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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2017/12/12 22:15:25 UTC
[GitHub] piiswrong closed pull request #7363: Add tensorboard configure into ./common/fit.py and ./train_mnist.py
piiswrong closed pull request #7363: Add tensorboard configure into ./common/fit.py and ./train_mnist.py
URL: https://github.com/apache/incubator-mxnet/pull/7363
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diff --git a/example/image-classification/common/fit.py b/example/image-classification/common/fit.py
index 69baed1ef4..7ced2838bd 100755
--- a/example/image-classification/common/fit.py
+++ b/example/image-classification/common/fit.py
@@ -172,6 +172,9 @@ def fit(args, network, data_loader, **kwargs):
cbs = kwargs['batch_end_callback']
batch_end_callbacks += cbs if isinstance(cbs, list) else [cbs]
+ # tensorboard logs
+ eval_end_callbacks = kwargs['eval_end_callback']
+
# run
model.fit(train,
begin_epoch = args.load_epoch if args.load_epoch else 0,
@@ -185,6 +188,8 @@ def fit(args, network, data_loader, **kwargs):
arg_params = arg_params,
aux_params = aux_params,
batch_end_callback = batch_end_callbacks,
+ eval_end_callback = eval_end_callbacks,
epoch_end_callback = checkpoint,
allow_missing = True,
monitor = monitor)
+
diff --git a/example/image-classification/run_train_scripts.sh b/example/image-classification/run_train_scripts.sh
new file mode 100755
index 0000000000..dc5e85eb41
--- /dev/null
+++ b/example/image-classification/run_train_scripts.sh
@@ -0,0 +1,27 @@
+#!/bin/bash
+
+
+#printf "[inception-resnet-v2]\n"
+#python train_ccs-train.py \
+#--network inception-resnet-v2 \
+#--num-layers 50 \
+#--model-prefix ./models/inception-resnet-v2-50-standford-512-lr-0.01
+
+#printf "[resnext]\n"
+#python train_ccs-train.py \
+#--network resnext \
+#--num-layers 50 \
+#--model-prefix ./models/resnext-50-standford-512-lr-0.01
+
+#printf "[resnet-50]\n"
+#python train_ccs-train.py \
+#--network resnet \
+#--num-layers 50 \
+#--model-prefix ./models/resnet-50-standford-512-lr-0.01
+
+printf "[resnet-34]\n"
+python train_ccs-train.py \
+--network resnet \
+--num-layers 34 \
+--model-prefix ./models/resnet-34-standford-512-lr-0.01
+
diff --git a/example/image-classification/train_ccs-train.py b/example/image-classification/train_ccs-train.py
new file mode 100644
index 0000000000..433a722cb2
--- /dev/null
+++ b/example/image-classification/train_ccs-train.py
@@ -0,0 +1,57 @@
+import os
+import argparse
+import logging
+logging.basicConfig(level=logging.DEBUG)
+from common import find_mxnet, data, fit
+from common.util import download_file
+import mxnet as mx
+
+def download_cifar10():
+ fnames = range(2)
+ fnames[1] = "/home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_val.rec"
+ fnames[0] = "/home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_train.rec"
+ return fnames
+
+if __name__ == '__main__':
+ # download data
+ (train_fname, val_fname) = download_cifar10()
+
+ # parse args
+ parser = argparse.ArgumentParser(description="train cifar10",
+ formatter_class=argparse.ArgumentDefaultsHelpFormatter)
+ fit.add_fit_args(parser)
+ data.add_data_args(parser)
+ data.add_data_aug_args(parser)
+ data.set_data_aug_level(parser, 2)
+ parser.set_defaults(
+ # network
+ network = 'inception-resnet-v2',#'resnet',
+ num_layers = 50,#50,
+ # data
+ data_train = train_fname,
+ data_val = val_fname,
+ num_classes = 120,
+ # train_add
+ num_examples = 50000,
+ #num_examples = 1406,#train:1406.95 all:1481
+ image_shape = '3,512,512',
+ pad_size = 4,
+ # train
+ batch_size = 30,
+ num_epochs = 300,
+ batch_end_call_back = 800,
+ #default lr:0.05
+ lr = .01,
+ lr_step_epochs = '200,250',
+ gpus = '1,2',
+ top_k = 5,
+ )
+ args = parser.parse_args()
+
+ # load network
+ from importlib import import_module
+ net = import_module('symbols.'+args.network)
+ sym = net.get_symbol(**vars(args))
+
+ # train
+ fit.fit(args, sym, data.get_rec_iter)
diff --git a/example/image-classification/train_mnist.py b/example/image-classification/train_mnist.py
index 31ecbfb463..299d5c0422 100644
--- a/example/image-classification/train_mnist.py
+++ b/example/image-classification/train_mnist.py
@@ -75,5 +75,19 @@ def get_mnist_iter(args, kv):
net = import_module('symbols.'+args.network)
sym = net.get_symbol(**vars(args))
+ # tensorboard logs
+ train_log = 'logs/mnist/train'
+ eval_log = 'logs/mnist/eval'
+ batch_end_callbacks = []
+ eval_end_callbacks = []
+ try:
+ import tensorboard
+ batch_end_callbacks.append(mx.contrib.tensorboard.LogMetricsCallback(train_log))
+ eval_end_callbacks.append(mx.contrib.tensorboard.LogMetricsCallback(eval_log))
+ except:
+ print("warning: can't generate event files of tensorboard. You can install tensorboard using 'pip install tensorboard'.")
+
# train
- fit.fit(args, sym, get_mnist_iter)
+ fit.fit(args, sym, get_mnist_iter,\
+ batch_end_callback = batch_end_callbacks,\
+ eval_end_callback = eval_end_callbacks)
diff --git a/tools/synset-generator/README.md b/tools/synset-generator/README.md
new file mode 100644
index 0000000000..1a6ff5a3ba
--- /dev/null
+++ b/tools/synset-generator/README.md
@@ -0,0 +1,27 @@
+# synset-generator
+
+This folder contains a script to generate synset file according to `lst` file. `lst` file is generated by `im2rec.py` and it contains image data path (third column) and image data label (second column).
+
+## Usage
+
+Here, prepared a `mx-demo_train.lst` file. We'll show the usage of this generator:
+
+```shell
+$ python mx-lst-analysis.py mx-demo_train.lst
+```
+
+## Result
+
+You'll find a new synset file generated, which has contains below (only show top-10 lines):
+```
+0 affenpinscher
+1 afghan_hound
+2 african_hunting_dog
+3 airedale
+4 american_staffordshire_terrier
+5 appenzeller
+6 australian_terrier
+7 basenji
+8 basset
+9 beagle
+```
diff --git a/tools/synset-generator/mx-lst-analysis.py b/tools/synset-generator/mx-lst-analysis.py
new file mode 100644
index 0000000000..3a424bbe92
--- /dev/null
+++ b/tools/synset-generator/mx-lst-analysis.py
@@ -0,0 +1,66 @@
+#!/bin/bash
+
+'''
+Generate synset file according to lst file, which is generated by `im2rec.py`.
+'''
+
+def init():
+ global lst_dir
+ import sys
+
+ try:
+ lst_dir = sys.argv[1]
+ except IndexError:
+ print("IndexError: please input lst file dir")
+ print("".join(["Usage: python ", sys.argv[0], " YOUR_LIST_FILE_DIRECTORY"]))
+ exit(-1)
+
+ global label_id_pattern
+ global label_name_pattern
+
+ label_id_pattern = ".*\t(.*).000000\t.*"
+ label_name_pattern = ".*\t(.*)/.*"
+
+def run():
+ global label_dict
+
+ line_idx = 0
+ label_dict = dict()
+
+ with open(lst_dir, "r") as lst_handle:
+ line = lst_handle.readline()
+ while line:
+ line_idx += 1
+ from re import findall
+ label_id_res = findall(label_id_pattern, line)
+ label_name_res = findall(label_name_pattern, line)
+ if len(label_id_res) > 0 and len(label_name_res) > 0:
+ print("id:{}\t\tname:{}".format(label_id_res[0], label_name_res[0]))
+ label_dict[label_id_res[0]] = label_name_res[0]
+
+ line = lst_handle.readline()
+
+
+ label_dict = sorted(label_dict.iteritems(), key=lambda term: int(term[0]))
+
+ for k in label_dict: print(k)
+
+def gen_synset(synset_dir="synset.txt"):
+ import time
+ date = time.strftime('%Y-%m-%d',time.localtime(time.time()))
+ synset_dir = "-".join([date, synset_dir])
+
+ with open(synset_dir, 'w') as synset_handle:
+
+ for kv in label_dict:
+ line = "\t".join([kv[0], kv[1], "\n"])
+ synset_handle.write(line)
+
+
+
+if __name__ == "__main__":
+ init()
+ run()
+ gen_synset()
+
+
diff --git a/tools/train-log-analyser/README.md b/tools/train-log-analyser/README.md
new file mode 100644
index 0000000000..2ddf631c82
--- /dev/null
+++ b/tools/train-log-analyser/README.md
@@ -0,0 +1,38 @@
+# train-log-analyser
+
+This is a tool for analyse MXNet train logs. More concretely, the training logs generated by MXNet is batch by batch, difficult to read some summarized information for users, especially for an huge train process with huge amount data or very deep network or with too small `disp_batches` parameter. Thus, summarized train log is convenient and important. This script `train-log-analyser` provide summarized function for your huge logs and generates a `csv` format summary.
+
+## Usage
+
+Assume a file named `train-log-demo.log`, we can summarized it using following command:
+
+```
+$ python train-log-analyser.py train-log-demo.log > train-log-summary.csv
+```
+
+`>` represents output redirection in Linux shell, which can write the output of the program to the specified file. After execution of command above, program `python train-log-analyser.py train-log-demoe.log` output result will write to `train-log-summary.csv` file.
+
+
+## Execution Result
+
+We can have a look for `train-log-summary.csv` file:
+
+```
+epoch batchNum ave-batch-acc max-batch-acc min-batch-acc ave-batch-topk-acc max-batch-topk-acc min-batch-topk-acc train-acc train-topk-acc val-acc val-topk-acc train-speed(img/sec) max-speed min-speed consume-time(s
+ec) checkpoint
+1 4880 0.00983606557377 0.062500 0.000000 0.049534057377 0.150000 0.000000 0.000000 0.071429 0.010659 0.044574 6.21864754098 6.25 6.15 3144.739 ./models/resnext-50-standford-512-lr-0
+.01-0001.params
+2 4880 0.0110143442623 0.075000 0.000000 0.051883295082 0.137500 0.000000 0.000000 0.000000 0.011673 0.047665 6.23327868852 6.24 6.22 3136.301 ./models/resnext-50-standford-512-lr-0.01-0002
+.params
+3 4880 0.0123438729508 0.062500 0.000000 0.0550668442623 0.137500 0.000000 0.000000 0.107143 0.022374 0.064202 6.2368852459 6.25 6.23 3134.694 ./models/resnext-50-standford-512-lr-0.01-0003
+.params
+4 4880 0.0121413934426 0.050000 0.000000 0.059165204918 0.137500 0.000000 0.000000 0.041667 0.023346 0.074903 6.23713114754 6.25 6.23 3133.809 ./models/resnext-50-standford-512-lr-0.01-0004.params
+5 4880 0.0155713319672 0.062500 0.000000 0.0690964098361 0.137500 0.000000 0.000000 0.035714 0.032946 0.098837 6.22549180328 6.25 6.18 3140.826 ./models/resnext-50-standford-512-lr-0.01-0005.params
+6 4880 0.0185963114754 0.075000 0.000000 0.0829259385246 0.212500 0.012500 0.071429 0.107143 0.028210 0.112840 6.2006557377 6.22 6.18 3152.902 ./models/resnext-50-standford-512-lr-0.01-0006.params
+7 4880 0.0272980081967 0.087500 0.000000 0.113197696721 0.237500 0.012500 0.000000 0.142857 0.045720 0.167315 6.20237704918 6.22 6.18 3152.132 ./models/resnext-50-standford-512-lr-0.01-0007.params
+8 4880 0.0354483811475 0.087500 0.000000 0.141471508197 0.262500 0.037500 0.000000 0.166667 0.057393 0.179961 6.20348360656 6.22 6.19 3150.797 ./models/resnext-50-standford-512-lr-0.01-0008.params
+9 4880 0.0399004672131 0.125000 0.000000 0.161960868852 0.262500 0.037500 0.000000 0.035714 0.059109 0.187984 6.20221311475 6.22 6.19 3152.504 ./models/resnext-50-standford-512-lr-0.01-0009.params
+10 4880 0.045074647541 0.125000 0.000000 0.181215848361 0.300000 0.075000 0.000000 0.107143 0.067121 0.232490 6.20008196721 6.22 5.21 3153.609 ./models/resnext-50-standford-512-lr-0.01-0010.params
+```
+
+
diff --git a/tools/train-log-analyser/train-log-analyser.py b/tools/train-log-analyser/train-log-analyser.py
new file mode 100644
index 0000000000..fd74006dee
--- /dev/null
+++ b/tools/train-log-analyser/train-log-analyser.py
@@ -0,0 +1,248 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+#!/bin/python
+# -*- coding: utf-8 -*-
+
+'''
+generate a summary of train log, including terms as below:
+1. [2 terms] epoch-index, batch-num(at least)
+2. [3 terms] ave-batch-train-acc(accuracy), max-batch-trian-acc, min-batch-train-acc,
+3. [3 terms] ave-batch-train-topk-acc, max-batch-train-topk-acc, min-batch-train-topk-acc,
+4. [2 terms] val-acc, val-topk-acc,
+5. [3 terms] train-speed(image/second), max-speed, min-speed,
+6. [2 terms] consume-time(seconds for current epoch), checkpoint name.
+'''
+
+# generate header first
+header_list = ["epoch", "batchNum",
+ "ave-batch-acc", "max-batch-acc", "min-batch-acc",
+ "ave-batch-topk-acc", "max-batch-topk-acc", "min-batch-topk-acc",
+ "train-acc", "train-topk-acc",
+ "val-acc", "val-topk-acc",
+ "train-speed(img/sec)", "max-speed", "min-speed",
+ "consume-time(sec)", "checkpoint"]
+header = "\t".join(header_list)
+
+debug = False#True
+
+def init():
+ """
+ 1. define usage
+ 2. initialize parameters: define regular expressions for different terms.
