INFO:root:Namespace(batch_norm=True, batch_size=32, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.01, lr_decay=0.1, lr_decay_epoch='50,80', lr_decay_period=0, lr_mode='step', mode='hybrid', model='vgg16_bn', momentum=0.9, num_epochs=100, num_gpus=8, num_workers=64, rec_train='/media/ramdisk/rec/train.rec', rec_train_idx='/media/ramdisk/rec/train.idx', rec_val='/media/ramdisk/rec/val.rec', rec_val_idx='/media/ramdisk/rec/val.idx', save_dir='params_vgg16_bn', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=0, warmup_lr=0.0, wd=0.0001) [04:02:57] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding.. [04:03:01] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding.. [04:03:25] src/kvstore/././comm.h:690: only 32 out of 56 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off [04:03:25] src/kvstore/././comm.h:699: .vvvv... [04:03:25] src/kvstore/././comm.h:699: v.vv.v.. [04:03:25] src/kvstore/././comm.h:699: vv.v..v. [04:03:25] src/kvstore/././comm.h:699: vvv....v [04:03:25] src/kvstore/././comm.h:699: v....vvv [04:03:25] src/kvstore/././comm.h:699: .v..v.vv [04:03:25] src/kvstore/././comm.h:699: ..v.vv.v [04:03:25] src/kvstore/././comm.h:699: ...vvvv. [04:03:26] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:107: Running performance tests to find the best convolution algorithm, this can take a while... 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