[120] Validation-accuracy=0.727699
INFO:root:Epoch[120] Validation-top_k_accuracy_5=0.911213
INFO:root:Epoch[121] Batch [50]	Speed: 479.95 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[121] Batch [50]	Speed: 479.95 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[121] Batch [100]	Speed: 470.11 samples/sec	Train-accuracy=0.794141
INFO:root:Epoch[121] Batch [100]	Speed: 470.11 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[121] Batch [150]	Speed: 470.16 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[121] Batch [150]	Speed: 470.16 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[121] Batch [200]	Speed: 471.43 samples/sec	Train-accuracy=0.791602
INFO:root:Epoch[121] Batch [200]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.941172
INFO:root:Epoch[121] Batch [250]	Speed: 470.65 samples/sec	Train-accuracy=0.800977
INFO:root:Epoch[121] Batch [250]	Speed: 470.65 samples/sec	Train-top_k_accuracy_5=0.947031
INFO:root:Epoch[121] Batch [300]	Speed: 470.09 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[121] Batch [300]	Speed: 470.09 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[121] Batch [350]	Speed: 471.40 samples/sec	Train-accuracy=0.792227
INFO:root:Epoch[121] Batch [350]	Speed: 471.40 samples/sec	Train-top_k_accuracy_5=0.940547
INFO:root:Epoch[121] Batch [400]	Speed: 471.80 samples/sec	Train-accuracy=0.790312
INFO:root:Epoch[121] Batch [400]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[121] Batch [450]	Speed: 470.62 samples/sec	Train-accuracy=0.795312
INFO:root:Epoch[121] Batch [450]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[121] Batch [500]	Speed: 470.55 samples/sec	Train-accuracy=0.793242
INFO:root:Epoch[121] Batch [500]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[121] Batch [550]	Speed: 469.91 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[121] Batch [550]	Speed: 469.91 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[121] Batch [600]	Speed: 470.77 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[121] Batch [600]	Speed: 470.77 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[121] Batch [650]	Speed: 471.26 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[121] Batch [650]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.943398
INFO:root:Epoch[121] Batch [700]	Speed: 470.77 samples/sec	Train-accuracy=0.795664
INFO:root:Epoch[121] Batch [700]	Speed: 470.77 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[121] Batch [750]	Speed: 470.53 samples/sec	Train-accuracy=0.790859
INFO:root:Epoch[121] Batch [750]	Speed: 470.53 samples/sec	Train-top_k_accuracy_5=0.941055
INFO:root:Epoch[121] Batch [800]	Speed: 469.76 samples/sec	Train-accuracy=0.797891
INFO:root:Epoch[121] Batch [800]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[121] Batch [850]	Speed: 472.29 samples/sec	Train-accuracy=0.794414
INFO:root:Epoch[121] Batch [850]	Speed: 472.29 samples/sec	Train-top_k_accuracy_5=0.941523
INFO:root:Epoch[121] Batch [900]	Speed: 470.32 samples/sec	Train-accuracy=0.794531
INFO:root:Epoch[121] Batch [900]	Speed: 470.32 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[121] Batch [950]	Speed: 469.64 samples/sec	Train-accuracy=0.796172
INFO:root:Epoch[121] Batch [950]	Speed: 469.64 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[121] Batch [1000]	Speed: 470.38 samples/sec	Train-accuracy=0.794805
INFO:root:Epoch[121] Batch [1000]	Speed: 470.38 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[121] Batch [1050]	Speed: 471.47 samples/sec	Train-accuracy=0.790742
INFO:root:Epoch[121] Batch [1050]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.942266
INFO:root:Epoch[121] Batch [1100]	Speed: 471.02 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[121] Batch [1100]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.944297
INFO:root:Epoch[121] Batch [1150]	Speed: 471.53 samples/sec	Train-accuracy=0.794453
INFO:root:Epoch[121] Batch [1150]	Speed: 471.53 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[121] Batch [1200]	Speed: 470.37 samples/sec	Train-accuracy=0.798867
INFO:root:Epoch[121] Batch [1200]	Speed: 470.37 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[121] Batch [1250]	Speed: 470.99 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[121] Batch [1250]	Speed: 470.99 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[121] Batch [1300]	Speed: 471.49 samples/sec	Train-accuracy=0.797617
INFO:root:Epoch[121] Batch [1300]	Speed: 471.49 samples/sec	Train-top_k_accuracy_5=0.948438
INFO:root:Epoch[121] Batch [1350]	Speed: 471.28 samples/sec	Train-accuracy=0.791836
INFO:root:Epoch[121] Batch [1350]	Speed: 471.28 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[121] Batch [1400]	Speed: 470.29 samples/sec	Train-accuracy=0.799609
INFO:root:Epoch[121] Batch [1400]	Speed: 470.29 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[121] Batch [1450]	Speed: 470.36 samples/sec	Train-accuracy=0.800039
INFO:root:Epoch[121] Batch [1450]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[121] Batch [1500]	Speed: 470.76 samples/sec	Train-accuracy=0.795273
INFO:root:Epoch[121] Batch [1500]	Speed: 470.76 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[121] Batch [1550]	Speed: 470.36 samples/sec	Train-accuracy=0.797500
INFO:root:Epoch[121] Batch [1550]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[121] Batch [1600]	Speed: 469.78 samples/sec	Train-accuracy=0.802383
INFO:root:Epoch[121] Batch [1600]	Speed: 469.78 samples/sec	Train-top_k_accuracy_5=0.946250
INFO:root:Epoch[121] Batch [1650]	Speed: 470.30 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[121] Batch [1650]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.946836
INFO:root:Epoch[121] Batch [1700]	Speed: 470.82 samples/sec	Train-accuracy=0.800352
INFO:root:Epoch[121] Batch [1700]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.948555
INFO:root:Epoch[121] Batch [1750]	Speed: 470.39 samples/sec	Train-accuracy=0.797695
INFO:root:Epoch[121] Batch [1750]	Speed: 470.39 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[121] Batch [1800]	Speed: 469.71 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[121] Batch [1800]	Speed: 469.71 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[121] Batch [1850]	Speed: 472.55 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[121] Batch [1850]	Speed: 472.55 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[121] Batch [1900]	Speed: 470.74 samples/sec	Train-accuracy=0.796953
INFO:root:Epoch[121] Batch [1900]	Speed: 470.74 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[121] Batch [1950]	Speed: 472.33 samples/sec	Train-accuracy=0.801758
INFO:root:Epoch[121] Batch [1950]	Speed: 472.33 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[121] Batch [2000]	Speed: 470.36 samples/sec	Train-accuracy=0.800312
INFO:root:Epoch[121] Batch [2000]	Speed: 470.36 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[121] Batch [2050]	Speed: 472.17 samples/sec	Train-accuracy=0.794805
INFO:root:Epoch[121] Batch [2050]	Speed: 472.17 samples/sec	Train-top_k_accuracy_5=0.947383
INFO:root:Epoch[121] Batch [2100]	Speed: 470.96 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[121] Batch [2100]	Speed: 470.96 samples/sec	Train-top_k_accuracy_5=0.947695
INFO:root:Epoch[121] Batch [2150]	Speed: 471.18 samples/sec	Train-accuracy=0.797109
INFO:root:Epoch[121] Batch [2150]	Speed: 471.18 samples/sec	Train-top_k_accuracy_5=0.946445
INFO:root:Epoch[121] Batch [2200]	Speed: 471.99 samples/sec	Train-accuracy=0.802852
INFO:root:Epoch[121] Batch [2200]	Speed: 471.99 samples/sec	Train-top_k_accuracy_5=0.948281
INFO:root:Epoch[121] Batch [2250]	Speed: 470.34 samples/sec	Train-accuracy=0.802539
INFO:root:Epoch[121] Batch [2250]	Speed: 470.34 samples/sec	Train-top_k_accuracy_5=0.948359
INFO:root:Epoch[121] Batch [2300]	Speed: 471.87 samples/sec	Train-accuracy=0.802383
INFO:root:Epoch[121] Batch [2300]	Speed: 471.87 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[121] Batch [2350]	Speed: 471.52 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[121] Batch [2350]	Speed: 471.52 samples/sec	Train-top_k_accuracy_5=0.946367
INFO:root:Epoch[121] Batch [2400]	Speed: 470.41 samples/sec	Train-accuracy=0.802266
INFO:root:Epoch[121] Batch [2400]	Speed: 470.41 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[121] Batch [2450]	Speed: 470.28 samples/sec	Train-accuracy=0.801719
INFO:root:Epoch[121] Batch [2450]	Speed: 470.28 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[121] Batch [2500]	Speed: 472.41 samples/sec	Train-accuracy=0.798125
INFO:root:Epoch[121] Batch [2500]	Speed: 472.41 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[121] Resetting Data Iterator
INFO:root:Epoch[121] Time cost=2719.997
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0122.params"
INFO:root:Epoch[121] Validation-accuracy=0.727180
INFO:root:Epoch[121] Validation-top_k_accuracy_5=0.911332