+ """
+ global log_dir
+ import sys
+
+ try:
+ log_dir = sys.argv[1]
+ except IndexError:
+ print("IndexError: please input log dir")
+ print("".join(["Usage: python ", sys.argv[0], " YOUR_MXNET_LOG_DIRECTORY"]))
+ exit(-1)
+
+ global valid_line_pattern_list
+ valid_line_pattern_list = ["Epoch", "Saved"]
+
+ global epoch_pattern
+ global batch_pattern
+ global speed_pattern
+ global consume_time_pattern
+ global train_acc_pattern
+ global train_topk_acc_pattern
+ global val_acc_pattern
+ global val_topk_acc_pattern
+ global checkpoint_pattern
+
+ epoch_pattern = ".*Epoch\[(.*?)\].*"
+ batch_pattern = ".*Batch.*\[(.*?)\].*Speed:.*"
+ speed_pattern = ".*Speed: (.*?) samples/sec.*"
+ consume_time_pattern = ".*Time cost=(.*).*"
+ train_acc_pattern = ".*Train-accuracy=(.*).*"
+ train_topk_acc_pattern = ".*Train-top_k_accuracy_.*=(.*).*"
+ val_acc_pattern = ".*] Validation-accuracy=(.*).*"
+ val_topk_acc_pattern = ".*Validation-top_k_accuracy_.*=(.*).*"
+ checkpoint_pattern = '.*Saved checkpoint to "(.*)".*'
+
+def run():
+ """
+ 1. read train log according to usage;
+ 2. match terms line by line according to regular expressions.
+ """
+ speed_list = []
+ batch_list = []
+ batch_train_acc_list = []
+ batch_train_topk_acc_list = []
+ train_topk_acc = "---"
+ val_topk_acc = "---"
+ line_idx = 0
+
+ print(header)
+
+ from re import findall
+ with open(log_dir, "r") as log_handle:
+ line = log_handle.readline()
+ while line:
+ line_idx += 1
+ if debug:
+ if line_idx == 105: exit(-1)
+ # check valid line
+ valid_flag_list = filter(lambda ptn: ptn in line, valid_line_pattern_list)
+ if debug: print "valid_flag_list:", valid_flag_list
+ if len(valid_flag_list) < 1:
+ if debug: print("invalid line")
+ line = log_handle.readline()
+ continue
+
+ if debug: print "line " + str(line_idx) + "\t" + line
+ train_acc_res = findall(train_acc_pattern, line)
+ train_topk_acc_res = findall(train_topk_acc_pattern, line)
+ val_acc_res = findall(val_acc_pattern, line)
+ val_topk_acc_res = findall(val_topk_acc_pattern, line)
+
+ epoch_res = findall(epoch_pattern, line)
+ batch_res = findall(batch_pattern, line)
+ speed_res = findall(speed_pattern, line)
+
+ consume_time_res = findall(consume_time_pattern, line)
+ checkpoint_res = findall(checkpoint_pattern, line)
+ # consume time
+ if len(consume_time_res) > 0:
+ consume_time = consume_time_res[0]
+ # checkpoint
+ if len(checkpoint_res) > 0:
+ checkpoint = checkpoint_res[0]
+ # epoch
+ if len(epoch_res) > 0: epoch = str(int(epoch_res[0]) + 1)
+ # batch
+ if len(batch_res) > 0:
+ batch = batch_res[0]
+ batch_list.append(batch)
+ # speed
+ if len(speed_res) > 0:
+ speed = speed_res[0]
+ speed_list.append(speed)
+
+ # batch-train-acc
+ if len(epoch_res) > 0 and len(train_acc_res) > 0 and len(batch_res) > 0:
+ batch_train_acc = train_acc_res[0]
+ batch_train_acc_list.append(batch_train_acc)
+ # batch-train-topk-acc
+ if len(epoch_res) > 0 and len(train_topk_acc_res) > 0 and len(batch_res) > 0:
+ batch_train_topk_acc = train_topk_acc_res[0]
+ batch_train_topk_acc_list.append(batch_train_topk_acc)
+
+ # train-acc
+ if len(epoch_res) > 0 and len(train_acc_res) > 0 and len(batch_res) < 1:
+ train_acc = train_acc_res[0]
+ # train-topk-acc
+ if len(epoch_res) > 0 and len(train_topk_acc_res) > 0 and len(batch_res) < 1:
+ train_topk_acc = train_topk_acc_res[0]
+ # val-acc
+ if len(epoch_res) > 0 and len(val_acc_res) > 0 and len(batch_res) < 1:
+ val_acc = val_acc_res[0]
+ # val-topk-acc
+ if len(epoch_res) > 0 and len(val_topk_acc_res) > 0:
+ val_topk_acc = val_topk_acc_res[0]
+
+ # Saved line (checkpoint line)
+ if len(batch_train_topk_acc_list) > 0:
+ epoch_end_pattern = "Validation-top_k_accuracy"
+ else:
+ epoch_end_pattern = "Validation-accuracy"
+
+ if epoch_end_pattern in line:
+ # summarize
+ if len(speed_list) != 0:
+ max_speed = max(speed_list)
+ min_speed = min(speed_list)
+ ave_speed = sum(map(float, speed_list))/float(len(speed_list))
+ else:
+ max_speed = "---"
+ min_speed = "---"
+ ave_speed = "---"
+
+ if len(batch_train_acc_list) != 0:
+ max_batch_train_acc = max(batch_train_acc_list)
+ min_batch_train_acc = min(batch_train_acc_list)
+ ave_batch_train_acc = sum(map(float, batch_train_acc_list))/float(len(batch_train_acc_list))
+ else:
+ max_batch_train_acc = "---"
+ min_batch_train_acc = "---"
+ ave_batch_train_acc = "---"
+
+ if len(batch_train_topk_acc_list) < 1:
+ max_batch_train_topk_acc = "---"
+ min_batch_train_topk_acc = "---"
+ ave_batch_train_topk_acc = "---"
+ else:
+ max_batch_train_topk_acc = max(batch_train_topk_acc_list)
+ min_batch_train_topk_acc = min(batch_train_topk_acc_list)
+ ave_batch_train_topk_acc = sum(map(float, batch_train_topk_acc_list)) / float(len(batch_train_topk_acc_list))
+ if debug: print(val_topk_acc_res, line)
+ print("{epoch}\t{batch}\t{ave_batch_train_acc}\t{max_batch_train_acc}\t{min_batch_train_acc}\t{ave_batch_train_topk_acc}\t{max_batch_train_topk_acc}\t{min_batch_train_topk_acc}\t{train_acc}\t{train_topk_acc}\t{val_acc}\t{val_topk_acc}\t{ave_speed}\t{max_speed}\t{min_speed}\t{consume_time}\t{checkpoint}".\
+ format(epoch=epoch,\
+ batch=batch,\
+ ave_batch_train_acc=ave_batch_train_acc,\
+ max_batch_train_acc=max_batch_train_acc,\
+ min_batch_train_acc=min_batch_train_acc,\
+ ave_batch_train_topk_acc=ave_batch_train_topk_acc,\
+ max_batch_train_topk_acc=max_batch_train_topk_acc,\
+ min_batch_train_topk_acc=min_batch_train_topk_acc,\
+ train_acc=train_acc,\
+ train_topk_acc=train_topk_acc,\
+ val_acc=val_acc,\
+ val_topk_acc=val_topk_acc,\
+ ave_speed=ave_speed,\
+ max_speed=max_speed,\
+ min_speed=min_speed,\
+ consume_time=consume_time,\
+ checkpoint=checkpoint)\
+ )
+ """
+ print "batch:", batch,
+
+ print "ave_batch_train_acc", ave_batch_train_acc,
+ print "max_batch_train-acc", max_batch_train_acc,
+ print "min_batch_train_acc", min_batch_train_acc,
+
+ print "ave-batch-train-topk_acc", ave_batch_train_topk_acc,
+ print "max_batch_train_topk_acc", max_batch_train_topk_acc,
+ print "min_batch_train_topk_acc", min_batch_train_topk_acc,
+
+ print "train-acc", train_acc,
+ print "train-topk-acc:", train_topk_acc,
+ print "val-acc", val_acc,
+ print "val-topk-acc", val_topk_acc,
+
+ print "ave_speed:", ave_speed,
+ print "max_speed:", max_speed,
+ print "min_speed:", min_speed,
+
+ print "consume_time:", consume_time,
+ print "checkpoint:", checkpoint
+ """
+ batch_train_acc_list = []
+ batch_train_topk_acc_list = []
+ speed_list = []
+ batch_list = []
+ line = log_handle.readline()
+
+
+if __name__ == "__main__":
+ init()
+ run()
diff --git a/tools/train-log-analyser/train-log-demo.log b/tools/train-log-analyser/train-log-demo.log
new file mode 100644
index 0000000000..acf076beb2
--- /dev/null
+++ b/tools/train-log-analyser/train-log-demo.log
@@ -0,0 +1,14178 @@
+[resnext]
+INFO:root:start with arguments Namespace(batch_end_call_back=800, batch_size=4, benchmark=0, data_nthreads=4, data_train='/home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_train.rec', data_val='/home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_val.rec', disp_batches=20, dtype='float32', gpus='0,1', image_shape='3,512,512', kv_store='device', load_epoch=None, lr=0.01, lr_factor=0.1, lr_step_epochs='200,250', max_random_aspect_ratio=0, max_random_h=36, max_random_l=50, max_random_rotate_angle=0, max_random_s=50, max_random_scale=1, max_random_shear_ratio=0, min_random_scale=1, model_prefix='./models/resnext-50-standford-512-lr-0.01', mom=0.9, monitor=0, network='resnext', num_classes=120, num_epochs=300, num_examples=50000, num_layers=50, optimizer='sgd', pad_size=4, random_crop=1, random_mirror=1, rgb_mean='123.68,116.779,103.939', test_io=0, top_k=5, wd=0.0001)
+[11:53:43] src/io/iter_image_recordio.cc:220: ImageRecordIOParser: /home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_train.rec, use 4 threads for decoding..
+[11:53:44] src/io/iter_image_recordio.cc:220: ImageRecordIOParser: /home/yuanshuai/data/code/kaggle-dog-breed-identification/pretrained-based-on-standford-dog-dataset/standford-512-qua-99-ratio-0.95_val.rec, use 4 threads for decoding..
+[11:53:53] src/operator/./cudnn_convolution-inl.h:55: Running performance tests to find the best convolution algorithm, this can take a while... (setting env variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
+[11:54:00] src/kvstore/././comm.h:304: only 0 out of 2 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off
+[11:54:00] src/kvstore/././comm.h:313: ..
+[11:54:00] src/kvstore/././comm.h:313: ..
+INFO:root:Epoch[0] Batch [20] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [20] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.023810
+INFO:root:Epoch[0] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [120] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [180] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [320] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [340] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [560] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [680] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [700] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [720] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [760] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [780] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [800] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [820] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [860] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [880] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [920] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [920] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [940] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [960] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[0] Batch [1000] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1000] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1020] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1040] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1060] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1060] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1080] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1080] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1100] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1100] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1120] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1220] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [1240] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [1280] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [1280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1300] Speed: 6.16 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1300] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1320] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1320] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1460] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1560] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1580] Speed: 6.17 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1580] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1780] Speed: 6.17 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1780] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1800] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1820] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1840] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1880] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1880] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [1920] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [1980] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [1980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2000] Speed: 6.15 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2000] Speed: 6.15 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2020] Speed: 6.18 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2020] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [2120] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2180] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2200] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2200] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[0] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2280] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2280] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2300] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2340] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2380] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2400] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2420] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2440] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2460] Speed: 6.18 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2460] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2480] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [2480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[0] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2560] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2600] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2620] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2680] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [2680] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[0] Batch [2740] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2760] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [2780] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2800] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [2800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [2820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [2860] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2880] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [2900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2920] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [2940] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [2940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[0] Batch [2960] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [2980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [2980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3000] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [3020] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3040] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3040] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [3060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [3080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3100] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [3120] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3140] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[0] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3300] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[0] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[0] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3400] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3500] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3500] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [3520] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3540] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3560] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3580] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3580] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3600] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3620] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3660] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3680] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [3700] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [3740] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3760] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3780] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3800] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [3820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3860] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [3860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [3900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [3920] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [3940] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [3940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [3960] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [3960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[0] Batch [3980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [3980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4000] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4000] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [4020] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [4040] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4040] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [4060] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4080] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4080] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4100] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [4120] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [4160] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [4180] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [4200] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4200] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [4220] Speed: 6.24 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[0] Batch [4220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[0] Batch [4240] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [4260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [4280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[0] Batch [4300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [4320] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [4320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [4340] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [4360] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [4380] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [4400] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[0] Batch [4420] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [4420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[0] Batch [4440] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [4460] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [4480] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4480] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[0] Batch [4520] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4540] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [4540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[0] Batch [4560] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4580] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4580] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [4600] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4620] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[0] Batch [4640] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4660] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4680] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[0] Batch [4680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [4700] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [4700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [4720] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[0] Batch [4720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [4740] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[0] Batch [4740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[0] Batch [4760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[0] Batch [4780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4800] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4840] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4860] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[0] Batch [4860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[0] Batch [4880] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[0] Batch [4880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[0] Train-accuracy=0.000000
+INFO:root:Epoch[0] Train-top_k_accuracy_5=0.071429
+INFO:root:Epoch[0] Time cost=3144.739
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0001.params"
+INFO:root:Epoch[0] Validation-accuracy=0.010659
+INFO:root:Epoch[0] Validation-top_k_accuracy_5=0.044574
+INFO:root:Epoch[1] Batch [20] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [20] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.059524
+INFO:root:Epoch[1] Batch [40] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [40] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [60] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [60] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [80] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [80] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [100] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [120] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [140] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [160] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [180] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [200] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [220] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [240] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [260] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[1] Batch [260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [300] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [360] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [380] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [400] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [420] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [440] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [480] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [500] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [520] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [540] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [560] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [620] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [640] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [660] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [700] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [720] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [760] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [780] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [800] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [840] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [860] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [880] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [920] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [940] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [960] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [980] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [1000] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1020] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [1040] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1060] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1100] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1120] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1160] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1180] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1200] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [1220] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [1240] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [1280] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [1300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[1] Batch [1320] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1340] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1360] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [1380] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1400] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [1420] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1440] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1460] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1480] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1500] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [1520] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1540] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [1540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1560] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1580] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1580] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1600] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1620] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [1640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1660] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1680] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [1700] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[1] Batch [1740] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [1780] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1800] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [1840] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [1840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [1880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [1900] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [1900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [1920] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [1940] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [1960] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [1960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [1980] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [1980] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2000] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [2020] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2040] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2080] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2080] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2100] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2120] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [2140] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [2160] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [2160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2180] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2200] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2220] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2240] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [2260] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2280] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [2320] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2340] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2360] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2380] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2400] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2420] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [2440] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2460] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2500] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2520] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2540] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [2580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2600] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [2600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[1] Batch [2620] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2660] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2680] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [2700] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [2740] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2760] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2780] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [2800] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [2820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [2840] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [2860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2880] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2900] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [2900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [2920] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [2920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [2940] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [2940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[1] Batch [2960] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [2980] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [2980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3000] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3000] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3020] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3040] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3040] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3060] Speed: 6.23 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[1] Batch [3060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[1] Batch [3080] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3100] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3120] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [3160] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3180] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3200] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [3220] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3260] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3280] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3320] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [3340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3360] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[1] Batch [3360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [3380] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3400] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [3420] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3440] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3460] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [3480] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3520] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3540] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [3560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [3600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3620] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3640] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3660] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3700] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[1] Batch [3700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [3720] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [3740] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [3760] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3780] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3800] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [3840] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [3860] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [3880] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [3880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3900] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [3920] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [3940] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[1] Batch [3940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3960] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [3960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [3980] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [3980] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4000] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4020] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [4040] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [4080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [4100] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[1] Batch [4120] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4140] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4160] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4180] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4200] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4220] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4240] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [4280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4300] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[1] Batch [4320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4340] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [4360] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4380] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4400] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4420] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[1] Batch [4440] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[1] Batch [4460] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4480] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4520] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4540] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4560] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4580] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4600] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [4620] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[1] Batch [4640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[1] Batch [4660] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4680] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[1] Batch [4700] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4720] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[1] Batch [4740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[1] Batch [4740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4760] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4780] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4800] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4840] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[1] Batch [4860] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[1] Batch [4860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Batch [4880] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[1] Batch [4880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[1] Train-accuracy=0.000000
+INFO:root:Epoch[1] Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[1] Time cost=3136.301
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0002.params"
+INFO:root:Epoch[1] Validation-accuracy=0.011673
+INFO:root:Epoch[1] Validation-top_k_accuracy_5=0.047665
+INFO:root:Epoch[2] Batch [20] Speed: 6.23 samples/sec Train-accuracy=0.011905
+INFO:root:Epoch[2] Batch [20] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.023810
+INFO:root:Epoch[2] Batch [40] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [40] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [60] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [60] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [80] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [80] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [100] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [120] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [140] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [160] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [180] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [200] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [220] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [240] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [260] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [280] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [300] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [320] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [340] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [360] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [380] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [400] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [420] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [440] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [480] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [520] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [540] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [580] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [620] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [660] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [700] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [720] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [780] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [800] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[2] Batch [820] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [920] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [940] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [960] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1000] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1020] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1040] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1060] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1060] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [1080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1100] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [1120] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [1160] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1180] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1200] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1220] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1240] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1260] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1280] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [1280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[2] Batch [1300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1320] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1340] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [1360] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [1380] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1400] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1420] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1440] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1460] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1480] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1480] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1520] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1540] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [1580] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[2] Batch [1580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1600] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1620] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [1660] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [1700] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [1740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1760] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1780] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1800] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1820] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1840] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [1860] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [1880] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1900] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [1920] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [1940] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [1940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [1960] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [1960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [1980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [1980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2000] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2000] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [2020] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[2] Batch [2040] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2040] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [2060] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [2080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2100] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2120] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [2140] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2160] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2180] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [2200] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2220] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [2240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [2260] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2280] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2280] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2300] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2320] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2340] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2360] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2380] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2400] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[2] Batch [2420] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2440] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2480] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2500] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2520] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2540] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [2560] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2600] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [2620] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [2640] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [2660] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2680] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [2700] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [2720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [2720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [2740] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2760] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2780] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2800] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [2820] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2840] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2860] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2880] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2900] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [2920] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [2920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [2940] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [2940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [2960] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [2980] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [2980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3000] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[2] Batch [3020] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3040] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3060] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [3080] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3100] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3120] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [3160] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3180] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[2] Batch [3200] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3220] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3240] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3260] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3280] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [3300] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3320] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[2] Batch [3340] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3360] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3380] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [3400] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3420] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3440] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3440] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [3460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3480] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3520] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3540] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3560] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [3580] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [3600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3620] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [3640] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3660] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [3660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3680] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3700] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3700] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [3720] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [3740] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3760] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [3800] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[2] Batch [3820] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3840] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3860] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [3880] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[2] Batch [3900] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [3900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [3920] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [3940] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [3960] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [3960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [3980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [3980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4000] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [4000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [4020] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4040] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4060] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [4080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4100] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4120] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [4140] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[2] Batch [4160] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4180] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4200] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4220] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[2] Batch [4220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [4240] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4280] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [4300] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4340] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4360] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4360] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[2] Batch [4380] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4400] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4420] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [4440] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [4460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[2] Batch [4480] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4500] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4520] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4540] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[2] Batch [4560] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4580] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4600] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4620] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[2] Batch [4640] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[2] Batch [4660] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Batch [4680] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4700] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[2] Batch [4720] Speed: 6.24 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[2] Batch [4720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[2] Batch [4740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[2] Batch [4740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4760] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4780] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[2] Batch [4800] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[2] Batch [4820] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[2] Batch [4820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4860] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[2] Batch [4880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[2] Batch [4880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[2] Train-accuracy=0.000000
+INFO:root:Epoch[2] Train-top_k_accuracy_5=0.107143
+INFO:root:Epoch[2] Time cost=3134.694
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0003.params"
+INFO:root:Epoch[2] Validation-accuracy=0.022374
+INFO:root:Epoch[2] Validation-top_k_accuracy_5=0.064202
+INFO:root:Epoch[3] Batch [20] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [20] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.023810
+INFO:root:Epoch[3] Batch [40] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [40] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [60] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [60] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [80] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [80] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [100] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [120] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [140] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [160] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [160] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [180] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [200] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [220] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [260] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [300] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[3] Batch [360] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [380] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [400] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [420] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [440] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [460] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [480] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [500] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [520] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [540] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [560] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [600] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [620] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [640] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [660] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [680] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [680] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [700] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [720] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [740] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [800] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [820] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [880] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [900] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [920] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [940] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [960] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [1000] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1020] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [1040] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1080] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1100] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1120] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1140] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1160] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1180] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1200] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [1220] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1260] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [1280] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[3] Batch [1280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [1300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [1320] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [1340] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1360] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [1360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [1380] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1400] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[3] Batch [1400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1420] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [1420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [1440] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1460] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1480] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [1500] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1520] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1540] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1560] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [1580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1600] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1620] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1640] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [1660] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [1680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [1700] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1720] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [1740] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [1740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [1760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [1780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [1800] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1820] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [1860] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [1860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [1880] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1900] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [1920] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [1920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [1940] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1960] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [1960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [1980] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [1980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2000] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2000] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2020] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [2040] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [2060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [2080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2100] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2120] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [2140] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2160] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2180] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [2200] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2200] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2220] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2240] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [2260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2280] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2300] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2360] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2380] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2400] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [2420] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[3] Batch [2440] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [2460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2480] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2500] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2520] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2540] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2560] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [2580] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2600] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2620] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [2640] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [2660] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [2680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [2700] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [2720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [2740] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2760] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [2780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2800] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [2820] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [2840] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2860] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [2880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2900] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [2900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [2920] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [2920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [2940] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2940] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [2960] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [2960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [2980] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [2980] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3000] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3020] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3040] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3060] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3080] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3080] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3100] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3120] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3160] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3180] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3200] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3220] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3240] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3260] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3280] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[3] Batch [3300] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3320] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [3340] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3360] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[3] Batch [3380] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3400] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3420] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3440] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3460] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[3] Batch [3480] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3500] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3520] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3540] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3580] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[3] Batch [3600] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3620] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3640] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3660] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3680] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3700] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3740] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [3760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3780] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [3800] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[3] Batch [3800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[3] Batch [3820] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[3] Batch [3840] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3860] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [3880] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [3880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3900] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [3900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3920] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [3940] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [3960] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [3980] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [3980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [4000] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4020] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4040] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[3] Batch [4060] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4080] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4100] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4120] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [4120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [4160] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [4180] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[3] Batch [4200] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[3] Batch [4220] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4260] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [4280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [4300] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4340] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [4360] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4360] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4380] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4400] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4420] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [4440] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4460] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [4480] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4500] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [4520] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4540] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [4560] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [4580] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4600] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4620] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4640] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [4660] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[3] Batch [4680] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4700] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [4720] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[3] Batch [4720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [4740] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[3] Batch [4740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[3] Batch [4760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[3] Batch [4780] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [4800] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4800] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[3] Batch [4820] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[3] Batch [4840] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[3] Batch [4840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Batch [4860] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[3] Batch [4880] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[3] Batch [4880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[3] Train-accuracy=0.000000