INFO:root:Epoch[122] Batch [50]	Speed: 480.17 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[122] Batch [50]	Speed: 480.17 samples/sec	Train-top_k_accuracy_5=0.947305
INFO:root:Epoch[122] Batch [100]	Speed: 469.27 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[122] Batch [100]	Speed: 469.27 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[122] Batch [150]	Speed: 469.88 samples/sec	Train-accuracy=0.798008
INFO:root:Epoch[122] Batch [150]	Speed: 469.88 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[122] Batch [200]	Speed: 469.03 samples/sec	Train-accuracy=0.790820
INFO:root:Epoch[122] Batch [200]	Speed: 469.03 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[122] Batch [250]	Speed: 470.16 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[122] Batch [250]	Speed: 470.16 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[122] Batch [300]	Speed: 469.45 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[122] Batch [300]	Speed: 469.45 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[122] Batch [350]	Speed: 471.27 samples/sec	Train-accuracy=0.790664
INFO:root:Epoch[122] Batch [350]	Speed: 471.27 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[122] Batch [400]	Speed: 469.57 samples/sec	Train-accuracy=0.793438
INFO:root:Epoch[122] Batch [400]	Speed: 469.57 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[122] Batch [450]	Speed: 470.59 samples/sec	Train-accuracy=0.793086
INFO:root:Epoch[122] Batch [450]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[122] Batch [500]	Speed: 471.18 samples/sec	Train-accuracy=0.795312
INFO:root:Epoch[122] Batch [500]	Speed: 471.18 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[122] Batch [550]	Speed: 470.52 samples/sec	Train-accuracy=0.800078
INFO:root:Epoch[122] Batch [550]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.947812
INFO:root:Epoch[122] Batch [600]	Speed: 468.88 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[122] Batch [600]	Speed: 468.88 samples/sec	Train-top_k_accuracy_5=0.944180
INFO:root:Epoch[122] Batch [650]	Speed: 469.73 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[122] Batch [650]	Speed: 469.73 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[122] Batch [700]	Speed: 469.80 samples/sec	Train-accuracy=0.795352
INFO:root:Epoch[122] Batch [700]	Speed: 469.80 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[122] Batch [750]	Speed: 471.50 samples/sec	Train-accuracy=0.793047
INFO:root:Epoch[122] Batch [750]	Speed: 471.50 samples/sec	Train-top_k_accuracy_5=0.941914
INFO:root:Epoch[122] Batch [800]	Speed: 471.43 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[122] Batch [800]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[122] Batch [850]	Speed: 470.57 samples/sec	Train-accuracy=0.793047
INFO:root:Epoch[122] Batch [850]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.941836
INFO:root:Epoch[122] Batch [900]	Speed: 470.20 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[122] Batch [900]	Speed: 470.20 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[122] Batch [950]	Speed: 471.35 samples/sec	Train-accuracy=0.797891
INFO:root:Epoch[122] Batch [950]	Speed: 471.35 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[122] Batch [1000]	Speed: 471.08 samples/sec	Train-accuracy=0.796055
INFO:root:Epoch[122] Batch [1000]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[122] Batch [1050]	Speed: 470.40 samples/sec	Train-accuracy=0.795273
INFO:root:Epoch[122] Batch [1050]	Speed: 470.40 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[122] Batch [1100]	Speed: 471.11 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[122] Batch [1100]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[122] Batch [1150]	Speed: 470.65 samples/sec	Train-accuracy=0.796602
INFO:root:Epoch[122] Batch [1150]	Speed: 470.65 samples/sec	Train-top_k_accuracy_5=0.946445
INFO:root:Epoch[122] Batch [1200]	Speed: 470.59 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[122] Batch [1200]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[122] Batch [1250]	Speed: 470.82 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[122] Batch [1250]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.946484
INFO:root:Epoch[122] Batch [1300]	Speed: 469.25 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[122] Batch [1300]	Speed: 469.25 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[122] Batch [1350]	Speed: 470.97 samples/sec	Train-accuracy=0.797148
INFO:root:Epoch[122] Batch [1350]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[122] Batch [1400]	Speed: 471.77 samples/sec	Train-accuracy=0.796875
INFO:root:Epoch[122] Batch [1400]	Speed: 471.77 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[122] Batch [1450]	Speed: 471.39 samples/sec	Train-accuracy=0.802578
INFO:root:Epoch[122] Batch [1450]	Speed: 471.39 samples/sec	Train-top_k_accuracy_5=0.947773
INFO:root:Epoch[122] Batch [1500]	Speed: 470.75 samples/sec	Train-accuracy=0.796914
INFO:root:Epoch[122] Batch [1500]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[122] Batch [1550]	Speed: 470.84 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[122] Batch [1550]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[122] Batch [1600]	Speed: 471.47 samples/sec	Train-accuracy=0.799531
INFO:root:Epoch[122] Batch [1600]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[122] Batch [1650]	Speed: 470.59 samples/sec	Train-accuracy=0.797500
INFO:root:Epoch[122] Batch [1650]	Speed: 470.59 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[122] Batch [1700]	Speed: 470.91 samples/sec	Train-accuracy=0.799336
INFO:root:Epoch[122] Batch [1700]	Speed: 470.91 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[122] Batch [1750]	Speed: 471.29 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[122] Batch [1750]	Speed: 471.29 samples/sec	Train-top_k_accuracy_5=0.947383
INFO:root:Epoch[122] Batch [1800]	Speed: 471.04 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[122] Batch [1800]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.945977
INFO:root:Epoch[122] Batch [1850]	Speed: 471.12 samples/sec	Train-accuracy=0.799805
INFO:root:Epoch[122] Batch [1850]	Speed: 471.12 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[122] Batch [1900]	Speed: 472.75 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[122] Batch [1900]	Speed: 472.75 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[122] Batch [1950]	Speed: 471.14 samples/sec	Train-accuracy=0.799609
INFO:root:Epoch[122] Batch [1950]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[122] Batch [2000]	Speed: 471.39 samples/sec	Train-accuracy=0.801016
INFO:root:Epoch[122] Batch [2000]	Speed: 471.39 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[122] Batch [2050]	Speed: 471.33 samples/sec	Train-accuracy=0.795977
INFO:root:Epoch[122] Batch [2050]	Speed: 471.33 samples/sec	Train-top_k_accuracy_5=0.947578
INFO:root:Epoch[122] Batch [2100]	Speed: 472.40 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[122] Batch [2100]	Speed: 472.40 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[122] Batch [2150]	Speed: 471.03 samples/sec	Train-accuracy=0.796055
INFO:root:Epoch[122] Batch [2150]	Speed: 471.03 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[122] Batch [2200]	Speed: 471.86 samples/sec	Train-accuracy=0.799453
INFO:root:Epoch[122] Batch [2200]	Speed: 471.86 samples/sec	Train-top_k_accuracy_5=0.948594
INFO:root:Epoch[122] Batch [2250]	Speed: 471.66 samples/sec	Train-accuracy=0.801016
INFO:root:Epoch[122] Batch [2250]	Speed: 471.66 samples/sec	Train-top_k_accuracy_5=0.947656
INFO:root:Epoch[122] Batch [2300]	Speed: 472.59 samples/sec	Train-accuracy=0.798203
INFO:root:Epoch[122] Batch [2300]	Speed: 472.59 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[122] Batch [2350]	Speed: 471.45 samples/sec	Train-accuracy=0.802578
INFO:root:Epoch[122] Batch [2350]	Speed: 471.45 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[122] Batch [2400]	Speed: 471.82 samples/sec	Train-accuracy=0.803164
INFO:root:Epoch[122] Batch [2400]	Speed: 471.82 samples/sec	Train-top_k_accuracy_5=0.946836
INFO:root:Epoch[122] Batch [2450]	Speed: 470.75 samples/sec	Train-accuracy=0.801914
INFO:root:Epoch[122] Batch [2450]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[122] Batch [2500]	Speed: 471.95 samples/sec	Train-accuracy=0.800000
INFO:root:Epoch[122] Batch [2500]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.946445
INFO:root:Epoch[122] Resetting Data Iterator
INFO:root:Epoch[122] Time cost=2720.009
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0123.params"
INFO:root:Epoch[122] Validation-accuracy=0.727958
INFO:root:Epoch[122] Validation-top_k_accuracy_5=0.911810
INFO:root:Epoch[123] Batch [50]	Speed: 480.69 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[123] Batch [50]	Speed: 480.69 samples/sec	Train-top_k_accuracy_5=0.948047