+INFO:root:Epoch[3] Train-top_k_accuracy_5=0.041667
+INFO:root:Epoch[3] Time cost=3133.809
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0004.params"
+INFO:root:Epoch[3] Validation-accuracy=0.023346
+INFO:root:Epoch[3] Validation-top_k_accuracy_5=0.074903
+INFO:root:Epoch[4] Batch [20] Speed: 6.24 samples/sec Train-accuracy=0.011905
+INFO:root:Epoch[4] Batch [20] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.059524
+INFO:root:Epoch[4] Batch [40] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [40] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [60] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [60] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [80] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [80] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [100] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [120] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[4] Batch [140] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [160] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [180] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [200] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [220] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [240] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [260] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [280] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[4] Batch [300] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [320] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [360] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [380] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [400] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [420] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [420] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [440] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [460] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [480] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [500] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [520] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [540] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [560] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [580] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [620] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [640] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [660] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [680] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [680] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [700] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [720] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [800] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [820] Speed: 6.25 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [840] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [860] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [880] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [900] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [920] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [940] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.000000
+INFO:root:Epoch[4] Batch [960] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [980] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1000] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1020] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [1060] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1080] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1080] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1100] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1120] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1140] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1160] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [1160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1180] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [1200] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1220] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1240] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1260] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1260] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1280] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[4] Batch [1280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [1300] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1320] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1340] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1360] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [1380] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1400] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [1420] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1440] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1440] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1460] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1480] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1500] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1520] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1540] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[4] Batch [1540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1580] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1600] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1600] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1620] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1640] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1660] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1660] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1680] Speed: 6.23 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1700] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [1700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[4] Batch [1720] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [1740] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [1760] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [1780] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [1800] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1820] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1840] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [1840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [1860] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [1880] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [1900] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [1900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [1920] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [1920] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [1940] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[4] Batch [1940] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [1960] Speed: 6.25 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [1960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [1980] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [1980] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2000] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [2020] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2020] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [2040] Speed: 6.24 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[4] Batch [2040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2060] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2080] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2100] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2120] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2120] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2140] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2140] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [2160] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [2180] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [2200] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2220] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2220] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [2240] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2240] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [2260] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2280] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2300] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2300] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [2320] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2320] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2340] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2360] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2380] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2380] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [2400] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2420] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2440] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2460] Speed: 6.24 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[4] Batch [2460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[4] Batch [2480] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2480] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2500] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [2520] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2540] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2540] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2560] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2580] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2580] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2600] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2620] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2620] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2640] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2640] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2660] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2680] Speed: 6.25 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2680] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2700] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2700] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2720] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[4] Batch [2740] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2740] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [2760] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2780] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2800] Speed: 6.24 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[4] Batch [2800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2820] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [2840] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [2860] Speed: 6.24 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2880] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2880] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2900] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [2900] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [2920] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2920] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [2940] Speed: 6.25 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [2940] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [2960] Speed: 6.24 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [2960] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [2980] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [2980] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3000] Speed: 6.24 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [3020] Speed: 6.23 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3040] Speed: 6.24 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3060] Speed: 6.23 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3080] Speed: 6.25 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3080] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3140] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3140] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3180] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3380] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[4] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[4] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3480] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3480] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3500] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3520] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [3540] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [3560] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3600] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3660] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3660] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3680] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [3900] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [4000] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [4180] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[4] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[4] Batch [4260] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4280] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4340] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[4] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[4] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [4500] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [4540] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4540] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[4] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[4] Batch [4620] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4680] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4700] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4700] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4720] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[4] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[4] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[4] Batch [4760] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[4] Batch [4800] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[4] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[4] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[4] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[4] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[4] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[4] Train-accuracy=0.000000
+INFO:root:Epoch[4] Train-top_k_accuracy_5=0.035714
+INFO:root:Epoch[4] Time cost=3140.826
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0005.params"
+INFO:root:Epoch[4] Validation-accuracy=0.032946
+INFO:root:Epoch[4] Validation-top_k_accuracy_5=0.098837
+INFO:root:Epoch[5] Batch [20] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [20] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.071429
+INFO:root:Epoch[5] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [140] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [140] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [200] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [200] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [220] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [280] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [340] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [360] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [360] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [460] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [520] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [520] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [560] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [640] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [640] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [680] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [800] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [800] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[5] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [920] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [960] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[5] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1000] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1040] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1080] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[5] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1120] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [1220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[5] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [1340] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1420] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [1420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [1560] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [1560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1580] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1640] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [1700] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1700] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1740] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[5] Batch [1740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[5] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [1900] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [1900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [1980] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [1980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [2000] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [2060] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [2120] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2140] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2140] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2160] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2160] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2220] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2300] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2460] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2520] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2540] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2560] Speed: 6.18 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2560] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [2620] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [2700] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2700] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [2740] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[5] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2840] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [2900] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [2920] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [2920] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[5] Batch [2980] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [2980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [3000] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3020] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [3040] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[5] Batch [3080] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[5] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3140] Speed: 6.18 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3140] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [3220] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [3260] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [3260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [3300] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [3320] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3360] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3420] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3440] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[5] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3480] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3480] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [3500] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [3520] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3540] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3540] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [3560] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [3600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[5] Batch [3760] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3760] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [3820] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3820] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3900] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [3900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3920] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [3920] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[5] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [3960] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [3960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4000] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4060] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [4100] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4100] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4120] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4140] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4140] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[5] Batch [4180] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [4180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [4240] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4260] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4280] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4300] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [4320] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [4340] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[5] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [4460] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [4480] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4480] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[5] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[5] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4580] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [4580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[5] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[5] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[5] Batch [4660] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4660] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[5] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[5] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[5] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[5] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [4760] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[5] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[5] Batch [4820] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[5] Batch [4820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[5] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[5] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[5] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[5] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[5] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[5] Train-accuracy=0.071429
+INFO:root:Epoch[5] Train-top_k_accuracy_5=0.107143
+INFO:root:Epoch[5] Time cost=3152.902
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0006.params"
+INFO:root:Epoch[5] Validation-accuracy=0.028210
+INFO:root:Epoch[5] Validation-top_k_accuracy_5=0.112840
+INFO:root:Epoch[6] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.035714
+INFO:root:Epoch[6] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.095238
+INFO:root:Epoch[6] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [140] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [140] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[6] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [200] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[6] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[6] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [300] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [300] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [400] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [400] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.012500
+INFO:root:Epoch[6] Batch [440] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [460] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [500] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [500] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [560] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[6] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [640] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [680] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [800] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [880] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [880] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [920] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [940] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [960] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [980] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1000] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [1040] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [1120] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [1160] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1160] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [1220] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [1220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[6] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[6] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [1420] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [1460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1500] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[6] Batch [1540] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1540] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [1580] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1620] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1640] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [1660] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1660] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1700] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [1720] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1720] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[6] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[6] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[6] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [1900] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [1920] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [1940] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [1940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [1980] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[6] Batch [1980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [2020] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.025000
+INFO:root:Epoch[6] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2120] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2180] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2360] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [2420] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[6] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[6] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[6] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[6] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [2780] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [2840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [2840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[6] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[6] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3120] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[6] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[6] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3540] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[6] Batch [3640] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3640] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [3660] Speed: 6.18 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3660] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [3680] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3760] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3760] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [3900] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [3900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [3960] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [3960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[6] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4060] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4100] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [4100] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4180] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [4180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[6] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[6] Batch [4300] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4320] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[6] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[6] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[6] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [4460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4520] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[6] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[6] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [4620] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [4620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[6] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[6] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[6] Batch [4680] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[6] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[6] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [4720] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4720] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[6] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [4760] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[6] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[6] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[6] Batch [4800] Speed: 6.18 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4800] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[6] Batch [4840] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[6] Batch [4840] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[6] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[6] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[6] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[6] Train-accuracy=0.000000
+INFO:root:Epoch[6] Train-top_k_accuracy_5=0.142857
+INFO:root:Epoch[6] Time cost=3152.132
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0007.params"
+INFO:root:Epoch[6] Validation-accuracy=0.045720
+INFO:root:Epoch[6] Validation-top_k_accuracy_5=0.167315
+INFO:root:Epoch[7] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.011905
+INFO:root:Epoch[7] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.119048
+INFO:root:Epoch[7] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [120] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [440] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [620] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [680] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [880] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [940] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[7] Batch [1040] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [1080] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [1080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1220] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [1220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[7] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[7] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1380] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [1380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [1420] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[7] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [1620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [1640] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1680] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [1700] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [1700] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1760] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[7] Batch [1760] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [1820] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [1960] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [1960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [1980] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [1980] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2000] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2040] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2060] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [2060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [2080] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2080] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [2120] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [2160] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [2160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [2180] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [2360] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [2400] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [2400] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [2520] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [2540] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [2740] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [2840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [2840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [2900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [2900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [2980] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [2980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3080] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [3140] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3160] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3160] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.050000
+INFO:root:Epoch[7] Batch [3180] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3260] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [3380] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[7] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [3420] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[7] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [3500] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[7] Batch [3540] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3540] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [3560] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[7] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[7] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[7] Batch [3820] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [3820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [3900] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[7] Batch [3900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[7] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4000] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [4120] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [4120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[7] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4320] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[7] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[7] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4420] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[7] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [4460] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4480] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4600] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [4620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [4620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[7] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[7] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[7] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4700] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4700] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[7] Batch [4720] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[7] Batch [4740] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[7] Batch [4740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[7] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[7] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[7] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[7] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[7] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[7] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[7] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[7] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[7] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.062500
+INFO:root:Epoch[7] Train-accuracy=0.000000
+INFO:root:Epoch[7] Train-top_k_accuracy_5=0.166667
+INFO:root:Epoch[7] Time cost=3150.797
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0008.params"
+INFO:root:Epoch[7] Validation-accuracy=0.057393
+INFO:root:Epoch[7] Validation-top_k_accuracy_5=0.179961
+INFO:root:Epoch[8] Batch [20] Speed: 6.20 samples/sec Train-accuracy=0.035714
+INFO:root:Epoch[8] Batch [20] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.130952
+INFO:root:Epoch[8] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [120] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[8] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [260] Speed: 6.19 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[8] Batch [260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [280] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [300] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[8] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [360] Speed: 6.22 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[8] Batch [400] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[8] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [460] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[8] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [560] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [640] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [860] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [880] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [900] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[8] Batch [960] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [980] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [1000] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1020] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [1020] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1040] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[8] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [1080] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [1080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1120] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1220] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[8] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [1460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [1560] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[8] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [1700] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1760] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1760] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[8] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [1820] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1820] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[8] Batch [1860] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [1940] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [1940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[8] Batch [1980] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [1980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2000] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [2020] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [2020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [2040] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2060] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [2200] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2200] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [2240] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [2240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [2360] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [2360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [2400] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[8] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [2540] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [2600] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [2780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [2840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [2900] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2960] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [2960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [2980] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [2980] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [3020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3040] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3140] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3260] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [3260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3300] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3300] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3360] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [3420] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [3420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3500] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [3540] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[8] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [3680] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[8] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [3820] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3840] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3840] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [3960] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[8] Batch [3960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[8] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4000] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[8] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [4060] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [4120] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [4180] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [4240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[8] Batch [4280] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4320] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [4340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[8] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [4440] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[8] Batch [4460] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[8] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [4500] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [4500] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4520] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[8] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[8] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[8] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4620] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[8] Batch [4620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4640] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4640] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [4680] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [4680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[8] Batch [4720] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[8] Batch [4720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[8] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[8] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[8] Batch [4760] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[8] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[8] Batch [4800] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [4800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4820] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[8] Batch [4820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[8] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[8] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[8] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[8] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[8] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[8] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.037500
+INFO:root:Epoch[8] Train-accuracy=0.000000
+INFO:root:Epoch[8] Train-top_k_accuracy_5=0.035714
+INFO:root:Epoch[8] Time cost=3152.504
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0009.params"
+INFO:root:Epoch[8] Validation-accuracy=0.059109
+INFO:root:Epoch[8] Validation-top_k_accuracy_5=0.187984
+INFO:root:Epoch[9] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.035714
+INFO:root:Epoch[9] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.166667
+INFO:root:Epoch[9] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [60] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [60] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [180] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [280] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [300] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [320] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [400] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [640] Speed: 6.18 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [640] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [660] Speed: 5.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [660] Speed: 5.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [700] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [720] Speed: 6.18 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [720] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [760] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [860] Speed: 6.17 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [860] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [880] Speed: 6.18 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [880] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [940] Speed: 6.17 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [940] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [960] Speed: 6.19 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [980] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [1000] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [1000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[9] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [1080] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [1220] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [1220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [1240] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[9] Batch [1300] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[9] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[9] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [1560] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1580] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [1620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[9] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[9] Batch [1800] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [1800] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [1860] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[9] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[9] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [2000] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [2000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2040] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2120] Speed: 6.22 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2300] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2360] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2360] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2460] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [2540] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2600] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [2600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[9] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[9] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [2980] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [2980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [3120] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3380] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [3420] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[9] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3600] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [3600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [3680] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[9] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[9] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [4000] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [4000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[9] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [4120] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.075000
+INFO:root:Epoch[9] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[9] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[9] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [4260] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [4300] Speed: 6.20 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [4300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.087500
+INFO:root:Epoch[9] Batch [4320] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4340] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [4340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [4360] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [4360] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[9] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[9] Batch [4420] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [4420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[9] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[9] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[9] Batch [4480] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[9] Batch [4500] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[9] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[9] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[9] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[9] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [4680] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[9] Batch [4680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Batch [4720] Speed: 6.19 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[9] Batch [4720] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[9] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[9] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.000000
+INFO:root:Epoch[9] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[9] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [4800] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[9] Batch [4800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[9] Batch [4820] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[9] Batch [4820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[9] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[9] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[9] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[9] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[9] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[9] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[9] Train-accuracy=0.000000
+INFO:root:Epoch[9] Train-top_k_accuracy_5=0.107143
+INFO:root:Epoch[9] Time cost=3153.609
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0010.params"
+INFO:root:Epoch[9] Validation-accuracy=0.067121
+INFO:root:Epoch[9] Validation-top_k_accuracy_5=0.232490
+INFO:root:Epoch[10] Batch [20] Speed: 6.20 samples/sec Train-accuracy=0.047619
+INFO:root:Epoch[10] Batch [20] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.226190
+INFO:root:Epoch[10] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [140] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [260] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [280] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[10] Batch [300] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [300] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [320] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [400] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [440] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [580] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [580] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [640] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [640] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [700] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [740] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [760] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [800] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[10] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[10] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [880] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [880] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [960] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[10] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1120] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[10] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [1180] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.112500
+INFO:root:Epoch[10] Batch [1220] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[10] Batch [1220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [1240] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1280] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [1300] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1300] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1320] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1340] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [1380] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[10] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [1420] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [1420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[10] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [1500] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [1560] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1600] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1640] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[10] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1780] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [1840] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [1840] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [1900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [1920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [1920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [1940] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [1980] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [1980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [2120] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [2160] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2180] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[10] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [2240] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [2300] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2360] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [2360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[10] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [2420] Speed: 6.23 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2480] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [2480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[10] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [2620] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [2620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[10] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2780] Speed: 6.19 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [2780] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[10] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[10] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3020] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [3040] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [3040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3060] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [3140] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [3140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[10] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3300] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3320] Speed: 6.19 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [3320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[10] Batch [3340] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3360] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.100000
+INFO:root:Epoch[10] Batch [3440] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [3440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[10] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[10] Batch [3500] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [3500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3540] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [3560] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[10] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.137500
+INFO:root:Epoch[10] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3860] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [3860] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [3900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[10] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[10] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[10] Batch [4000] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [4060] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [4180] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4260] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4300] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[10] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4380] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[10] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4460] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[10] Batch [4460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [4500] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [4640] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[10] Batch [4640] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[10] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Batch [4680] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[10] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[10] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[10] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[10] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[10] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[10] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[10] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[10] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[10] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[10] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[10] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[10] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[10] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[10] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[10] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[10] Train-accuracy=0.035714
+INFO:root:Epoch[10] Train-top_k_accuracy_5=0.214286
+INFO:root:Epoch[10] Time cost=3151.890
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0011.params"
+INFO:root:Epoch[10] Validation-accuracy=0.094358
+INFO:root:Epoch[10] Validation-top_k_accuracy_5=0.284047
+INFO:root:Epoch[11] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.071429
+INFO:root:Epoch[11] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.285714
+INFO:root:Epoch[11] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[11] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [200] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [340] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [380] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[11] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[11] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[11] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[11] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [560] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [600] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [760] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [760] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.162500
+INFO:root:Epoch[11] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [800] Speed: 6.18 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [800] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[11] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [880] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [940] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[11] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[11] Batch [980] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [1040] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [1040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [1120] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [1120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [1220] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [1220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1460] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [1460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[11] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [1580] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[11] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [1620] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [1620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1640] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [1640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [1780] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [1780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[11] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[11] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [1920] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [1920] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [2040] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[11] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [2120] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [2120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2160] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2160] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2180] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2240] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.175000
+INFO:root:Epoch[11] Batch [2300] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [2300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2400] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2460] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [2520] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [2540] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [2700] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [2780] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [2840] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [2840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [2860] Speed: 6.19 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [2860] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2900] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[11] Batch [2960] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [2960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [2980] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [2980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3000] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [3000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [3040] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [3040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [3140] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [3140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.150000
+INFO:root:Epoch[11] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [3300] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3360] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [3360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3380] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [3380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[11] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3520] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [3520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[11] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[11] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3600] Speed: 6.19 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [3600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3680] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [3800] Speed: 6.19 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[11] Batch [3800] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [3900] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[11] Batch [3900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[11] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[11] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[11] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[11] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [4180] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [4180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[11] Batch [4240] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[11] Batch [4240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[11] Batch [4260] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [4280] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4300] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4300] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [4320] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [4320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4340] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[11] Batch [4400] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4400] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[11] Batch [4440] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[11] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [4480] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [4500] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[11] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[11] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[11] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[11] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[11] Batch [4680] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[11] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[11] Batch [4720] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [4720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[11] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[11] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[11] Batch [4760] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[11] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[11] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[11] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[11] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[11] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[11] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[11] Batch [4880] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[11] Batch [4880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[11] Train-accuracy=0.041667
+INFO:root:Epoch[11] Train-top_k_accuracy_5=0.125000
+INFO:root:Epoch[11] Time cost=3151.120
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0012.params"
+INFO:root:Epoch[11] Validation-accuracy=0.111868
+INFO:root:Epoch[11] Validation-top_k_accuracy_5=0.321984
+INFO:root:Epoch[12] Batch [20] Speed: 6.20 samples/sec Train-accuracy=0.083333
+INFO:root:Epoch[12] Batch [20] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.285714
+INFO:root:Epoch[12] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [60] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [60] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [80] Speed: 6.19 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[12] Batch [80] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[12] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [120] Speed: 6.19 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [160] Speed: 6.19 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[12] Batch [160] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [180] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [180] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [200] Speed: 6.19 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [200] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [240] Speed: 6.19 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [240] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [320] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [380] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [400] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [440] Speed: 6.19 samples/sec Train-accuracy=0.012500
+INFO:root:Epoch[12] Batch [440] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [540] Speed: 6.18 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [540] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [560] Speed: 6.19 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[12] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [600] Speed: 6.19 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [600] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [620] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [640] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[12] Batch [640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [740] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [760] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[12] Batch [760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[12] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [880] Speed: 6.20 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[12] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [920] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [960] Speed: 6.18 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [960] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [1000] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [1000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[12] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[12] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1140] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [1140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [1220] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1240] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [1240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1280] Speed: 6.19 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[12] Batch [1280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [1320] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[12] Batch [1360] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[12] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[12] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [1520] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [1540] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [1620] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [1660] Speed: 6.23 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [1660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.187500
+INFO:root:Epoch[12] Batch [1680] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [1680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[12] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [1760] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [1760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [1780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [1780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [1840] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [1860] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [1860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1900] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [1920] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [1920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[12] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [2020] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [2080] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [2080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [2100] Speed: 6.23 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [2100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [2140] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [2140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2180] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[12] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2320] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [2460] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [2500] Speed: 6.23 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[12] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [2560] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [2600] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [2600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[12] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [2680] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [2700] Speed: 6.23 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [2720] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2740] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [2780] Speed: 6.19 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [2780] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [2840] Speed: 6.23 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [2840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [2860] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[12] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[12] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [3020] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.200000
+INFO:root:Epoch[12] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [3160] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [3180] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [3180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [3220] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[12] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3320] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[12] Batch [3320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3340] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[12] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[12] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3440] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [3440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[12] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [3560] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [3600] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [3600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[12] Batch [3640] Speed: 6.23 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [3660] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [3660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[12] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [3740] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [3740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [3760] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [3800] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[12] Batch [3900] Speed: 6.18 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [3900] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [3940] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [3940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [3960] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [3960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [3980] Speed: 6.19 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [3980] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4040] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[12] Batch [4040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[12] Batch [4060] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[12] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[12] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[12] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[12] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.212500
+INFO:root:Epoch[12] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[12] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[12] Batch [4200] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [4200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4280] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [4320] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[12] Batch [4340] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[12] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [4440] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[12] Batch [4440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [4480] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [4480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [4520] Speed: 6.19 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4520] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[12] Batch [4560] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [4620] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [4620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [4640] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[12] Batch [4640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[12] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[12] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[12] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[12] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4720] Speed: 6.22 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[12] Batch [4720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[12] Batch [4740] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[12] Batch [4740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[12] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[12] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[12] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[12] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[12] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[12] Batch [4840] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[12] Batch [4860] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Batch [4880] Speed: 6.23 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[12] Batch [4880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[12] Train-accuracy=0.035714
+INFO:root:Epoch[12] Train-top_k_accuracy_5=0.285714
+INFO:root:Epoch[12] Time cost=3148.700
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0013.params"
+INFO:root:Epoch[12] Validation-accuracy=0.124031
+INFO:root:Epoch[12] Validation-top_k_accuracy_5=0.311047
+INFO:root:Epoch[13] Batch [20] Speed: 6.22 samples/sec Train-accuracy=0.154762
+INFO:root:Epoch[13] Batch [20] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.369048
+INFO:root:Epoch[13] Batch [40] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [40] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[13] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [100] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [140] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [200] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[13] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[13] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [340] Speed: 6.23 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [360] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [380] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[13] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [420] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [480] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[13] Batch [480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[13] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [620] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[13] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [800] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [820] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [840] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [860] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [1000] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[13] Batch [1000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[13] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[13] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[13] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [1100] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[13] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [1140] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [1160] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [1160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [1220] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [1220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [1240] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [1240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.225000
+INFO:root:Epoch[13] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [1440] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [1440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1500] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1700] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [1700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[13] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[13] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [1820] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1860] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [1860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [1940] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [1940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[13] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[13] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.250000
+INFO:root:Epoch[13] Batch [2020] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [2020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [2120] Speed: 6.23 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [2120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [2200] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [2200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [2220] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[13] Batch [2220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[13] Batch [2280] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [2400] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [2440] Speed: 6.24 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [2440] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [2460] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2500] Speed: 6.23 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [2500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2520] Speed: 6.23 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [2520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.237500
+INFO:root:Epoch[13] Batch [2540] Speed: 6.23 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [2560] Speed: 6.23 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2580] Speed: 6.23 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [2580] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [2600] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [2600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [2620] Speed: 6.23 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [2620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [2640] Speed: 6.23 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[13] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [2780] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [2780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[13] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [2900] Speed: 6.19 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [2920] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [2920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [2940] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [2940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.275000
+INFO:root:Epoch[13] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3020] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [3100] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [3100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [3200] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [3200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[13] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.025000
+INFO:root:Epoch[13] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[13] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[13] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[13] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [3340] Speed: 6.19 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [3340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [3400] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [3400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [3420] Speed: 6.22 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [3420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [3460] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [3500] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [3620] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [3620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [3660] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[13] Batch [3720] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [3740] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [3780] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [3780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[13] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.312500
+INFO:root:Epoch[13] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[13] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[13] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[13] Batch [4040] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [4040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [4060] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [4060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.062500
+INFO:root:Epoch[13] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[13] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4240] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4280] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4320] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[13] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[13] Batch [4440] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [4440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[13] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4480] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[13] Batch [4500] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [4500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4520] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [4520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[13] Batch [4560] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[13] Batch [4560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[13] Batch [4580] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [4580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[13] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [4620] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [4620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[13] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[13] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[13] Batch [4660] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[13] Batch [4660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[13] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[13] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[13] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [4760] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[13] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[13] Batch [4800] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[13] Batch [4800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[13] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[13] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[13] Batch [4860] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[13] Batch [4860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[13] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[13] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[13] Train-accuracy=0.142857
+INFO:root:Epoch[13] Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[13] Time cost=3146.879
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0014.params"
+INFO:root:Epoch[13] Validation-accuracy=0.155642
+INFO:root:Epoch[13] Validation-top_k_accuracy_5=0.407588
+INFO:root:Epoch[14] Batch [20] Speed: 6.22 samples/sec Train-accuracy=0.119048
+INFO:root:Epoch[14] Batch [20] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.452381
+INFO:root:Epoch[14] Batch [40] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [40] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [140] Speed: 6.21 samples/sec Train-accuracy=0.050000
+INFO:root:Epoch[14] Batch [140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[14] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [200] Speed: 6.22 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[14] Batch [200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [220] Speed: 6.23 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [280] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [300] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [340] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [480] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.337500
+INFO:root:Epoch[14] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[14] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [620] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [660] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [680] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[14] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [840] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [920] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.037500
+INFO:root:Epoch[14] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.262500
+INFO:root:Epoch[14] Batch [1100] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [1120] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [1120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1220] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [1280] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [1280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1380] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [1380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1400] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [1400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [1560] Speed: 6.23 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1560] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [1620] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [1620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.287500
+INFO:root:Epoch[14] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [1660] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [1660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1900] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [1900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.075000
+INFO:root:Epoch[14] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[14] Batch [1980] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [1980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [2020] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[14] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [2160] Speed: 6.20 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [2160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2220] Speed: 6.19 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [2280] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [2280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [2340] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [2380] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [2380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2400] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [2420] Speed: 6.19 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [2420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[14] Batch [2440] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.300000
+INFO:root:Epoch[14] Batch [2460] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [2460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2600] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[14] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[14] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [2840] Speed: 6.19 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [2840] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [2920] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [2920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [3100] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3220] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[14] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[14] Batch [3340] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [3420] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [3440] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [3440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[14] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [3660] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [3700] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[14] Batch [3700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [3720] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [3760] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [3760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[14] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3840] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [3840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [3860] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [3860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3900] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [3900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [3960] Speed: 6.19 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[14] Batch [3960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [4060] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [4060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[14] Batch [4080] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [4080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[14] Batch [4100] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [4100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[14] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[14] Batch [4260] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [4260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.350000
+INFO:root:Epoch[14] Batch [4280] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [4280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[14] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[14] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[14] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.325000
+INFO:root:Epoch[14] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[14] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [4400] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[14] Batch [4400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[14] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [4480] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [4480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [4520] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [4520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[14] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[14] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[14] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[14] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [4620] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[14] Batch [4620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[14] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[14] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[14] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[14] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[14] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[14] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[14] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [4740] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[14] Batch [4740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[14] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[14] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[14] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[14] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [4800] Speed: 6.23 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[14] Batch [4800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[14] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[14] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[14] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[14] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[14] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[14] Train-accuracy=0.214286
+INFO:root:Epoch[14] Train-top_k_accuracy_5=0.392857
+INFO:root:Epoch[14] Time cost=3147.923
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0015.params"
+INFO:root:Epoch[14] Validation-accuracy=0.131323
+INFO:root:Epoch[14] Validation-top_k_accuracy_5=0.396887
+INFO:root:Epoch[15] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.226190
+INFO:root:Epoch[15] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [40] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [40] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [60] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [60] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [80] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [80] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [100] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [140] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[15] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[15] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [320] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [340] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [380] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [420] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [440] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [460] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [480] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [560] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [620] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [660] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [760] Speed: 6.22 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [780] Speed: 6.22 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[15] Batch [780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [800] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [820] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [840] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [880] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [980] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[15] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [1120] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [1120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [1220] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[15] Batch [1220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [1320] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [1380] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [1380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [1400] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [1400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [1420] Speed: 6.19 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1500] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [1500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1540] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [1540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [1580] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [1580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [1620] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [1620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1700] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [1700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1780] Speed: 6.19 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [1780] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [1860] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [1860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [1940] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [1940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [1980] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [1980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [2020] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [2020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [2040] Speed: 6.19 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [2040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [2080] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.100000
+INFO:root:Epoch[15] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2220] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [2220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [2240] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [2240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [2320] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [2320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2400] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [2480] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [2540] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [2540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2580] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [2580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[15] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2840] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [2840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [2860] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [2860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [2900] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [2900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[15] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [2960] Speed: 6.23 samples/sec Train-accuracy=0.087500
+INFO:root:Epoch[15] Batch [2960] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.400000
+INFO:root:Epoch[15] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [3020] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [3020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [3060] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [3060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[15] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [3180] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [3280] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [3280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.362500
+INFO:root:Epoch[15] Batch [3300] Speed: 6.22 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [3300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [3360] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [3360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [3480] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [3480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[15] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[15] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[15] Batch [3660] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [3660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [3680] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [3700] Speed: 6.18 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3700] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [3720] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3820] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [3820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [3920] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [3920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.387500
+INFO:root:Epoch[15] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[15] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [3980] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [3980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [4040] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [4040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[15] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[15] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[15] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [4260] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[15] Batch [4260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[15] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [4360] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [4360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[15] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[15] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[15] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[15] Batch [4480] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[15] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[15] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[15] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [4580] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [4580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[15] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[15] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[15] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[15] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[15] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[15] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[15] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[15] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[15] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[15] Batch [4800] Speed: 6.23 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[15] Batch [4800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.412500
+INFO:root:Epoch[15] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[15] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[15] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[15] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[15] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[15] Batch [4880] Speed: 6.23 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[15] Batch [4880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[15] Train-accuracy=0.125000
+INFO:root:Epoch[15] Train-top_k_accuracy_5=0.458333
+INFO:root:Epoch[15] Time cost=3148.130
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0016.params"
+INFO:root:Epoch[15] Validation-accuracy=0.218872
+INFO:root:Epoch[15] Validation-top_k_accuracy_5=0.532101
+INFO:root:Epoch[16] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.571429
+INFO:root:Epoch[16] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [80] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [80] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [100] Speed: 6.22 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[16] Batch [100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.112500
+INFO:root:Epoch[16] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[16] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [220] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [280] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[16] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[16] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [340] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [420] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[16] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [540] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [660] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [740] Speed: 6.19 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [740] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.437500
+INFO:root:Epoch[16] Batch [780] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [800] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [880] Speed: 6.20 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [940] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[16] Batch [940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.375000
+INFO:root:Epoch[16] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [980] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[16] Batch [1000] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [1000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [1040] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [1040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[16] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [1180] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [1180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [1220] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [1220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[16] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[16] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [1380] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [1380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [1560] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [1560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[16] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [1700] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[16] Batch [1740] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[16] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.450000