INFO:root:Epoch[123] Batch [100]	Speed: 471.94 samples/sec	Train-accuracy=0.792773
INFO:root:Epoch[123] Batch [100]	Speed: 471.94 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[123] Batch [150]	Speed: 470.84 samples/sec	Train-accuracy=0.794727
INFO:root:Epoch[123] Batch [150]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.945430
INFO:root:Epoch[123] Batch [200]	Speed: 470.26 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[123] Batch [200]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.942773
INFO:root:Epoch[123] Batch [250]	Speed: 470.45 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[123] Batch [250]	Speed: 470.45 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[123] Batch [300]	Speed: 470.27 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[123] Batch [300]	Speed: 470.27 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[123] Batch [350]	Speed: 470.82 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[123] Batch [350]	Speed: 470.82 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[123] Batch [400]	Speed: 470.02 samples/sec	Train-accuracy=0.792813
INFO:root:Epoch[123] Batch [400]	Speed: 470.02 samples/sec	Train-top_k_accuracy_5=0.943633
INFO:root:Epoch[123] Batch [450]	Speed: 471.19 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[123] Batch [450]	Speed: 471.19 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[123] Batch [500]	Speed: 470.86 samples/sec	Train-accuracy=0.795312
INFO:root:Epoch[123] Batch [500]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.944727
INFO:root:Epoch[123] Batch [550]	Speed: 471.11 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[123] Batch [550]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[123] Batch [600]	Speed: 471.09 samples/sec	Train-accuracy=0.794453
INFO:root:Epoch[123] Batch [600]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.941875
INFO:root:Epoch[123] Batch [650]	Speed: 470.06 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[123] Batch [650]	Speed: 470.06 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[123] Batch [700]	Speed: 472.22 samples/sec	Train-accuracy=0.796484
INFO:root:Epoch[123] Batch [700]	Speed: 472.22 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[123] Batch [750]	Speed: 471.46 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[123] Batch [750]	Speed: 471.46 samples/sec	Train-top_k_accuracy_5=0.943789
INFO:root:Epoch[123] Batch [800]	Speed: 471.50 samples/sec	Train-accuracy=0.797422
INFO:root:Epoch[123] Batch [800]	Speed: 471.50 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[123] Batch [850]	Speed: 471.27 samples/sec	Train-accuracy=0.791719
INFO:root:Epoch[123] Batch [850]	Speed: 471.27 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[123] Batch [900]	Speed: 471.91 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[123] Batch [900]	Speed: 471.91 samples/sec	Train-top_k_accuracy_5=0.946055
INFO:root:Epoch[123] Batch [950]	Speed: 471.32 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[123] Batch [950]	Speed: 471.32 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[123] Batch [1000]	Speed: 471.84 samples/sec	Train-accuracy=0.795664
INFO:root:Epoch[123] Batch [1000]	Speed: 471.84 samples/sec	Train-top_k_accuracy_5=0.944609
INFO:root:Epoch[123] Batch [1050]	Speed: 472.06 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[123] Batch [1050]	Speed: 472.06 samples/sec	Train-top_k_accuracy_5=0.942500
INFO:root:Epoch[123] Batch [1100]	Speed: 471.04 samples/sec	Train-accuracy=0.799531
INFO:root:Epoch[123] Batch [1100]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[123] Batch [1150]	Speed: 471.41 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[123] Batch [1150]	Speed: 471.41 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[123] Batch [1200]	Speed: 472.09 samples/sec	Train-accuracy=0.801836
INFO:root:Epoch[123] Batch [1200]	Speed: 472.09 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[123] Batch [1250]	Speed: 470.54 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[123] Batch [1250]	Speed: 470.54 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[123] Batch [1300]	Speed: 471.17 samples/sec	Train-accuracy=0.799375
INFO:root:Epoch[123] Batch [1300]	Speed: 471.17 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[123] Batch [1350]	Speed: 471.15 samples/sec	Train-accuracy=0.799297
INFO:root:Epoch[123] Batch [1350]	Speed: 471.15 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[123] Batch [1400]	Speed: 470.18 samples/sec	Train-accuracy=0.798008
INFO:root:Epoch[123] Batch [1400]	Speed: 470.18 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[123] Batch [1450]	Speed: 471.75 samples/sec	Train-accuracy=0.803594
INFO:root:Epoch[123] Batch [1450]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.948750
INFO:root:Epoch[123] Batch [1500]	Speed: 471.41 samples/sec	Train-accuracy=0.795039
INFO:root:Epoch[123] Batch [1500]	Speed: 471.41 samples/sec	Train-top_k_accuracy_5=0.944570
INFO:root:Epoch[123] Batch [1550]	Speed: 471.56 samples/sec	Train-accuracy=0.796250
INFO:root:Epoch[123] Batch [1550]	Speed: 471.56 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[123] Batch [1600]	Speed: 470.94 samples/sec	Train-accuracy=0.803086
INFO:root:Epoch[123] Batch [1600]	Speed: 470.94 samples/sec	Train-top_k_accuracy_5=0.948398
INFO:root:Epoch[123] Batch [1650]	Speed: 471.00 samples/sec	Train-accuracy=0.798125
INFO:root:Epoch[123] Batch [1650]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[123] Batch [1700]	Speed: 471.57 samples/sec	Train-accuracy=0.798594
INFO:root:Epoch[123] Batch [1700]	Speed: 471.57 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[123] Batch [1750]	Speed: 470.70 samples/sec	Train-accuracy=0.800859
INFO:root:Epoch[123] Batch [1750]	Speed: 470.70 samples/sec	Train-top_k_accuracy_5=0.947500
INFO:root:Epoch[123] Batch [1800]	Speed: 470.00 samples/sec	Train-accuracy=0.800273
INFO:root:Epoch[123] Batch [1800]	Speed: 470.00 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[123] Batch [1850]	Speed: 471.88 samples/sec	Train-accuracy=0.798359
INFO:root:Epoch[123] Batch [1850]	Speed: 471.88 samples/sec	Train-top_k_accuracy_5=0.946797
INFO:root:Epoch[123] Batch [1900]	Speed: 471.11 samples/sec	Train-accuracy=0.799023
INFO:root:Epoch[123] Batch [1900]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[123] Batch [1950]	Speed: 471.67 samples/sec	Train-accuracy=0.798672
INFO:root:Epoch[123] Batch [1950]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[123] Batch [2000]	Speed: 470.96 samples/sec	Train-accuracy=0.802188
INFO:root:Epoch[123] Batch [2000]	Speed: 470.96 samples/sec	Train-top_k_accuracy_5=0.947930
INFO:root:Epoch[123] Batch [2050]	Speed: 473.26 samples/sec	Train-accuracy=0.797852
INFO:root:Epoch[123] Batch [2050]	Speed: 473.26 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[123] Batch [2100]	Speed: 472.06 samples/sec	Train-accuracy=0.799766
INFO:root:Epoch[123] Batch [2100]	Speed: 472.06 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[123] Batch [2150]	Speed: 471.89 samples/sec	Train-accuracy=0.796836
INFO:root:Epoch[123] Batch [2150]	Speed: 471.89 samples/sec	Train-top_k_accuracy_5=0.946445
INFO:root:Epoch[123] Batch [2200]	Speed: 472.13 samples/sec	Train-accuracy=0.803359
INFO:root:Epoch[123] Batch [2200]	Speed: 472.13 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[123] Batch [2250]	Speed: 470.85 samples/sec	Train-accuracy=0.800000
INFO:root:Epoch[123] Batch [2250]	Speed: 470.85 samples/sec	Train-top_k_accuracy_5=0.948594
INFO:root:Epoch[123] Batch [2300]	Speed: 470.48 samples/sec	Train-accuracy=0.801094
INFO:root:Epoch[123] Batch [2300]	Speed: 470.48 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[123] Batch [2350]	Speed: 470.30 samples/sec	Train-accuracy=0.802969
INFO:root:Epoch[123] Batch [2350]	Speed: 470.30 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[123] Batch [2400]	Speed: 471.38 samples/sec	Train-accuracy=0.803984
INFO:root:Epoch[123] Batch [2400]	Speed: 471.38 samples/sec	Train-top_k_accuracy_5=0.947578
INFO:root:Epoch[123] Batch [2450]	Speed: 470.99 samples/sec	Train-accuracy=0.803555
INFO:root:Epoch[123] Batch [2450]	Speed: 470.99 samples/sec	Train-top_k_accuracy_5=0.949883
INFO:root:Epoch[123] Batch [2500]	Speed: 470.92 samples/sec	Train-accuracy=0.799531
INFO:root:Epoch[123] Batch [2500]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.945078
INFO:root:Epoch[123] Resetting Data Iterator
INFO:root:Epoch[123] Time cost=2719.216
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0124.params"
INFO:root:Epoch[123] Validation-accuracy=0.727340
INFO:root:Epoch[123] Validation-top_k_accuracy_5=0.911392
INFO:root:Epoch[124] Batch [50]	Speed: 480.95 samples/sec	Train-accuracy=0.800117
INFO:root:Epoch[124] Batch [50]	Speed: 480.95 samples/sec	Train-top_k_accuracy_5=0.947187