+INFO:root:Epoch[16] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [1920] Speed: 6.20 samples/sec Train-accuracy=0.150000
+INFO:root:Epoch[16] Batch [1920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[16] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [2000] Speed: 6.19 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [2000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [2020] Speed: 6.19 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [2020] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [2040] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2120] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [2120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[16] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.125000
+INFO:root:Epoch[16] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.425000
+INFO:root:Epoch[16] Batch [2180] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [2180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [2240] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2280] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [2280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[16] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [2340] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2380] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [2380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2400] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [2400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [2440] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[16] Batch [2440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [2460] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.137500
+INFO:root:Epoch[16] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.462500
+INFO:root:Epoch[16] Batch [2540] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [2540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2620] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [2620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2640] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [2640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2680] Speed: 6.20 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [2680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [2700] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [2700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.475000
+INFO:root:Epoch[16] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [2760] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [2760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[16] Batch [2780] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [2780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[16] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[16] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [2920] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[16] Batch [2920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [2980] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [2980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[16] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[16] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [3100] Speed: 6.20 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3120] Speed: 6.20 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [3160] Speed: 6.20 samples/sec Train-accuracy=0.162500
+INFO:root:Epoch[16] Batch [3160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [3200] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [3220] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [3220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[16] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [3300] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3420] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [3420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[16] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[16] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[16] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.500000
+INFO:root:Epoch[16] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3760] Speed: 6.23 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3780] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[16] Batch [3780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3800] Speed: 6.23 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [3820] Speed: 6.23 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[16] Batch [3820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [3860] Speed: 6.20 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [3860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3880] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [3880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [3900] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [3900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [3980] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [3980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[16] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[16] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[16] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4220] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [4240] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4260] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [4280] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[16] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [4320] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[16] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[16] Batch [4380] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[16] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [4420] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [4420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[16] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[16] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[16] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[16] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[16] Batch [4520] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[16] Batch [4520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4540] Speed: 6.22 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[16] Batch [4540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4560] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[16] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[16] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4620] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[16] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.487500
+INFO:root:Epoch[16] Batch [4660] Speed: 6.23 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[16] Batch [4660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[16] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.512500
+INFO:root:Epoch[16] Batch [4700] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[16] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [4760] Speed: 6.23 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[16] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[16] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[16] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[16] Batch [4840] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[16] Batch [4840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[16] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[16] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[16] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[16] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[16] Train-accuracy=0.285714
+INFO:root:Epoch[16] Train-top_k_accuracy_5=0.642857
+INFO:root:Epoch[16] Time cost=3148.080
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0017.params"
+INFO:root:Epoch[16] Validation-accuracy=0.275194
+INFO:root:Epoch[16] Validation-top_k_accuracy_5=0.612403
+INFO:root:Epoch[17] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.273810
+INFO:root:Epoch[17] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.619048
+INFO:root:Epoch[17] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[17] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [180] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [200] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [240] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [300] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [340] Speed: 6.23 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [360] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [380] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[17] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[17] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [580] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [600] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [620] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [680] Speed: 6.20 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [700] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [720] Speed: 6.22 samples/sec Train-accuracy=0.175000
+INFO:root:Epoch[17] Batch [720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [740] Speed: 6.23 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [760] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [780] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [800] Speed: 6.23 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [820] Speed: 6.23 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [840] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [860] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [880] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [960] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[17] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [1000] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [1000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [1160] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [1220] Speed: 6.23 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [1220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [1240] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1260] Speed: 6.23 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [1260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [1280] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[17] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [1340] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1360] Speed: 6.23 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [1360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1380] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [1380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [1400] Speed: 6.23 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[17] Batch [1420] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[17] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [1500] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [1500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [1580] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [1580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[17] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [1720] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [1720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [1740] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [1740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[17] Batch [1760] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [1760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [1780] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [1780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [1800] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [1800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [1820] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [1820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [1840] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [1840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [1860] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [1860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [1920] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [1920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [1940] Speed: 6.19 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [1940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2020] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [2020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [2040] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [2040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[17] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2120] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[17] Batch [2160] Speed: 6.20 samples/sec Train-accuracy=0.187500
+INFO:root:Epoch[17] Batch [2160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[17] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [2260] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2280] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [2280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[17] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[17] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2400] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [2400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2460] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [2460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2500] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [2500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2520] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [2520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [2640] Speed: 6.23 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [2640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [2660] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [2680] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [2680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [2740] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [2740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [2760] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [2760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [2820] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[17] Batch [2820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [2840] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [2840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2860] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [2860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2880] Speed: 6.23 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[17] Batch [2880] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2900] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [2900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [2940] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [2940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [2960] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [2960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [3020] Speed: 6.23 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [3020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[17] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [3140] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [3140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[17] Batch [3240] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[17] Batch [3240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[17] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3280] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [3280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [3300] Speed: 6.23 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [3300] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [3320] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[17] Batch [3320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [3340] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [3360] Speed: 6.23 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [3360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [3400] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[17] Batch [3420] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [3620] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [3620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [3640] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [3640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [3720] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [3720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [3740] Speed: 6.23 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [3740] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [3780] Speed: 6.23 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [3780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [3820] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [3820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3840] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [3840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [3860] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [3860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[17] Batch [3880] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [3880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [3900] Speed: 6.23 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [3900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [3920] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [3920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[17] Batch [3940] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [3940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[17] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4040] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [4040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [4060] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[17] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4120] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [4120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[17] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[17] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[17] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[17] Batch [4220] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [4220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [4240] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [4280] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [4280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [4320] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [4320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4340] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [4340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [4360] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [4360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[17] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[17] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[17] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Batch [4420] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[17] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [4460] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [4460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[17] Batch [4500] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [4500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[17] Batch [4520] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [4520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[17] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[17] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[17] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[17] Batch [4640] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[17] Batch [4640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4660] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [4660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[17] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[17] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.562500
+INFO:root:Epoch[17] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [4720] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [4720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[17] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[17] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[17] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[17] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[17] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[17] Batch [4800] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[17] Batch [4800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[17] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[17] Batch [4840] Speed: 6.23 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[17] Batch [4840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[17] Batch [4860] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[17] Batch [4860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[17] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[17] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[17] Train-accuracy=0.321429
+INFO:root:Epoch[17] Train-top_k_accuracy_5=0.714286
+INFO:root:Epoch[17] Time cost=3145.540
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0018.params"
+INFO:root:Epoch[17] Validation-accuracy=0.287938
+INFO:root:Epoch[17] Validation-top_k_accuracy_5=0.609922
+INFO:root:Epoch[18] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.380952
+INFO:root:Epoch[18] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.630952
+INFO:root:Epoch[18] Batch [40] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[18] Batch [40] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.537500
+INFO:root:Epoch[18] Batch [60] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [60] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[18] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [140] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[18] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [200] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[18] Batch [200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[18] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[18] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[18] Batch [360] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.212500
+INFO:root:Epoch[18] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [420] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [460] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [480] Speed: 6.22 samples/sec Train-accuracy=0.200000
+INFO:root:Epoch[18] Batch [480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [500] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [540] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [560] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [600] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[18] Batch [620] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[18] Batch [620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[18] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.525000
+INFO:root:Epoch[18] Batch [660] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [700] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[18] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [880] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[18] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [920] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [940] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[18] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [1060] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [1120] Speed: 6.22 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[18] Batch [1120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[18] Batch [1140] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [1140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [1180] Speed: 6.23 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [1180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [1220] Speed: 6.23 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [1280] Speed: 6.19 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [1280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1300] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[18] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1400] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [1400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [1460] Speed: 6.23 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [1460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1480] Speed: 6.23 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [1480] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1520] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [1540] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [1540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [1580] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [1580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [1600] Speed: 6.23 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [1600] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [1620] Speed: 6.23 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[18] Batch [1620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[18] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.237500
+INFO:root:Epoch[18] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[18] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [1720] Speed: 6.23 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [1720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[18] Batch [1740] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [1780] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [1780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [1800] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [1800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[18] Batch [1820] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [1820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [1900] Speed: 6.23 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [1900] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [1920] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [1920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[18] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [1960] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [1960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [1980] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [1980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2020] Speed: 6.23 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [2020] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[18] Batch [2040] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [2040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [2060] Speed: 6.23 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[18] Batch [2060] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2080] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[18] Batch [2080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[18] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2140] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2160] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[18] Batch [2160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[18] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [2260] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2280] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [2280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [2380] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [2380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [2400] Speed: 6.23 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [2420] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [2440] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [2440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [2500] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[18] Batch [2500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [2520] Speed: 6.22 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[18] Batch [2520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [2540] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2580] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2600] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [2600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2620] Speed: 6.23 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [2620] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.550000
+INFO:root:Epoch[18] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[18] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [2680] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [2680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [2740] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [2780] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [2780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [2840] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [2840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2920] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [2920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [2940] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [2940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[18] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[18] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[18] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [3060] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [3060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [3100] Speed: 6.23 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [3100] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3120] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [3120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [3140] Speed: 6.23 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [3140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3160] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [3160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [3180] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [3180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[18] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[18] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [3400] Speed: 6.23 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [3400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3420] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [3420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[18] Batch [3460] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[18] Batch [3460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.225000
+INFO:root:Epoch[18] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[18] Batch [3540] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [3540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [3560] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [3560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [3600] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [3600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3620] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [3620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [3640] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [3640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[18] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3700] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [3700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3800] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [3800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[18] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [3840] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [3840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [3880] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [3880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3900] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [3900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4020] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[18] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4100] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[18] Batch [4100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [4140] Speed: 6.23 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [4140] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4160] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[18] Batch [4160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.575000
+INFO:root:Epoch[18] Batch [4180] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [4180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [4240] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[18] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [4340] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[18] Batch [4340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[18] Batch [4360] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[18] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[18] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4440] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[18] Batch [4480] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[18] Batch [4480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[18] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4520] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[18] Batch [4520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4560] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [4560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [4580] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[18] Batch [4580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [4600] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[18] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[18] Batch [4640] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [4640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[18] Batch [4660] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [4660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[18] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[18] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4720] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [4740] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[18] Batch [4740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[18] Batch [4760] Speed: 6.23 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[18] Batch [4760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [4780] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[18] Batch [4800] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[18] Batch [4800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[18] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[18] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[18] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[18] Batch [4860] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[18] Batch [4860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[18] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[18] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[18] Train-accuracy=0.321429
+INFO:root:Epoch[18] Train-top_k_accuracy_5=0.785714
+INFO:root:Epoch[18] Time cost=3145.867
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0019.params"
+INFO:root:Epoch[18] Validation-accuracy=0.293774
+INFO:root:Epoch[18] Validation-top_k_accuracy_5=0.614786
+INFO:root:Epoch[19] Batch [20] Speed: 6.20 samples/sec Train-accuracy=0.333333
+INFO:root:Epoch[19] Batch [20] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.678571
+INFO:root:Epoch[19] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[19] Batch [60] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [60] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[19] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [120] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[19] Batch [160] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[19] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [220] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [240] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[19] Batch [340] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [380] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[19] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [460] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[19] Batch [460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [500] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [540] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [560] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [580] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[19] Batch [580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [680] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [720] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[19] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[19] Batch [780] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [800] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [860] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [880] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [920] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[19] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1020] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [1040] Speed: 6.19 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[19] Batch [1040] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [1060] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[19] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [1220] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [1220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [1260] Speed: 6.19 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [1260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [1280] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [1280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [1300] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [1300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.587500
+INFO:root:Epoch[19] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[19] Batch [1340] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1380] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [1380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [1400] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [1400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[19] Batch [1420] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1440] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1480] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [1580] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [1580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [1620] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [1620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [1660] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [1720] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [1720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [1800] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [1800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [1840] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [1840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [1900] Speed: 6.19 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [1960] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [1960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [1980] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [1980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[19] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[19] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [2040] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [2060] Speed: 6.22 samples/sec Train-accuracy=0.275000
+INFO:root:Epoch[19] Batch [2060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [2080] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [2080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [2100] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [2100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[19] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [2160] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [2200] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [2200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [2220] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [2220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2240] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2260] Speed: 6.23 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [2260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [2280] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [2320] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [2320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[19] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [2380] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2420] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [2420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [2460] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[19] Batch [2460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[19] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [2500] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2520] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [2520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[19] Batch [2540] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [2540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2560] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [2560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [2580] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [2580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2600] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [2600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [2620] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [2620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [2640] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [2640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2660] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [2760] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [2760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.600000
+INFO:root:Epoch[19] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [2820] Speed: 6.20 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [2820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [2940] Speed: 6.22 samples/sec Train-accuracy=0.250000
+INFO:root:Epoch[19] Batch [2940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[19] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [3000] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [3000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [3020] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [3020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.650000
+INFO:root:Epoch[19] Batch [3060] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[19] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [3100] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [3100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [3120] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [3140] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [3160] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [3160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [3180] Speed: 6.23 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [3220] Speed: 6.22 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [3220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3240] Speed: 6.23 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [3240] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[19] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [3340] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [3340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[19] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[19] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[19] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3460] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [3460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [3500] Speed: 6.23 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [3500] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[19] Batch [3520] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [3520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [3540] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [3540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3580] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [3580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3620] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3640] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[19] Batch [3660] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [3660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [3700] Speed: 6.23 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3700] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [3740] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3760] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3780] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[19] Batch [3780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[19] Batch [3800] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [3800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3820] Speed: 6.19 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [3820] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [3840] Speed: 6.23 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [3840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.625000
+INFO:root:Epoch[19] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[19] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[19] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[19] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[19] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [4060] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [4060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[19] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[19] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [4140] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [4140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [4160] Speed: 6.23 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [4160] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4180] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[19] Batch [4180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4200] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [4200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4220] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [4220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [4240] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [4240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [4280] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [4280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [4320] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [4320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[19] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4380] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[19] Batch [4380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4420] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [4420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [4440] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4460] Speed: 6.23 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4460] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[19] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [4500] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[19] Batch [4500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[19] Batch [4520] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [4520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[19] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[19] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[19] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [4580] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [4580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[19] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[19] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[19] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[19] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Batch [4700] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[19] Batch [4700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[19] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[19] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [4740] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[19] Batch [4760] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[19] Batch [4760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[19] Batch [4780] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[19] Batch [4800] Speed: 6.23 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[19] Batch [4800] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[19] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[19] Batch [4840] Speed: 6.23 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[19] Batch [4840] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[19] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[19] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[19] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[19] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[19] Train-accuracy=0.375000
+INFO:root:Epoch[19] Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[19] Time cost=3145.927
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0020.params"
+INFO:root:Epoch[19] Validation-accuracy=0.341440
+INFO:root:Epoch[19] Validation-top_k_accuracy_5=0.676070
+INFO:root:Epoch[20] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.464286
+INFO:root:Epoch[20] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.262500
+INFO:root:Epoch[20] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [180] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [200] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [220] Speed: 6.23 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [240] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[20] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [280] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[20] Batch [320] Speed: 6.19 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [420] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [460] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [480] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[20] Batch [500] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [560] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [620] Speed: 6.19 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [700] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [720] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[20] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[20] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[20] Batch [860] Speed: 6.20 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[20] Batch [860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [900] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [920] Speed: 6.20 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [940] Speed: 6.20 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [960] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [980] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1000] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[20] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [1060] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [1060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [1100] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [1100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1120] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [1120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [1140] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [1140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [1220] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [1220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [1260] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [1260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1280] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [1280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[20] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[20] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [1320] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [1320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1340] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[20] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [1400] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [1460] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [1480] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [1480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1540] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [1540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1600] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[20] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [1640] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [1640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[20] Batch [1760] Speed: 6.20 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [1760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1780] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [1820] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [1820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [1840] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [1860] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [1860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [1880] Speed: 6.20 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [1880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [1900] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [1900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [2000] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [2000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2020] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [2020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [2060] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[20] Batch [2060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[20] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [2100] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [2120] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [2140] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [2140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [2160] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [2160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2180] Speed: 6.23 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [2180] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2220] Speed: 6.22 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [2220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [2260] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [2260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[20] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[20] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.312500