INFO:root:Epoch[124] Batch [100]	Speed: 470.66 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[124] Batch [100]	Speed: 470.66 samples/sec	Train-top_k_accuracy_5=0.943242
INFO:root:Epoch[124] Batch [150]	Speed: 472.13 samples/sec	Train-accuracy=0.799492
INFO:root:Epoch[124] Batch [150]	Speed: 472.13 samples/sec	Train-top_k_accuracy_5=0.946758
INFO:root:Epoch[124] Batch [200]	Speed: 471.25 samples/sec	Train-accuracy=0.794219
INFO:root:Epoch[124] Batch [200]	Speed: 471.25 samples/sec	Train-top_k_accuracy_5=0.944648
INFO:root:Epoch[124] Batch [250]	Speed: 470.80 samples/sec	Train-accuracy=0.795742
INFO:root:Epoch[124] Batch [250]	Speed: 470.80 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[124] Batch [300]	Speed: 470.90 samples/sec	Train-accuracy=0.796523
INFO:root:Epoch[124] Batch [300]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.944023
INFO:root:Epoch[124] Batch [350]	Speed: 470.52 samples/sec	Train-accuracy=0.791172
INFO:root:Epoch[124] Batch [350]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.941172
INFO:root:Epoch[124] Batch [400]	Speed: 471.54 samples/sec	Train-accuracy=0.791328
INFO:root:Epoch[124] Batch [400]	Speed: 471.54 samples/sec	Train-top_k_accuracy_5=0.946133
INFO:root:Epoch[124] Batch [450]	Speed: 471.96 samples/sec	Train-accuracy=0.796719
INFO:root:Epoch[124] Batch [450]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[124] Batch [500]	Speed: 470.60 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[124] Batch [500]	Speed: 470.60 samples/sec	Train-top_k_accuracy_5=0.943516
INFO:root:Epoch[124] Batch [550]	Speed: 472.91 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[124] Batch [550]	Speed: 472.91 samples/sec	Train-top_k_accuracy_5=0.944219
INFO:root:Epoch[124] Batch [600]	Speed: 471.85 samples/sec	Train-accuracy=0.795469
INFO:root:Epoch[124] Batch [600]	Speed: 471.85 samples/sec	Train-top_k_accuracy_5=0.942969
INFO:root:Epoch[124] Batch [650]	Speed: 470.96 samples/sec	Train-accuracy=0.796680
INFO:root:Epoch[124] Batch [650]	Speed: 470.96 samples/sec	Train-top_k_accuracy_5=0.942305
INFO:root:Epoch[124] Batch [700]	Speed: 473.00 samples/sec	Train-accuracy=0.796523
INFO:root:Epoch[124] Batch [700]	Speed: 473.00 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[124] Batch [750]	Speed: 471.02 samples/sec	Train-accuracy=0.791133
INFO:root:Epoch[124] Batch [750]	Speed: 471.02 samples/sec	Train-top_k_accuracy_5=0.942734
INFO:root:Epoch[124] Batch [800]	Speed: 471.79 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[124] Batch [800]	Speed: 471.79 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[124] Batch [850]	Speed: 470.97 samples/sec	Train-accuracy=0.793320
INFO:root:Epoch[124] Batch [850]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[124] Batch [900]	Speed: 472.39 samples/sec	Train-accuracy=0.796875
INFO:root:Epoch[124] Batch [900]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.944492
INFO:root:Epoch[124] Batch [950]	Speed: 470.92 samples/sec	Train-accuracy=0.796133
INFO:root:Epoch[124] Batch [950]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[124] Batch [1000]	Speed: 467.95 samples/sec	Train-accuracy=0.795820
INFO:root:Epoch[124] Batch [1000]	Speed: 467.95 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[124] Batch [1050]	Speed: 470.15 samples/sec	Train-accuracy=0.791445
INFO:root:Epoch[124] Batch [1050]	Speed: 470.15 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[124] Batch [1100]	Speed: 469.65 samples/sec	Train-accuracy=0.797383
INFO:root:Epoch[124] Batch [1100]	Speed: 469.65 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[124] Batch [1150]	Speed: 469.60 samples/sec	Train-accuracy=0.791055
INFO:root:Epoch[124] Batch [1150]	Speed: 469.60 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[124] Batch [1200]	Speed: 470.67 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[124] Batch [1200]	Speed: 470.67 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[124] Batch [1250]	Speed: 469.77 samples/sec	Train-accuracy=0.800703
INFO:root:Epoch[124] Batch [1250]	Speed: 469.77 samples/sec	Train-top_k_accuracy_5=0.947109
INFO:root:Epoch[124] Batch [1300]	Speed: 472.25 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[124] Batch [1300]	Speed: 472.25 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[124] Batch [1350]	Speed: 471.32 samples/sec	Train-accuracy=0.796328
INFO:root:Epoch[124] Batch [1350]	Speed: 471.32 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[124] Batch [1400]	Speed: 472.12 samples/sec	Train-accuracy=0.797969
INFO:root:Epoch[124] Batch [1400]	Speed: 472.12 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[124] Batch [1450]	Speed: 471.22 samples/sec	Train-accuracy=0.802813
INFO:root:Epoch[124] Batch [1450]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.949063
INFO:root:Epoch[124] Batch [1500]	Speed: 471.16 samples/sec	Train-accuracy=0.796250
INFO:root:Epoch[124] Batch [1500]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.946016
INFO:root:Epoch[124] Batch [1550]	Speed: 470.78 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[124] Batch [1550]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[124] Batch [1600]	Speed: 471.19 samples/sec	Train-accuracy=0.802578
INFO:root:Epoch[124] Batch [1600]	Speed: 471.19 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[124] Batch [1650]	Speed: 470.57 samples/sec	Train-accuracy=0.800547
INFO:root:Epoch[124] Batch [1650]	Speed: 470.57 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[124] Batch [1700]	Speed: 471.90 samples/sec	Train-accuracy=0.803438
INFO:root:Epoch[124] Batch [1700]	Speed: 471.90 samples/sec	Train-top_k_accuracy_5=0.949531
INFO:root:Epoch[124] Batch [1750]	Speed: 471.62 samples/sec	Train-accuracy=0.799063
INFO:root:Epoch[124] Batch [1750]	Speed: 471.62 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[124] Batch [1800]	Speed: 471.24 samples/sec	Train-accuracy=0.799883
INFO:root:Epoch[124] Batch [1800]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.946055
INFO:root:Epoch[124] Batch [1850]	Speed: 472.12 samples/sec	Train-accuracy=0.799336
INFO:root:Epoch[124] Batch [1850]	Speed: 472.12 samples/sec	Train-top_k_accuracy_5=0.944063
INFO:root:Epoch[124] Batch [1900]	Speed: 472.39 samples/sec	Train-accuracy=0.798281
INFO:root:Epoch[124] Batch [1900]	Speed: 472.39 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[124] Batch [1950]	Speed: 469.76 samples/sec	Train-accuracy=0.799844
INFO:root:Epoch[124] Batch [1950]	Speed: 469.76 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[124] Batch [2000]	Speed: 472.59 samples/sec	Train-accuracy=0.801484
INFO:root:Epoch[124] Batch [2000]	Speed: 472.59 samples/sec	Train-top_k_accuracy_5=0.947734
INFO:root:Epoch[124] Batch [2050]	Speed: 471.32 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[124] Batch [2050]	Speed: 471.32 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[124] Batch [2100]	Speed: 470.67 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[124] Batch [2100]	Speed: 470.67 samples/sec	Train-top_k_accuracy_5=0.947305
INFO:root:Epoch[124] Batch [2150]	Speed: 470.92 samples/sec	Train-accuracy=0.800391
INFO:root:Epoch[124] Batch [2150]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[124] Batch [2200]	Speed: 471.10 samples/sec	Train-accuracy=0.801211
INFO:root:Epoch[124] Batch [2200]	Speed: 471.10 samples/sec	Train-top_k_accuracy_5=0.948555
INFO:root:Epoch[124] Batch [2250]	Speed: 470.83 samples/sec	Train-accuracy=0.802266
INFO:root:Epoch[124] Batch [2250]	Speed: 470.83 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[124] Batch [2300]	Speed: 469.04 samples/sec	Train-accuracy=0.803672
INFO:root:Epoch[124] Batch [2300]	Speed: 469.04 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[124] Batch [2350]	Speed: 472.20 samples/sec	Train-accuracy=0.802383
INFO:root:Epoch[124] Batch [2350]	Speed: 472.20 samples/sec	Train-top_k_accuracy_5=0.946172
INFO:root:Epoch[124] Batch [2400]	Speed: 470.81 samples/sec	Train-accuracy=0.801953
INFO:root:Epoch[124] Batch [2400]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[124] Batch [2450]	Speed: 471.20 samples/sec	Train-accuracy=0.805625
INFO:root:Epoch[124] Batch [2450]	Speed: 471.20 samples/sec	Train-top_k_accuracy_5=0.947148
INFO:root:Epoch[124] Batch [2500]	Speed: 471.84 samples/sec	Train-accuracy=0.802891
INFO:root:Epoch[124] Batch [2500]	Speed: 471.84 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[124] Resetting Data Iterator
INFO:root:Epoch[124] Time cost=2718.337
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0125.params"
INFO:root:Epoch[124] Validation-accuracy=0.728037
INFO:root:Epoch[124] Validation-top_k_accuracy_5=0.911432
INFO:root:Epoch[125] Batch [50]	Speed: 480.93 samples/sec	Train-accuracy=0.797539
INFO:root:Epoch[125] Batch [50]	Speed: 480.93 samples/sec	Train-top_k_accuracy_5=0.947305