+INFO:root:Epoch[20] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [2360] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2380] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [2380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[20] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[20] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [2460] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [2460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2480] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [2480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [2500] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [2500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[20] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[20] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2580] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [2600] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [2600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2620] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [2620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2660] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [2660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2720] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2740] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [2740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [2760] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [2760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2780] Speed: 6.23 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2780] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2800] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [2800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [2820] Speed: 6.23 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [2820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[20] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [2900] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [2900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2940] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [2940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [2960] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [2960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3020] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3080] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [3080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [3100] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [3100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3120] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3200] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3220] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [3220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[20] Batch [3240] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [3240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [3280] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [3300] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3360] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [3360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [3380] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [3380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [3400] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [3400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [3420] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [3420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3440] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [3440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [3460] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [3460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3500] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [3500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [3520] Speed: 6.22 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[20] Batch [3520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [3560] Speed: 6.20 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [3560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[20] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.300000
+INFO:root:Epoch[20] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.612500
+INFO:root:Epoch[20] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[20] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[20] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3760] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [3760] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [3800] Speed: 6.20 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [3800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [3940] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [3940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [3960] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [3960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [3980] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [3980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[20] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[20] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[20] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[20] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[20] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [4180] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4180] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[20] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[20] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4260] Speed: 6.21 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [4260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [4300] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[20] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [4340] Speed: 6.21 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [4340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [4380] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[20] Batch [4380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[20] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[20] Batch [4440] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[20] Batch [4440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[20] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4500] Speed: 6.19 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[20] Batch [4500] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [4520] Speed: 6.23 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [4520] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4540] Speed: 6.23 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [4540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4560] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [4560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[20] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[20] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[20] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[20] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[20] Batch [4620] Speed: 6.20 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[20] Batch [4620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[20] Batch [4640] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[20] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[20] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[20] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[20] Batch [4720] Speed: 6.19 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[20] Batch [4720] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[20] Batch [4740] Speed: 5.65 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[20] Batch [4740] Speed: 5.65 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[20] Batch [4760] Speed: 5.02 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[20] Batch [4760] Speed: 5.02 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4780] Speed: 5.31 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4780] Speed: 5.31 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4800] Speed: 6.24 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[20] Batch [4800] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[20] Batch [4820] Speed: 6.23 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[20] Batch [4820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Batch [4840] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[20] Batch [4840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Batch [4860] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[20] Batch [4860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[20] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[20] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[20] Train-accuracy=0.428571
+INFO:root:Epoch[20] Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[20] Time cost=3154.444
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0021.params"
+INFO:root:Epoch[20] Validation-accuracy=0.406008
+INFO:root:Epoch[20] Validation-top_k_accuracy_5=0.742248
+INFO:root:Epoch[21] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.523810
+INFO:root:Epoch[21] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.637500
+INFO:root:Epoch[21] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [80] Speed: 6.23 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [80] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[21] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[21] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [160] Speed: 6.22 samples/sec Train-accuracy=0.287500
+INFO:root:Epoch[21] Batch [160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[21] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [220] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [240] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [280] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[21] Batch [300] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [340] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[21] Batch [380] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [520] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [560] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[21] Batch [560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [580] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [660] Speed: 6.20 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [680] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [700] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [720] Speed: 6.20 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[21] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [820] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [840] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[21] Batch [860] Speed: 6.22 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [920] Speed: 6.22 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[21] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [960] Speed: 6.22 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [980] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [1000] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[21] Batch [1000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [1080] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1080] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [1100] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1120] Speed: 6.19 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [1120] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1200] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [1200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [1220] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[21] Batch [1220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [1240] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1240] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [1260] Speed: 6.23 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [1260] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [1280] Speed: 6.24 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [1280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1300] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [1300] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [1320] Speed: 6.24 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[21] Batch [1320] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1340] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [1340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.675000
+INFO:root:Epoch[21] Batch [1360] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1360] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [1380] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [1380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1400] Speed: 6.24 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[21] Batch [1400] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [1420] Speed: 6.26 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[21] Batch [1420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[21] Batch [1440] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [1440] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1460] Speed: 6.25 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [1460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [1480] Speed: 6.25 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [1480] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [1500] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1500] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1520] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1540] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[21] Batch [1540] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[21] Batch [1560] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [1580] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [1580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [1600] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [1600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [1620] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [1620] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[21] Batch [1640] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [1640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [1660] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [1660] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [1680] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [1680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1700] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [1700] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [1720] Speed: 6.24 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [1720] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [1740] Speed: 6.25 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[21] Batch [1740] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [1760] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1760] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [1780] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [1780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1800] Speed: 6.25 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [1800] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [1820] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [1820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [1840] Speed: 6.24 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [1840] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1860] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [1860] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [1880] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [1880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [1900] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [1900] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [1920] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [1920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [1940] Speed: 6.25 samples/sec Train-accuracy=0.325000
+INFO:root:Epoch[21] Batch [1940] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [1960] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [1960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [1980] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [1980] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2000] Speed: 6.24 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [2000] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2020] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [2020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2040] Speed: 6.24 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [2040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2060] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2060] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [2080] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [2080] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [2100] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2100] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2120] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [2140] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [2140] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [2160] Speed: 6.24 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [2160] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2180] Speed: 6.24 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [2180] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2200] Speed: 6.24 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [2200] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [2220] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [2220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2260] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [2260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [2280] Speed: 6.20 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [2280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [2300] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2320] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [2320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [2340] Speed: 6.25 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [2340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [2360] Speed: 6.23 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [2360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [2380] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [2400] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [2400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [2420] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [2420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [2440] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [2440] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[21] Batch [2460] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [2460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [2480] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[21] Batch [2500] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [2500] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2520] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [2520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[21] Batch [2540] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [2540] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2560] Speed: 6.26 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[21] Batch [2560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2580] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [2580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [2600] Speed: 6.25 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [2600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [2620] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[21] Batch [2620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2640] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [2640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[21] Batch [2660] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [2660] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [2680] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [2680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [2700] Speed: 6.26 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[21] Batch [2700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2720] Speed: 6.27 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [2720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [2740] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [2740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2760] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [2760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[21] Batch [2780] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[21] Batch [2780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [2800] Speed: 6.27 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [2800] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [2820] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[21] Batch [2820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2840] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [2840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [2860] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[21] Batch [2860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[21] Batch [2880] Speed: 6.27 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [2880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [2900] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [2900] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [2920] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [2920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [2940] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [2940] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [2960] Speed: 6.27 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [2960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [2980] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [2980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [3000] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3000] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [3020] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [3020] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [3040] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [3040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3060] Speed: 6.28 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3060] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3080] Speed: 6.24 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [3080] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3100] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3100] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[21] Batch [3120] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [3120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3140] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[21] Batch [3140] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3160] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3180] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [3180] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3200] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [3200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3220] Speed: 6.27 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[21] Batch [3220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [3240] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [3240] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3260] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [3260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3280] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3280] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3300] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3320] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[21] Batch [3320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3340] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3360] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [3380] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3380] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [3400] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [3400] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [3420] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[21] Batch [3420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3440] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3460] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3480] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [3480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3500] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [3500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[21] Batch [3520] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [3540] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [3540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3560] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [3560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3580] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [3580] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [3600] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3620] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [3640] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [3640] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [3660] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [3660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3680] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3700] Speed: 6.26 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[21] Batch [3700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3720] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [3740] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [3760] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [3760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3780] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [3780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [3800] Speed: 6.28 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [3800] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3820] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [3820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3840] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [3840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [3860] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [3860] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3880] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[21] Batch [3880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [3900] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[21] Batch [3900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [3920] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [3920] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [3940] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [3960] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [3960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.687500
+INFO:root:Epoch[21] Batch [3980] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [3980] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4000] Speed: 6.25 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [4000] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4020] Speed: 6.26 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[21] Batch [4020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4040] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [4040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [4060] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [4060] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4080] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [4080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4100] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [4100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4120] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [4120] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[21] Batch [4140] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [4140] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[21] Batch [4160] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4160] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4180] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[21] Batch [4180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [4200] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [4200] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4220] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [4240] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [4240] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4260] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[21] Batch [4260] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [4280] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [4280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [4300] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [4300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4320] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[21] Batch [4320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[21] Batch [4340] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [4340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [4360] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[21] Batch [4380] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[21] Batch [4380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4400] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4420] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4440] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[21] Batch [4440] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [4460] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [4460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [4480] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4480] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[21] Batch [4500] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [4520] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[21] Batch [4520] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4540] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[21] Batch [4540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4560] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[21] Batch [4560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[21] Batch [4580] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4580] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4600] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [4600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4620] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[21] Batch [4620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[21] Batch [4640] Speed: 6.26 samples/sec Train-accuracy=0.350000
+INFO:root:Epoch[21] Batch [4640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [4660] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[21] Batch [4680] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[21] Batch [4700] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4720] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[21] Batch [4720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[21] Batch [4740] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[21] Batch [4740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4760] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [4760] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4780] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[21] Batch [4780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[21] Batch [4800] Speed: 6.27 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[21] Batch [4800] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[21] Batch [4820] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[21] Batch [4820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[21] Batch [4840] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[21] Batch [4840] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[21] Batch [4860] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[21] Batch [4860] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[21] Batch [4880] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[21] Batch [4880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[21] Train-accuracy=0.285714
+INFO:root:Epoch[21] Train-top_k_accuracy_5=0.785714
+INFO:root:Epoch[21] Time cost=3130.173
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0022.params"
+INFO:root:Epoch[21] Validation-accuracy=0.437743
+INFO:root:Epoch[21] Validation-top_k_accuracy_5=0.793774
+INFO:root:Epoch[22] Batch [20] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [20] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.797619
+INFO:root:Epoch[22] Batch [40] Speed: 6.26 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[22] Batch [40] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [60] Speed: 6.27 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[22] Batch [60] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [80] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[22] Batch [80] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [100] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [120] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [120] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[22] Batch [140] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [140] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [160] Speed: 6.25 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[22] Batch [160] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [180] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [200] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [220] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [240] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [260] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [280] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[22] Batch [300] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [320] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [340] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [360] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [360] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [380] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [380] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [400] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [400] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [420] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [440] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [460] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [460] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [480] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [500] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[22] Batch [500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [520] Speed: 6.27 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [520] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [540] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [560] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [580] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[22] Batch [580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [600] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [620] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [620] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [640] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[22] Batch [640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [660] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [680] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [700] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [700] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [720] Speed: 6.27 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [740] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [740] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [760] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [760] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [780] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [800] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[22] Batch [800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [820] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [840] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [840] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [860] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [880] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [900] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [900] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [920] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [940] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [940] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [960] Speed: 6.28 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [960] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [980] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [1000] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [1000] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [1020] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [1020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [1040] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[22] Batch [1040] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [1060] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [1060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [1080] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [1080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1100] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [1100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [1120] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [1120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[22] Batch [1140] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [1140] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [1160] Speed: 6.28 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [1160] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1180] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [1180] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [1200] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[22] Batch [1200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [1220] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [1240] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [1240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [1260] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [1260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [1280] Speed: 6.27 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[22] Batch [1280] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1300] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [1300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [1320] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1320] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1340] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [1340] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [1360] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [1360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1380] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [1400] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [1400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1420] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1440] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [1440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1460] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [1460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1480] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [1500] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [1520] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [1520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [1540] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [1560] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [1580] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [1580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[22] Batch [1600] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1600] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [1620] Speed: 6.26 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[22] Batch [1620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [1640] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [1640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1660] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [1660] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [1680] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1700] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1720] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [1720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [1740] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [1740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [1760] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [1760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [1780] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [1780] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1800] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[22] Batch [1800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1820] Speed: 6.28 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [1820] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1840] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [1840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [1860] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [1860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [1880] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [1880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [1900] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [1900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [1920] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [1920] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [1940] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [1940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1960] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [1960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [1980] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [1980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [2000] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [2000] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [2020] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [2020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [2040] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [2040] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [2060] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [2060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2080] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[22] Batch [2080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [2100] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [2100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [2120] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [2120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.662500
+INFO:root:Epoch[22] Batch [2140] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[22] Batch [2140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [2160] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [2160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [2180] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [2180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [2200] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [2200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [2220] Speed: 6.28 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [2220] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [2240] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [2240] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[22] Batch [2260] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [2260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [2280] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [2280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2300] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [2300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [2320] Speed: 6.28 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [2320] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[22] Batch [2340] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [2340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [2360] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [2360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[22] Batch [2380] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [2380] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [2400] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [2400] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [2420] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [2420] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [2440] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[22] Batch [2440] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [2460] Speed: 6.28 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [2460] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [2480] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [2500] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [2500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [2520] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [2520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[22] Batch [2540] Speed: 6.27 samples/sec Train-accuracy=0.362500
+INFO:root:Epoch[22] Batch [2540] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [2560] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [2560] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [2580] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [2580] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [2600] Speed: 6.28 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2600] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [2620] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [2620] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2640] Speed: 6.25 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [2640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[22] Batch [2660] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [2680] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2680] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2700] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [2700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [2720] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [2720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [2740] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [2740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2760] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [2760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [2780] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [2780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [2800] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [2800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [2820] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [2820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [2840] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [2860] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [2860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [2880] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [2880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [2900] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [2900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [2920] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [2920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [2940] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [2940] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [2960] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [2960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [2980] Speed: 6.25 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [2980] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [3000] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [3020] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [3020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3040] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [3040] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3060] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [3080] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [3100] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [3100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [3120] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [3140] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3140] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3160] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [3180] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [3180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [3200] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3220] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [3220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [3240] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [3240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3260] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [3260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3280] Speed: 6.24 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [3280] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3300] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [3320] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3340] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[22] Batch [3340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [3360] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[22] Batch [3360] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [3380] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [3380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3400] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3420] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3420] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [3440] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3440] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3460] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[22] Batch [3460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3480] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [3480] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [3500] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3520] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [3520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3540] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [3540] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3560] Speed: 6.24 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [3560] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[22] Batch [3580] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [3580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3600] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [3620] Speed: 6.27 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[22] Batch [3620] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [3640] Speed: 6.25 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [3640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [3660] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3660] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3680] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [3680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [3700] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3700] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3720] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [3740] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [3740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [3760] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [3760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [3780] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[22] Batch [3780] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [3800] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3800] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [3820] Speed: 6.28 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3820] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [3840] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3840] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3860] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [3860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3880] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[22] Batch [3880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [3900] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3900] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [3920] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [3920] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [3940] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[22] Batch [3940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [3960] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [3960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [3980] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [3980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [4000] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [4000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [4020] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [4020] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [4040] Speed: 6.24 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[22] Batch [4040] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [4060] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[22] Batch [4060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [4080] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [4080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4100] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [4100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [4120] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [4120] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [4140] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [4140] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4160] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [4160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [4180] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [4180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4200] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [4200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [4220] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [4220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[22] Batch [4240] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [4240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[22] Batch [4260] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [4260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [4280] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[22] Batch [4280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[22] Batch [4300] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [4300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4320] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[22] Batch [4320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [4340] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [4340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4360] Speed: 6.26 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[22] Batch [4360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[22] Batch [4380] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [4380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4400] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [4400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [4420] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [4420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [4440] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [4440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[22] Batch [4460] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[22] Batch [4460] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [4480] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[22] Batch [4480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [4500] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [4500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [4520] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [4520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4540] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [4540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [4560] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [4560] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4580] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [4580] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4600] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [4600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[22] Batch [4620] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[22] Batch [4620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [4640] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[22] Batch [4640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[22] Batch [4660] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[22] Batch [4660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4680] Speed: 6.27 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[22] Batch [4680] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[22] Batch [4700] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[22] Batch [4700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [4720] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [4720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[22] Batch [4740] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[22] Batch [4740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [4760] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[22] Batch [4760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[22] Batch [4780] Speed: 6.24 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[22] Batch [4780] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[22] Batch [4800] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [4800] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[22] Batch [4820] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[22] Batch [4820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[22] Batch [4840] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[22] Batch [4840] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[22] Batch [4860] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[22] Batch [4860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Batch [4880] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[22] Batch [4880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[22] Train-accuracy=0.678571