INFO:root:Epoch[125] Batch [100]	Speed: 471.16 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[125] Batch [100]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[125] Batch [150]	Speed: 471.32 samples/sec	Train-accuracy=0.797070
INFO:root:Epoch[125] Batch [150]	Speed: 471.32 samples/sec	Train-top_k_accuracy_5=0.944102
INFO:root:Epoch[125] Batch [200]	Speed: 472.93 samples/sec	Train-accuracy=0.792227
INFO:root:Epoch[125] Batch [200]	Speed: 472.93 samples/sec	Train-top_k_accuracy_5=0.942422
INFO:root:Epoch[125] Batch [250]	Speed: 471.22 samples/sec	Train-accuracy=0.798008
INFO:root:Epoch[125] Batch [250]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.946406
INFO:root:Epoch[125] Batch [300]	Speed: 470.87 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[125] Batch [300]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.942695
INFO:root:Epoch[125] Batch [350]	Speed: 471.93 samples/sec	Train-accuracy=0.790352
INFO:root:Epoch[125] Batch [350]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.942852
INFO:root:Epoch[125] Batch [400]	Speed: 470.52 samples/sec	Train-accuracy=0.791914
INFO:root:Epoch[125] Batch [400]	Speed: 470.52 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[125] Batch [450]	Speed: 471.58 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[125] Batch [450]	Speed: 471.58 samples/sec	Train-top_k_accuracy_5=0.945469
INFO:root:Epoch[125] Batch [500]	Speed: 471.30 samples/sec	Train-accuracy=0.795547
INFO:root:Epoch[125] Batch [500]	Speed: 471.30 samples/sec	Train-top_k_accuracy_5=0.944336
INFO:root:Epoch[125] Batch [550]	Speed: 471.23 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[125] Batch [550]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[125] Batch [600]	Speed: 470.98 samples/sec	Train-accuracy=0.796094
INFO:root:Epoch[125] Batch [600]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[125] Batch [650]	Speed: 471.09 samples/sec	Train-accuracy=0.796758
INFO:root:Epoch[125] Batch [650]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.943047
INFO:root:Epoch[125] Batch [700]	Speed: 471.07 samples/sec	Train-accuracy=0.795937
INFO:root:Epoch[125] Batch [700]	Speed: 471.07 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[125] Batch [750]	Speed: 471.87 samples/sec	Train-accuracy=0.793281
INFO:root:Epoch[125] Batch [750]	Speed: 471.87 samples/sec	Train-top_k_accuracy_5=0.943125
INFO:root:Epoch[125] Batch [800]	Speed: 472.12 samples/sec	Train-accuracy=0.802422
INFO:root:Epoch[125] Batch [800]	Speed: 472.12 samples/sec	Train-top_k_accuracy_5=0.946797
INFO:root:Epoch[125] Batch [850]	Speed: 471.22 samples/sec	Train-accuracy=0.792109
INFO:root:Epoch[125] Batch [850]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.941484
INFO:root:Epoch[125] Batch [900]	Speed: 472.92 samples/sec	Train-accuracy=0.797930
INFO:root:Epoch[125] Batch [900]	Speed: 472.92 samples/sec	Train-top_k_accuracy_5=0.943750
INFO:root:Epoch[125] Batch [950]	Speed: 471.93 samples/sec	Train-accuracy=0.794102
INFO:root:Epoch[125] Batch [950]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.945742
INFO:root:Epoch[125] Batch [1000]	Speed: 471.00 samples/sec	Train-accuracy=0.798672
INFO:root:Epoch[125] Batch [1000]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[125] Batch [1050]	Speed: 469.25 samples/sec	Train-accuracy=0.793555
INFO:root:Epoch[125] Batch [1050]	Speed: 469.25 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[125] Batch [1100]	Speed: 471.24 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[125] Batch [1100]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[125] Batch [1150]	Speed: 469.92 samples/sec	Train-accuracy=0.797148
INFO:root:Epoch[125] Batch [1150]	Speed: 469.92 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[125] Batch [1200]	Speed: 472.34 samples/sec	Train-accuracy=0.798594
INFO:root:Epoch[125] Batch [1200]	Speed: 472.34 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[125] Batch [1250]	Speed: 472.56 samples/sec	Train-accuracy=0.796641
INFO:root:Epoch[125] Batch [1250]	Speed: 472.56 samples/sec	Train-top_k_accuracy_5=0.946680
INFO:root:Epoch[125] Batch [1300]	Speed: 471.68 samples/sec	Train-accuracy=0.797500
INFO:root:Epoch[125] Batch [1300]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[125] Batch [1350]	Speed: 471.24 samples/sec	Train-accuracy=0.797148
INFO:root:Epoch[125] Batch [1350]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[125] Batch [1400]	Speed: 471.43 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[125] Batch [1400]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.946055
INFO:root:Epoch[125] Batch [1450]	Speed: 470.65 samples/sec	Train-accuracy=0.802734
INFO:root:Epoch[125] Batch [1450]	Speed: 470.65 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[125] Batch [1500]	Speed: 470.98 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[125] Batch [1500]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.947070
INFO:root:Epoch[125] Batch [1550]	Speed: 470.89 samples/sec	Train-accuracy=0.797734
INFO:root:Epoch[125] Batch [1550]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.947539
INFO:root:Epoch[125] Batch [1600]	Speed: 471.31 samples/sec	Train-accuracy=0.801367
INFO:root:Epoch[125] Batch [1600]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.947773
INFO:root:Epoch[125] Batch [1650]	Speed: 470.86 samples/sec	Train-accuracy=0.798594
INFO:root:Epoch[125] Batch [1650]	Speed: 470.86 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[125] Batch [1700]	Speed: 470.61 samples/sec	Train-accuracy=0.799609
INFO:root:Epoch[125] Batch [1700]	Speed: 470.61 samples/sec	Train-top_k_accuracy_5=0.948086
INFO:root:Epoch[125] Batch [1750]	Speed: 471.44 samples/sec	Train-accuracy=0.799844
INFO:root:Epoch[125] Batch [1750]	Speed: 471.44 samples/sec	Train-top_k_accuracy_5=0.948047
INFO:root:Epoch[125] Batch [1800]	Speed: 471.78 samples/sec	Train-accuracy=0.800469
INFO:root:Epoch[125] Batch [1800]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[125] Batch [1850]	Speed: 471.43 samples/sec	Train-accuracy=0.801484
INFO:root:Epoch[125] Batch [1850]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[125] Batch [1900]	Speed: 470.43 samples/sec	Train-accuracy=0.797695
INFO:root:Epoch[125] Batch [1900]	Speed: 470.43 samples/sec	Train-top_k_accuracy_5=0.945781
INFO:root:Epoch[125] Batch [1950]	Speed: 470.93 samples/sec	Train-accuracy=0.801133
INFO:root:Epoch[125] Batch [1950]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[125] Batch [2000]	Speed: 471.96 samples/sec	Train-accuracy=0.803477
INFO:root:Epoch[125] Batch [2000]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.948281
INFO:root:Epoch[125] Batch [2050]	Speed: 470.90 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[125] Batch [2050]	Speed: 470.90 samples/sec	Train-top_k_accuracy_5=0.946289
INFO:root:Epoch[125] Batch [2100]	Speed: 470.87 samples/sec	Train-accuracy=0.798906
INFO:root:Epoch[125] Batch [2100]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[125] Batch [2150]	Speed: 472.16 samples/sec	Train-accuracy=0.796328
INFO:root:Epoch[125] Batch [2150]	Speed: 472.16 samples/sec	Train-top_k_accuracy_5=0.947539
INFO:root:Epoch[125] Batch [2200]	Speed: 471.48 samples/sec	Train-accuracy=0.801797
INFO:root:Epoch[125] Batch [2200]	Speed: 471.48 samples/sec	Train-top_k_accuracy_5=0.948242
INFO:root:Epoch[125] Batch [2250]	Speed: 472.65 samples/sec	Train-accuracy=0.804219
INFO:root:Epoch[125] Batch [2250]	Speed: 472.65 samples/sec	Train-top_k_accuracy_5=0.948398
INFO:root:Epoch[125] Batch [2300]	Speed: 471.95 samples/sec	Train-accuracy=0.800312
INFO:root:Epoch[125] Batch [2300]	Speed: 471.95 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[125] Batch [2350]	Speed: 472.69 samples/sec	Train-accuracy=0.800742
INFO:root:Epoch[125] Batch [2350]	Speed: 472.69 samples/sec	Train-top_k_accuracy_5=0.947227
INFO:root:Epoch[125] Batch [2400]	Speed: 471.62 samples/sec	Train-accuracy=0.803008
INFO:root:Epoch[125] Batch [2400]	Speed: 471.62 samples/sec	Train-top_k_accuracy_5=0.948750
INFO:root:Epoch[125] Batch [2450]	Speed: 470.55 samples/sec	Train-accuracy=0.802461
INFO:root:Epoch[125] Batch [2450]	Speed: 470.55 samples/sec	Train-top_k_accuracy_5=0.949141
INFO:root:Epoch[125] Batch [2500]	Speed: 472.25 samples/sec	Train-accuracy=0.799141
INFO:root:Epoch[125] Batch [2500]	Speed: 472.25 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[125] Resetting Data Iterator
INFO:root:Epoch[125] Time cost=2716.928
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0126.params"
INFO:root:Epoch[125] Validation-accuracy=0.727778
INFO:root:Epoch[125] Validation-top_k_accuracy_5=0.911113
INFO:root:Epoch[126] Batch [50]	Speed: 481.00 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[126] Batch [50]	Speed: 481.00 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[126] Batch [100]	Speed: 469.53 samples/sec	Train-accuracy=0.794492
INFO:root:Epoch[126] Batch [100]	Speed: 469.53 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[126] Batch [150]	Speed: 472.13 samples/sec	Train-accuracy=0.797734
INFO:root:Epoch[126] Batch [150]	Speed: 472.13 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[126] Batch [200]	Speed: 471.09 samples/sec	Train-accuracy=0.790312
INFO:root:Epoch[126] Batch [200]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.941719
INFO:root:Epoch[126] Batch [250]	Speed: 470.65 samples/sec	Train-accuracy=0.799453
INFO:root:Epoch[126] Batch [250]	Speed: 470.65 samples/sec	Train-top_k_accuracy_5=0.945625
INFO:root:Epoch[126] Batch [300]	Speed: 471.04 samples/sec	Train-accuracy=0.799336
INFO:root:Epoch[126] Batch [300]	Speed: 471.04 samples/sec	Train-top_k_accuracy_5=0.944805
INFO:root:Epoch[126] Batch [350]	Speed: 471.80 samples/sec	Train-accuracy=0.793516
INFO:root:Epoch[126] Batch [350]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.942266
INFO:root:Epoch[126] Batch [400]	Speed: 471.17 samples/sec	Train-accuracy=0.793477
INFO:root:Epoch[126] Batch [400]	Speed: 471.17 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[126] Batch [450]	Speed: 471.83 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[126] Batch [450]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[126] Batch [500]	Speed: 470.71 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[126] Batch [500]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.942891
INFO:root:Epoch[126] Batch [550]	Speed: 472.02 samples/sec	Train-accuracy=0.799297
INFO:root:Epoch[126] Batch [550]	Speed: 472.02 samples/sec	Train-top_k_accuracy_5=0.946992
INFO:root:Epoch[126] Batch [600]	Speed: 472.45 samples/sec	Train-accuracy=0.797344
INFO:root:Epoch[126] Batch [600]	Speed: 472.45 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[126] Batch [650]	Speed: 472.37 samples/sec	Train-accuracy=0.798164
INFO:root:Epoch[126] Batch [650]	Speed: 472.37 samples/sec	Train-top_k_accuracy_5=0.943711
INFO:root:Epoch[126] Batch [700]	Speed: 472.15 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[126] Batch [700]	Speed: 472.15 samples/sec	Train-top_k_accuracy_5=0.946328
INFO:root:Epoch[126] Batch [750]	Speed: 471.35 samples/sec	Train-accuracy=0.793906
INFO:root:Epoch[126] Batch [750]	Speed: 471.35 samples/sec	Train-top_k_accuracy_5=0.943320
INFO:root:Epoch[126] Batch [800]	Speed: 472.22 samples/sec	Train-accuracy=0.796094
INFO:root:Epoch[126] Batch [800]	Speed: 472.22 samples/sec	Train-top_k_accuracy_5=0.945625
INFO:root:Epoch[126] Batch [850]	Speed: 471.71 samples/sec	Train-accuracy=0.794023
INFO:root:Epoch[126] Batch [850]	Speed: 471.71 samples/sec	Train-top_k_accuracy_5=0.942656
INFO:root:Epoch[126] Batch [900]	Speed: 471.84 samples/sec	Train-accuracy=0.797695
INFO:root:Epoch[126] Batch [900]	Speed: 471.84 samples/sec	Train-top_k_accuracy_5=0.942227
INFO:root:Epoch[126] Batch [950]	Speed: 472.42 samples/sec	Train-accuracy=0.795898
INFO:root:Epoch[126] Batch [950]	Speed: 472.42 samples/sec	Train-top_k_accuracy_5=0.944883
INFO:root:Epoch[126] Batch [1000]	Speed: 471.24 samples/sec	Train-accuracy=0.796172
INFO:root:Epoch[126] Batch [1000]	Speed: 471.24 samples/sec	Train-top_k_accuracy_5=0.944141
INFO:root:Epoch[126] Batch [1050]	Speed: 471.66 samples/sec	Train-accuracy=0.792461
INFO:root:Epoch[126] Batch [1050]	Speed: 471.66 samples/sec	Train-top_k_accuracy_5=0.943906
INFO:root:Epoch[126] Batch [1100]	Speed: 470.81 samples/sec	Train-accuracy=0.799883
INFO:root:Epoch[126] Batch [1100]	Speed: 470.81 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[126] Batch [1150]	Speed: 471.69 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[126] Batch [1150]	Speed: 471.69 samples/sec	Train-top_k_accuracy_5=0.945195
INFO:root:Epoch[126] Batch [1200]	Speed: 470.78 samples/sec	Train-accuracy=0.795156
INFO:root:Epoch[126] Batch [1200]	Speed: 470.78 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[126] Batch [1250]	Speed: 472.07 samples/sec	Train-accuracy=0.796016
INFO:root:Epoch[126] Batch [1250]	Speed: 472.07 samples/sec	Train-top_k_accuracy_5=0.947461
INFO:root:Epoch[126] Batch [1300]	Speed: 471.00 samples/sec	Train-accuracy=0.800352
INFO:root:Epoch[126] Batch [1300]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.948125
INFO:root:Epoch[126] Batch [1350]	Speed: 470.75 samples/sec	Train-accuracy=0.795391
INFO:root:Epoch[126] Batch [1350]	Speed: 470.75 samples/sec	Train-top_k_accuracy_5=0.943281
INFO:root:Epoch[126] Batch [1400]	Speed: 471.47 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[126] Batch [1400]	Speed: 471.47 samples/sec	Train-top_k_accuracy_5=0.944844
INFO:root:Epoch[126] Batch [1450]	Speed: 470.69 samples/sec	Train-accuracy=0.801680
INFO:root:Epoch[126] Batch [1450]	Speed: 470.69 samples/sec	Train-top_k_accuracy_5=0.944961
INFO:root:Epoch[126] Batch [1500]	Speed: 471.63 samples/sec	Train-accuracy=0.798008
INFO:root:Epoch[126] Batch [1500]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.946758
INFO:root:Epoch[126] Batch [1550]	Speed: 470.98 samples/sec	Train-accuracy=0.795977
INFO:root:Epoch[126] Batch [1550]	Speed: 470.98 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[126] Batch [1600]	Speed: 471.91 samples/sec	Train-accuracy=0.800195
INFO:root:Epoch[126] Batch [1600]	Speed: 471.91 samples/sec	Train-top_k_accuracy_5=0.947305
INFO:root:Epoch[126] Batch [1650]	Speed: 471.60 samples/sec	Train-accuracy=0.798633
INFO:root:Epoch[126] Batch [1650]	Speed: 471.60 samples/sec	Train-top_k_accuracy_5=0.945039
INFO:root:Epoch[126] Batch [1700]	Speed: 471.19 samples/sec	Train-accuracy=0.801719
INFO:root:Epoch[126] Batch [1700]	Speed: 471.19 samples/sec	Train-top_k_accuracy_5=0.948633
INFO:root:Epoch[126] Batch [1750]	Speed: 472.80 samples/sec	Train-accuracy=0.801992
INFO:root:Epoch[126] Batch [1750]	Speed: 472.80 samples/sec	Train-top_k_accuracy_5=0.947109
INFO:root:Epoch[126] Batch [1800]	Speed: 472.10 samples/sec	Train-accuracy=0.800820
INFO:root:Epoch[126] Batch [1800]	Speed: 472.10 samples/sec	Train-top_k_accuracy_5=0.946211
INFO:root:Epoch[126] Batch [1850]	Speed: 472.11 samples/sec	Train-accuracy=0.798867
INFO:root:Epoch[126] Batch [1850]	Speed: 472.11 samples/sec	Train-top_k_accuracy_5=0.948203
INFO:root:Epoch[126] Batch [1900]	Speed: 472.47 samples/sec	Train-accuracy=0.799648
INFO:root:Epoch[126] Batch [1900]	Speed: 472.47 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[126] Batch [1950]	Speed: 471.22 samples/sec	Train-accuracy=0.802461
INFO:root:Epoch[126] Batch [1950]	Speed: 471.22 samples/sec	Train-top_k_accuracy_5=0.945586
INFO:root:Epoch[126] Batch [2000]	Speed: 470.87 samples/sec	Train-accuracy=0.800742
INFO:root:Epoch[126] Batch [2000]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[126] Batch [2050]	Speed: 472.11 samples/sec	Train-accuracy=0.798203
INFO:root:Epoch[126] Batch [2050]	Speed: 472.11 samples/sec	Train-top_k_accuracy_5=0.948945
INFO:root:Epoch[126] Batch [2100]	Speed: 470.95 samples/sec	Train-accuracy=0.798477
INFO:root:Epoch[126] Batch [2100]	Speed: 470.95 samples/sec	Train-top_k_accuracy_5=0.947422
INFO:root:Epoch[126] Batch [2150]	Speed: 471.14 samples/sec	Train-accuracy=0.794961
INFO:root:Epoch[126] Batch [2150]	Speed: 471.14 samples/sec	Train-top_k_accuracy_5=0.945391
INFO:root:Epoch[126] Batch [2200]	Speed: 471.55 samples/sec	Train-accuracy=0.803281
INFO:root:Epoch[126] Batch [2200]	Speed: 471.55 samples/sec	Train-top_k_accuracy_5=0.948594
INFO:root:Epoch[126] Batch [2250]	Speed: 472.17 samples/sec	Train-accuracy=0.801055
INFO:root:Epoch[126] Batch [2250]	Speed: 472.17 samples/sec	Train-top_k_accuracy_5=0.948672
INFO:root:Epoch[126] Batch [2300]	Speed: 471.67 samples/sec	Train-accuracy=0.801406
INFO:root:Epoch[126] Batch [2300]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.945859
INFO:root:Epoch[126] Batch [2350]	Speed: 471.49 samples/sec	Train-accuracy=0.804727
INFO:root:Epoch[126] Batch [2350]	Speed: 471.49 samples/sec	Train-top_k_accuracy_5=0.948555
INFO:root:Epoch[126] Batch [2400]	Speed: 472.58 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[126] Batch [2400]	Speed: 472.58 samples/sec	Train-top_k_accuracy_5=0.946875
INFO:root:Epoch[126] Batch [2450]	Speed: 473.00 samples/sec	Train-accuracy=0.807031
INFO:root:Epoch[126] Batch [2450]	Speed: 473.00 samples/sec	Train-top_k_accuracy_5=0.949336
INFO:root:Epoch[126] Batch [2500]	Speed: 471.75 samples/sec	Train-accuracy=0.801016
INFO:root:Epoch[126] Batch [2500]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[126] Resetting Data Iterator
INFO:root:Epoch[126] Time cost=2715.860
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0127.params"
INFO:root:Epoch[126] Validation-accuracy=0.727140
INFO:root:Epoch[126] Validation-top_k_accuracy_5=0.910934
INFO:root:Epoch[127] Batch [50]	Speed: 480.91 samples/sec	Train-accuracy=0.800078
INFO:root:Epoch[127] Batch [50]	Speed: 480.91 samples/sec	Train-top_k_accuracy_5=0.947969
INFO:root:Epoch[127] Batch [100]	Speed: 471.83 samples/sec	Train-accuracy=0.794648
INFO:root:Epoch[127] Batch [100]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[127] Batch [150]	Speed: 470.84 samples/sec	Train-accuracy=0.797227
INFO:root:Epoch[127] Batch [150]	Speed: 470.84 samples/sec	Train-top_k_accuracy_5=0.947070
INFO:root:Epoch[127] Batch [200]	Speed: 470.62 samples/sec	Train-accuracy=0.792305
INFO:root:Epoch[127] Batch [200]	Speed: 470.62 samples/sec	Train-top_k_accuracy_5=0.941953
INFO:root:Epoch[127] Batch [250]	Speed: 472.44 samples/sec	Train-accuracy=0.800547
INFO:root:Epoch[127] Batch [250]	Speed: 472.44 samples/sec	Train-top_k_accuracy_5=0.947852
INFO:root:Epoch[127] Batch [300]	Speed: 470.97 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[127] Batch [300]	Speed: 470.97 samples/sec	Train-top_k_accuracy_5=0.942617
INFO:root:Epoch[127] Batch [350]	Speed: 471.26 samples/sec	Train-accuracy=0.795977
INFO:root:Epoch[127] Batch [350]	Speed: 471.26 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[127] Batch [400]	Speed: 471.16 samples/sec	Train-accuracy=0.792930
INFO:root:Epoch[127] Batch [400]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[127] Batch [450]	Speed: 471.49 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[127] Batch [450]	Speed: 471.49 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[127] Batch [500]	Speed: 471.80 samples/sec	Train-accuracy=0.796797
INFO:root:Epoch[127] Batch [500]	Speed: 471.80 samples/sec	Train-top_k_accuracy_5=0.943438
INFO:root:Epoch[127] Batch [550]	Speed: 473.02 samples/sec	Train-accuracy=0.799844
INFO:root:Epoch[127] Batch [550]	Speed: 473.02 samples/sec	Train-top_k_accuracy_5=0.946445
INFO:root:Epoch[127] Batch [600]	Speed: 470.23 samples/sec	Train-accuracy=0.796406
INFO:root:Epoch[127] Batch [600]	Speed: 470.23 samples/sec	Train-top_k_accuracy_5=0.943438
INFO:root:Epoch[127] Batch [650]	Speed: 473.08 samples/sec	Train-accuracy=0.798047
INFO:root:Epoch[127] Batch [650]	Speed: 473.08 samples/sec	Train-top_k_accuracy_5=0.943008
INFO:root:Epoch[127] Batch [700]	Speed: 471.25 samples/sec	Train-accuracy=0.799492
INFO:root:Epoch[127] Batch [700]	Speed: 471.25 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[127] Batch [750]	Speed: 472.02 samples/sec	Train-accuracy=0.793984
INFO:root:Epoch[127] Batch [750]	Speed: 472.02 samples/sec	Train-top_k_accuracy_5=0.942578
INFO:root:Epoch[127] Batch [800]	Speed: 470.89 samples/sec	Train-accuracy=0.795430
INFO:root:Epoch[127] Batch [800]	Speed: 470.89 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[127] Batch [850]	Speed: 470.93 samples/sec	Train-accuracy=0.797031
INFO:root:Epoch[127] Batch [850]	Speed: 470.93 samples/sec	Train-top_k_accuracy_5=0.942813
INFO:root:Epoch[127] Batch [900]	Speed: 474.09 samples/sec	Train-accuracy=0.797266
INFO:root:Epoch[127] Batch [900]	Speed: 474.09 samples/sec	Train-top_k_accuracy_5=0.942109
INFO:root:Epoch[127] Batch [950]	Speed: 471.76 samples/sec	Train-accuracy=0.795820
INFO:root:Epoch[127] Batch [950]	Speed: 471.76 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[127] Batch [1000]	Speed: 471.62 samples/sec	Train-accuracy=0.798945
INFO:root:Epoch[127] Batch [1000]	Speed: 471.62 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[127] Batch [1050]	Speed: 472.22 samples/sec	Train-accuracy=0.792227
INFO:root:Epoch[127] Batch [1050]	Speed: 472.22 samples/sec	Train-top_k_accuracy_5=0.941445
INFO:root:Epoch[127] Batch [1100]	Speed: 472.40 samples/sec	Train-accuracy=0.800000
INFO:root:Epoch[127] Batch [1100]	Speed: 472.40 samples/sec	Train-top_k_accuracy_5=0.944688
INFO:root:Epoch[127] Batch [1150]	Speed: 470.72 samples/sec	Train-accuracy=0.795430
INFO:root:Epoch[127] Batch [1150]	Speed: 470.72 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[127] Batch [1200]	Speed: 472.99 samples/sec	Train-accuracy=0.800586
INFO:root:Epoch[127] Batch [1200]	Speed: 472.99 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[127] Batch [1250]	Speed: 470.76 samples/sec	Train-accuracy=0.797930
INFO:root:Epoch[127] Batch [1250]	Speed: 470.76 samples/sec	Train-top_k_accuracy_5=0.946562
INFO:root:Epoch[127] Batch [1300]	Speed: 471.61 samples/sec	Train-accuracy=0.797305
INFO:root:Epoch[127] Batch [1300]	Speed: 471.61 samples/sec	Train-top_k_accuracy_5=0.947617
INFO:root:Epoch[127] Batch [1350]	Speed: 471.77 samples/sec	Train-accuracy=0.797891
INFO:root:Epoch[127] Batch [1350]	Speed: 471.77 samples/sec	Train-top_k_accuracy_5=0.943555
INFO:root:Epoch[127] Batch [1400]	Speed: 471.72 samples/sec	Train-accuracy=0.797070
INFO:root:Epoch[127] Batch [1400]	Speed: 471.72 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[127] Batch [1450]	Speed: 471.93 samples/sec	Train-accuracy=0.802852
INFO:root:Epoch[127] Batch [1450]	Speed: 471.93 samples/sec	Train-top_k_accuracy_5=0.949414
INFO:root:Epoch[127] Batch [1500]	Speed: 472.11 samples/sec	Train-accuracy=0.795352
INFO:root:Epoch[127] Batch [1500]	Speed: 472.11 samples/sec	Train-top_k_accuracy_5=0.944453
INFO:root:Epoch[127] Batch [1550]	Speed: 469.78 samples/sec	Train-accuracy=0.796289
INFO:root:Epoch[127] Batch [1550]	Speed: 469.78 samples/sec	Train-top_k_accuracy_5=0.944531
INFO:root:Epoch[127] Batch [1600]	Speed: 472.22 samples/sec	Train-accuracy=0.805312
INFO:root:Epoch[127] Batch [1600]	Speed: 472.22 samples/sec	Train-top_k_accuracy_5=0.948711
INFO:root:Epoch[127] Batch [1650]	Speed: 471.51 samples/sec	Train-accuracy=0.799687
INFO:root:Epoch[127] Batch [1650]	Speed: 471.51 samples/sec	Train-top_k_accuracy_5=0.946953
INFO:root:Epoch[127] Batch [1700]	Speed: 471.87 samples/sec	Train-accuracy=0.801484
INFO:root:Epoch[127] Batch [1700]	Speed: 471.87 samples/sec	Train-top_k_accuracy_5=0.949766
INFO:root:Epoch[127] Batch [1750]	Speed: 471.20 samples/sec	Train-accuracy=0.801250
INFO:root:Epoch[127] Batch [1750]	Speed: 471.20 samples/sec	Train-top_k_accuracy_5=0.948086
INFO:root:Epoch[127] Batch [1800]	Speed: 471.59 samples/sec	Train-accuracy=0.799844
INFO:root:Epoch[127] Batch [1800]	Speed: 471.59 samples/sec	Train-top_k_accuracy_5=0.945352
INFO:root:Epoch[127] Batch [1850]	Speed: 472.03 samples/sec	Train-accuracy=0.797695
INFO:root:Epoch[127] Batch [1850]	Speed: 472.03 samples/sec	Train-top_k_accuracy_5=0.945547
INFO:root:Epoch[127] Batch [1900]	Speed: 471.73 samples/sec	Train-accuracy=0.796367
INFO:root:Epoch[127] Batch [1900]	Speed: 471.73 samples/sec	Train-top_k_accuracy_5=0.947031
INFO:root:Epoch[127] Batch [1950]	Speed: 472.12 samples/sec	Train-accuracy=0.800586
INFO:root:Epoch[127] Batch [1950]	Speed: 472.12 samples/sec	Train-top_k_accuracy_5=0.946523
INFO:root:Epoch[127] Batch [2000]	Speed: 471.67 samples/sec	Train-accuracy=0.800664
INFO:root:Epoch[127] Batch [2000]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[127] Batch [2050]	Speed: 471.71 samples/sec	Train-accuracy=0.799141
INFO:root:Epoch[127] Batch [2050]	Speed: 471.71 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[127] Batch [2100]	Speed: 471.00 samples/sec	Train-accuracy=0.800391
INFO:root:Epoch[127] Batch [2100]	Speed: 471.00 samples/sec	Train-top_k_accuracy_5=0.947969
INFO:root:Epoch[127] Batch [2150]	Speed: 471.43 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[127] Batch [2150]	Speed: 471.43 samples/sec	Train-top_k_accuracy_5=0.947812
INFO:root:Epoch[127] Batch [2200]	Speed: 472.04 samples/sec	Train-accuracy=0.800586
INFO:root:Epoch[127] Batch [2200]	Speed: 472.04 samples/sec	Train-top_k_accuracy_5=0.948984
INFO:root:Epoch[127] Batch [2250]	Speed: 472.23 samples/sec	Train-accuracy=0.806016
INFO:root:Epoch[127] Batch [2250]	Speed: 472.23 samples/sec	Train-top_k_accuracy_5=0.949766
INFO:root:Epoch[127] Batch [2300]	Speed: 471.70 samples/sec	Train-accuracy=0.800820
INFO:root:Epoch[127] Batch [2300]	Speed: 471.70 samples/sec	Train-top_k_accuracy_5=0.945703
INFO:root:Epoch[127] Batch [2350]	Speed: 471.08 samples/sec	Train-accuracy=0.801992
INFO:root:Epoch[127] Batch [2350]	Speed: 471.08 samples/sec	Train-top_k_accuracy_5=0.947148
INFO:root:Epoch[127] Batch [2400]	Speed: 471.81 samples/sec	Train-accuracy=0.804180
INFO:root:Epoch[127] Batch [2400]	Speed: 471.81 samples/sec	Train-top_k_accuracy_5=0.947930
INFO:root:Epoch[127] Batch [2450]	Speed: 472.53 samples/sec	Train-accuracy=0.804375
INFO:root:Epoch[127] Batch [2450]	Speed: 472.53 samples/sec	Train-top_k_accuracy_5=0.949453
INFO:root:Epoch[127] Batch [2500]	Speed: 471.78 samples/sec	Train-accuracy=0.799102
INFO:root:Epoch[127] Batch [2500]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[127] Resetting Data Iterator
INFO:root:Epoch[127] Time cost=2716.410
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0128.params"
INFO:root:Epoch[127] Validation-accuracy=0.727459
INFO:root:Epoch[127] Validation-top_k_accuracy_5=0.911890
INFO:root:Epoch[128] Batch [50]	Speed: 481.34 samples/sec	Train-accuracy=0.799414
INFO:root:Epoch[128] Batch [50]	Speed: 481.34 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[128] Batch [100]	Speed: 471.09 samples/sec	Train-accuracy=0.795078
INFO:root:Epoch[128] Batch [100]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[128] Batch [150]	Speed: 472.25 samples/sec	Train-accuracy=0.796758
INFO:root:Epoch[128] Batch [150]	Speed: 472.25 samples/sec	Train-top_k_accuracy_5=0.945000
INFO:root:Epoch[128] Batch [200]	Speed: 470.73 samples/sec	Train-accuracy=0.791328
INFO:root:Epoch[128] Batch [200]	Speed: 470.73 samples/sec	Train-top_k_accuracy_5=0.943867
INFO:root:Epoch[128] Batch [250]	Speed: 471.31 samples/sec	Train-accuracy=0.796914
INFO:root:Epoch[128] Batch [250]	Speed: 471.31 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[128] Batch [300]	Speed: 471.83 samples/sec	Train-accuracy=0.795000
INFO:root:Epoch[128] Batch [300]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[128] Batch [350]	Speed: 471.01 samples/sec	Train-accuracy=0.793633
INFO:root:Epoch[128] Batch [350]	Speed: 471.01 samples/sec	Train-top_k_accuracy_5=0.942383
INFO:root:Epoch[128] Batch [400]	Speed: 472.01 samples/sec	Train-accuracy=0.791875
INFO:root:Epoch[128] Batch [400]	Speed: 472.01 samples/sec	Train-top_k_accuracy_5=0.943828
INFO:root:Epoch[128] Batch [450]	Speed: 470.91 samples/sec	Train-accuracy=0.796094
INFO:root:Epoch[128] Batch [450]	Speed: 470.91 samples/sec	Train-top_k_accuracy_5=0.945273
INFO:root:Epoch[128] Batch [500]	Speed: 470.95 samples/sec	Train-accuracy=0.797188
INFO:root:Epoch[128] Batch [500]	Speed: 470.95 samples/sec	Train-top_k_accuracy_5=0.943594
INFO:root:Epoch[128] Batch [550]	Speed: 471.68 samples/sec	Train-accuracy=0.802227
INFO:root:Epoch[128] Batch [550]	Speed: 471.68 samples/sec	Train-top_k_accuracy_5=0.949180
INFO:root:Epoch[128] Batch [600]	Speed: 470.87 samples/sec	Train-accuracy=0.797227
INFO:root:Epoch[128] Batch [600]	Speed: 470.87 samples/sec	Train-top_k_accuracy_5=0.945234
INFO:root:Epoch[128] Batch [650]	Speed: 471.21 samples/sec	Train-accuracy=0.795039
INFO:root:Epoch[128] Batch [650]	Speed: 471.21 samples/sec	Train-top_k_accuracy_5=0.943672
INFO:root:Epoch[128] Batch [700]	Speed: 471.91 samples/sec	Train-accuracy=0.796836
INFO:root:Epoch[128] Batch [700]	Speed: 471.91 samples/sec	Train-top_k_accuracy_5=0.945664
INFO:root:Epoch[128] Batch [750]	Speed: 472.30 samples/sec	Train-accuracy=0.791406
INFO:root:Epoch[128] Batch [750]	Speed: 472.30 samples/sec	Train-top_k_accuracy_5=0.944375
INFO:root:Epoch[128] Batch [800]	Speed: 471.11 samples/sec	Train-accuracy=0.799297
INFO:root:Epoch[128] Batch [800]	Speed: 471.11 samples/sec	Train-top_k_accuracy_5=0.947773
INFO:root:Epoch[128] Batch [850]	Speed: 471.45 samples/sec	Train-accuracy=0.794180
INFO:root:Epoch[128] Batch [850]	Speed: 471.45 samples/sec	Train-top_k_accuracy_5=0.942930
INFO:root:Epoch[128] Batch [900]	Speed: 471.23 samples/sec	Train-accuracy=0.798086
INFO:root:Epoch[128] Batch [900]	Speed: 471.23 samples/sec	Train-top_k_accuracy_5=0.943477
INFO:root:Epoch[128] Batch [950]	Speed: 470.71 samples/sec	Train-accuracy=0.797656
INFO:root:Epoch[128] Batch [950]	Speed: 470.71 samples/sec	Train-top_k_accuracy_5=0.945312
INFO:root:Epoch[128] Batch [1000]	Speed: 470.64 samples/sec	Train-accuracy=0.799180
INFO:root:Epoch[128] Batch [1000]	Speed: 470.64 samples/sec	Train-top_k_accuracy_5=0.943945
INFO:root:Epoch[128] Batch [1050]	Speed: 471.83 samples/sec	Train-accuracy=0.791094
INFO:root:Epoch[128] Batch [1050]	Speed: 471.83 samples/sec	Train-top_k_accuracy_5=0.943203
INFO:root:Epoch[128] Batch [1100]	Speed: 471.67 samples/sec	Train-accuracy=0.799297
INFO:root:Epoch[128] Batch [1100]	Speed: 471.67 samples/sec	Train-top_k_accuracy_5=0.944922
INFO:root:Epoch[128] Batch [1150]	Speed: 470.26 samples/sec	Train-accuracy=0.794336
INFO:root:Epoch[128] Batch [1150]	Speed: 470.26 samples/sec	Train-top_k_accuracy_5=0.945508
INFO:root:Epoch[128] Batch [1200]	Speed: 472.60 samples/sec	Train-accuracy=0.798750
INFO:root:Epoch[128] Batch [1200]	Speed: 472.60 samples/sec	Train-top_k_accuracy_5=0.945156
INFO:root:Epoch[128] Batch [1250]	Speed: 471.75 samples/sec	Train-accuracy=0.796875
INFO:root:Epoch[128] Batch [1250]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.947344
INFO:root:Epoch[128] Batch [1300]	Speed: 471.96 samples/sec	Train-accuracy=0.799805
INFO:root:Epoch[128] Batch [1300]	Speed: 471.96 samples/sec	Train-top_k_accuracy_5=0.948477
INFO:root:Epoch[128] Batch [1350]	Speed: 471.78 samples/sec	Train-accuracy=0.798008
INFO:root:Epoch[128] Batch [1350]	Speed: 471.78 samples/sec	Train-top_k_accuracy_5=0.947422
INFO:root:Epoch[128] Batch [1400]	Speed: 471.09 samples/sec	Train-accuracy=0.801914
INFO:root:Epoch[128] Batch [1400]	Speed: 471.09 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[128] Batch [1450]	Speed: 471.06 samples/sec	Train-accuracy=0.804453
INFO:root:Epoch[128] Batch [1450]	Speed: 471.06 samples/sec	Train-top_k_accuracy_5=0.948008
INFO:root:Epoch[128] Batch [1500]	Speed: 472.03 samples/sec	Train-accuracy=0.798516
INFO:root:Epoch[128] Batch [1500]	Speed: 472.03 samples/sec	Train-top_k_accuracy_5=0.946094
INFO:root:Epoch[128] Batch [1550]	Speed: 471.46 samples/sec	Train-accuracy=0.799219
INFO:root:Epoch[128] Batch [1550]	Speed: 471.46 samples/sec	Train-top_k_accuracy_5=0.946719
INFO:root:Epoch[128] Batch [1600]	Speed: 471.16 samples/sec	Train-accuracy=0.802070
INFO:root:Epoch[128] Batch [1600]	Speed: 471.16 samples/sec	Train-top_k_accuracy_5=0.947891
INFO:root:Epoch[128] Batch [1650]	Speed: 473.23 samples/sec	Train-accuracy=0.799805
INFO:root:Epoch[128] Batch [1650]	Speed: 473.23 samples/sec	Train-top_k_accuracy_5=0.947930
INFO:root:Epoch[128] Batch [1700]	Speed: 471.25 samples/sec	Train-accuracy=0.801992
INFO:root:Epoch[128] Batch [1700]	Speed: 471.25 samples/sec	Train-top_k_accuracy_5=0.947773
INFO:root:Epoch[128] Batch [1750]	Speed: 471.86 samples/sec	Train-accuracy=0.801836
INFO:root:Epoch[128] Batch [1750]	Speed: 471.86 samples/sec	Train-top_k_accuracy_5=0.947969
INFO:root:Epoch[128] Batch [1800]	Speed: 472.60 samples/sec	Train-accuracy=0.800078
INFO:root:Epoch[128] Batch [1800]	Speed: 472.60 samples/sec	Train-top_k_accuracy_5=0.947109
INFO:root:Epoch[128] Batch [1850]	Speed: 472.44 samples/sec	Train-accuracy=0.802109
INFO:root:Epoch[128] Batch [1850]	Speed: 472.44 samples/sec	Train-top_k_accuracy_5=0.945078
INFO:root:Epoch[128] Batch [1900]	Speed: 472.71 samples/sec	Train-accuracy=0.797773
INFO:root:Epoch[128] Batch [1900]	Speed: 472.71 samples/sec	Train-top_k_accuracy_5=0.946367
INFO:root:Epoch[128] Batch [1950]	Speed: 471.64 samples/sec	Train-accuracy=0.801016
INFO:root:Epoch[128] Batch [1950]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.946641
INFO:root:Epoch[128] Batch [2000]	Speed: 471.63 samples/sec	Train-accuracy=0.801406
INFO:root:Epoch[128] Batch [2000]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.945820
INFO:root:Epoch[128] Batch [2050]	Speed: 473.13 samples/sec	Train-accuracy=0.796328
INFO:root:Epoch[128] Batch [2050]	Speed: 473.13 samples/sec	Train-top_k_accuracy_5=0.946602
INFO:root:Epoch[128] Batch [2100]	Speed: 471.63 samples/sec	Train-accuracy=0.800273
INFO:root:Epoch[128] Batch [2100]	Speed: 471.63 samples/sec	Train-top_k_accuracy_5=0.946758
INFO:root:Epoch[128] Batch [2150]	Speed: 471.77 samples/sec	Train-accuracy=0.798242
INFO:root:Epoch[128] Batch [2150]	Speed: 471.77 samples/sec	Train-top_k_accuracy_5=0.945937
INFO:root:Epoch[128] Batch [2200]	Speed: 471.64 samples/sec	Train-accuracy=0.805625
INFO:root:Epoch[128] Batch [2200]	Speed: 471.64 samples/sec	Train-top_k_accuracy_5=0.948047
INFO:root:Epoch[128] Batch [2250]	Speed: 471.75 samples/sec	Train-accuracy=0.803164
INFO:root:Epoch[128] Batch [2250]	Speed: 471.75 samples/sec	Train-top_k_accuracy_5=0.947539
INFO:root:Epoch[128] Batch [2300]	Speed: 471.84 samples/sec	Train-accuracy=0.801680
INFO:root:Epoch[128] Batch [2300]	Speed: 471.84 samples/sec	Train-top_k_accuracy_5=0.947266
INFO:root:Epoch[128] Batch [2350]	Speed: 470.48 samples/sec	Train-accuracy=0.802109
INFO:root:Epoch[128] Batch [2350]	Speed: 470.48 samples/sec	Train-top_k_accuracy_5=0.948008
INFO:root:Epoch[128] Batch [2400]	Speed: 471.36 samples/sec	Train-accuracy=0.802461
INFO:root:Epoch[128] Batch [2400]	Speed: 471.36 samples/sec	Train-top_k_accuracy_5=0.947344
INFO:root:Epoch[128] Batch [2450]	Speed: 470.92 samples/sec	Train-accuracy=0.807227
INFO:root:Epoch[128] Batch [2450]	Speed: 470.92 samples/sec	Train-top_k_accuracy_5=0.948281
INFO:root:Epoch[128] Batch [2500]	Speed: 471.25 samples/sec	Train-accuracy=0.801055
INFO:root:Epoch[128] Batch [2500]	Speed: 471.25 samples/sec	Train-top_k_accuracy_5=0.946914
INFO:root:Epoch[128] Resetting Data Iterator
INFO:root:Epoch[128] Time cost=2716.011
INFO:root:Saved checkpoint to "model/resnet-imagenet-34-0129.params"
INFO:root:Epoch[128] Validation-accuracy=0.727898
INFO:root:Epoch[128] Validation-top_k_accuracy_5=0.911950