+INFO:root:Epoch[22] Train-top_k_accuracy_5=0.857143
+INFO:root:Epoch[22] Time cost=3122.023
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0023.params"
+INFO:root:Epoch[22] Validation-accuracy=0.425097
+INFO:root:Epoch[22] Validation-top_k_accuracy_5=0.756809
+INFO:root:Epoch[23] Batch [20] Speed: 6.27 samples/sec Train-accuracy=0.476190
+INFO:root:Epoch[23] Batch [20] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.773810
+INFO:root:Epoch[23] Batch [40] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [40] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [60] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [60] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [80] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [80] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [100] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [120] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [140] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [160] Speed: 6.26 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[23] Batch [160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [180] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[23] Batch [180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [200] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [220] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [240] Speed: 6.18 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [240] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [260] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [280] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [300] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[23] Batch [320] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [320] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [340] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [360] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [380] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [400] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [400] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [420] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [420] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [440] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [460] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [460] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [480] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [500] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [520] Speed: 6.26 samples/sec Train-accuracy=0.375000
+INFO:root:Epoch[23] Batch [520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [540] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [560] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [580] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [580] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [600] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [620] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [640] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [640] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [660] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [680] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[23] Batch [680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [700] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [700] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [720] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [740] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [760] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[23] Batch [780] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [800] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [800] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [820] Speed: 6.24 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [820] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [840] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [860] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [860] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [880] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [900] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [900] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [920] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [940] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [960] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [980] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [980] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [1000] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [1000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1020] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [1020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1040] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [1040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [1060] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [1060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1080] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [1080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1100] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [1100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1120] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [1120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1140] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [1140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1160] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [1160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[23] Batch [1180] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [1180] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [1200] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [1200] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [1220] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [1220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [1240] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [1240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [1260] Speed: 6.25 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [1260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [1280] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [1300] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [1300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [1320] Speed: 6.25 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [1320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [1340] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [1340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[23] Batch [1360] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [1380] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [1380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [1400] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [1400] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [1420] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1440] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [1460] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1480] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[23] Batch [1480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1500] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [1500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1520] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [1520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1540] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [1540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1560] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [1560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [1580] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [1580] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [1600] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [1620] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1640] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [1640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [1660] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [1660] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1680] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [1700] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [1700] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1720] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [1720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[23] Batch [1740] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1740] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [1760] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [1780] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [1780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1800] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [1800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [1820] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [1820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [1840] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1860] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [1860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1880] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [1900] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [1900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[23] Batch [1920] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [1920] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1940] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [1940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [1960] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [1960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [1980] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [1980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [2000] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [2020] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [2040] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2060] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [2080] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [2080] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2100] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2100] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [2120] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [2120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [2140] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [2140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [2160] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2160] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2180] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [2180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [2200] Speed: 6.27 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [2200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [2220] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [2220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [2240] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[23] Batch [2240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2260] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [2260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [2280] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2280] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [2300] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2300] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2320] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [2320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2340] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2360] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2380] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [2380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2400] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [2400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [2420] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[23] Batch [2440] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [2440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2460] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [2460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[23] Batch [2480] Speed: 6.27 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[23] Batch [2480] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [2500] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2500] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [2520] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [2520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2540] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [2540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2560] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [2560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2580] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [2580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [2600] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [2600] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [2620] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [2620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [2640] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [2640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [2660] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [2680] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [2700] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [2700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [2720] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [2720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2740] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [2740] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.700000
+INFO:root:Epoch[23] Batch [2760] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [2780] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [2780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [2800] Speed: 6.26 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[23] Batch [2800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2820] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [2820] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [2840] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2860] Speed: 6.23 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [2860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [2880] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [2880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [2900] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2900] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [2920] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [2920] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [2940] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [2940] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [2960] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [2960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [2980] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [2980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [3000] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [3000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [3020] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3040] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3040] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3060] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [3060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [3080] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [3080] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [3100] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [3120] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [3120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[23] Batch [3140] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [3140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [3160] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3160] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [3180] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [3180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[23] Batch [3200] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [3220] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [3240] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [3240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3260] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [3280] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3300] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [3300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3320] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [3320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3340] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [3340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3360] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [3360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3380] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [3380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[23] Batch [3400] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3420] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3440] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [3440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3460] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [3460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3480] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [3480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3500] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [3500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [3520] Speed: 6.25 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [3540] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [3540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [3560] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [3560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [3580] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3580] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3600] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [3600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3620] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [3620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[23] Batch [3640] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [3640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [3660] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [3660] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3680] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [3680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3700] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[23] Batch [3700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3720] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [3720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [3740] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [3740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [3760] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [3760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3780] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [3780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3800] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [3800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [3820] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [3820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [3840] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [3840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3860] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [3860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [3880] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[23] Batch [3880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [3900] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [3900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [3920] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [3920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [3940] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [3940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[23] Batch [3960] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [3960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [3980] Speed: 6.27 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[23] Batch [3980] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4000] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4000] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [4020] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [4020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [4040] Speed: 6.26 samples/sec Train-accuracy=0.337500
+INFO:root:Epoch[23] Batch [4040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[23] Batch [4060] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [4060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [4080] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [4080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [4100] Speed: 6.24 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4100] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [4120] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [4140] Speed: 6.28 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [4140] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [4160] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4180] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [4180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[23] Batch [4200] Speed: 6.27 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[23] Batch [4200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [4220] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [4220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4240] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [4240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[23] Batch [4260] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [4260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4280] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [4280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [4300] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [4300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [4320] Speed: 6.25 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[23] Batch [4320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [4340] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [4340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [4360] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [4360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[23] Batch [4380] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4400] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [4400] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[23] Batch [4420] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[23] Batch [4420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [4440] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[23] Batch [4440] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [4460] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [4460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4480] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[23] Batch [4480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[23] Batch [4500] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[23] Batch [4500] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[23] Batch [4520] Speed: 6.25 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[23] Batch [4520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [4540] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [4540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Batch [4560] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [4560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [4580] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[23] Batch [4580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [4600] Speed: 6.25 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [4600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [4620] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[23] Batch [4620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4640] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[23] Batch [4640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[23] Batch [4660] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[23] Batch [4680] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [4680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [4700] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[23] Batch [4700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4720] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[23] Batch [4720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4740] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[23] Batch [4740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[23] Batch [4760] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[23] Batch [4760] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [4780] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [4780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[23] Batch [4800] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[23] Batch [4800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[23] Batch [4820] Speed: 6.26 samples/sec Train-accuracy=0.387500
+INFO:root:Epoch[23] Batch [4820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[23] Batch [4840] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[23] Batch [4840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4860] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[23] Batch [4860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[23] Batch [4880] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[23] Batch [4880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[23] Train-accuracy=0.666667
+INFO:root:Epoch[23] Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[23] Time cost=3122.582
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0024.params"
+INFO:root:Epoch[23] Validation-accuracy=0.493191
+INFO:root:Epoch[23] Validation-top_k_accuracy_5=0.812257
+INFO:root:Epoch[24] Batch [20] Speed: 6.26 samples/sec Train-accuracy=0.607143
+INFO:root:Epoch[24] Batch [20] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.833333
+INFO:root:Epoch[24] Batch [40] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [40] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [60] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [60] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [80] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [80] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [100] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[24] Batch [100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [120] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [140] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [160] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [160] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [180] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [200] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [220] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [240] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [260] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [280] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [280] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [300] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [320] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [340] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [360] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [380] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [380] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [400] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [400] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [420] Speed: 6.24 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [420] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [440] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [460] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [480] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [500] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [520] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[24] Batch [520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [540] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [540] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [560] Speed: 6.28 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [560] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [580] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [580] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [600] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [620] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [640] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [660] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [680] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [700] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [720] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [720] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [740] Speed: 6.27 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[24] Batch [760] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[24] Batch [780] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [800] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [820] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [820] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [840] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [860] Speed: 6.25 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [880] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [900] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [920] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [940] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [960] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [980] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [980] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1000] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [1000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [1020] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1040] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1040] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1060] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [1080] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1080] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1100] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[24] Batch [1120] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1120] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1140] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [1140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [1160] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [1180] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [1200] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [1200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1220] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [1220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [1240] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1260] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [1280] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1280] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1300] Speed: 6.27 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [1300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [1320] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [1320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [1340] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [1340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [1360] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [1360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [1380] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [1380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [1400] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1400] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1420] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [1420] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[24] Batch [1440] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [1460] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [1460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [1480] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1480] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1500] Speed: 6.28 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [1500] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [1520] Speed: 6.24 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [1520] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1540] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[24] Batch [1540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1560] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [1560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1580] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1600] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [1600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [1620] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [1620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1640] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [1640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [1660] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1680] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [1680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [1700] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [1720] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1720] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [1740] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1760] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [1760] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1780] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [1800] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [1820] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [1820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [1840] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [1840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1860] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [1860] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [1880] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [1880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [1900] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [1900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1920] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [1920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [1940] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [1940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [1960] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [1960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [1980] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [1980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2000] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [2000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [2020] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [2020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [2040] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2040] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [2060] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [2060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [2080] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [2080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2100] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [2100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2120] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [2120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [2140] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [2140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [2160] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [2180] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [2180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2200] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [2200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [2220] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [2220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2240] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [2240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [2260] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [2280] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2280] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [2300] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [2300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [2320] Speed: 6.25 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [2320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[24] Batch [2340] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [2340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[24] Batch [2360] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [2380] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [2380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [2400] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [2400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2420] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [2420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [2440] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [2440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [2460] Speed: 6.24 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [2460] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2480] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [2480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [2500] Speed: 6.28 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [2500] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [2520] Speed: 6.25 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[24] Batch [2520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[24] Batch [2540] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [2540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2560] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [2560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [2580] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [2580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [2600] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [2600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [2620] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [2620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[24] Batch [2640] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [2640] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [2660] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [2660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [2680] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [2680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2700] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [2700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [2720] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [2720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [2740] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [2740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.725000
+INFO:root:Epoch[24] Batch [2760] Speed: 6.26 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[24] Batch [2760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [2780] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [2780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2800] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [2800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [2820] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [2820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [2840] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [2860] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [2860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [2880] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [2880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [2900] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [2900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [2920] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [2920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2940] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [2940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [2960] Speed: 6.25 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [2960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [2980] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [2980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3000] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [3000] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3020] Speed: 6.18 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [3020] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3040] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [3040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [3060] Speed: 6.27 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[24] Batch [3060] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3080] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [3080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [3100] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [3100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3120] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [3120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3140] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3160] Speed: 6.27 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [3160] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3180] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [3180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [3200] Speed: 6.27 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [3200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [3220] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [3240] Speed: 6.27 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [3240] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [3260] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3260] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3280] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [3280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3300] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [3300] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3320] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [3320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [3340] Speed: 6.24 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3340] Speed: 6.24 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [3360] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [3360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3380] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [3380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [3400] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [3400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [3420] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [3440] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [3440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [3460] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3460] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [3480] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [3480] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [3500] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3500] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3520] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3540] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [3540] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3560] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [3560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [3580] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [3580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3600] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [3600] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [3620] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3620] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [3640] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[24] Batch [3640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.712500
+INFO:root:Epoch[24] Batch [3660] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [3660] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3680] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [3680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [3700] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [3700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [3720] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [3720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [3740] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [3740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [3760] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[24] Batch [3760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3780] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [3800] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [3820] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [3820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [3840] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [3840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3860] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [3860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [3880] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [3880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [3900] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [3900] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[24] Batch [3920] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [3920] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [3940] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [3940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [3960] Speed: 6.27 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [3960] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [3980] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [3980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [4000] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [4000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [4020] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [4020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [4040] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [4040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4060] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [4060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4080] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [4080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [4100] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [4100] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4120] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [4120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4140] Speed: 6.25 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[24] Batch [4140] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [4160] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [4160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[24] Batch [4180] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [4180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4200] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[24] Batch [4200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [4220] Speed: 6.25 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[24] Batch [4220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[24] Batch [4240] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [4240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [4260] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [4260] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [4280] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [4280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [4300] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [4300] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[24] Batch [4320] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [4320] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4340] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [4340] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4360] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [4360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [4380] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [4380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [4400] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [4400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[24] Batch [4420] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [4420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[24] Batch [4440] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [4440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [4460] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [4460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4480] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [4480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [4500] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [4500] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [4520] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [4520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[24] Batch [4540] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[24] Batch [4540] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[24] Batch [4560] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [4560] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4580] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [4580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4600] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[24] Batch [4600] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[24] Batch [4620] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[24] Batch [4620] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [4640] Speed: 6.28 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[24] Batch [4640] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4660] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [4660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Batch [4680] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[24] Batch [4680] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[24] Batch [4700] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [4700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4720] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[24] Batch [4720] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[24] Batch [4740] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[24] Batch [4740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4760] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[24] Batch [4760] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [4780] Speed: 6.27 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[24] Batch [4780] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[24] Batch [4800] Speed: 6.26 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[24] Batch [4800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4820] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[24] Batch [4820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[24] Batch [4840] Speed: 6.27 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[24] Batch [4840] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[24] Batch [4860] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[24] Batch [4860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[24] Batch [4880] Speed: 6.27 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[24] Batch [4880] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[24] Train-accuracy=0.607143
+INFO:root:Epoch[24] Train-top_k_accuracy_5=0.821429
+INFO:root:Epoch[24] Time cost=3123.519
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0025.params"
+INFO:root:Epoch[24] Validation-accuracy=0.500969
+INFO:root:Epoch[24] Validation-top_k_accuracy_5=0.825581
+INFO:root:Epoch[25] Batch [20] Speed: 6.27 samples/sec Train-accuracy=0.571429
+INFO:root:Epoch[25] Batch [20] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.857143
+INFO:root:Epoch[25] Batch [40] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [40] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [60] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [60] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [80] Speed: 6.27 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [80] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [100] Speed: 6.26 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[25] Batch [100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [120] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [140] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [140] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [160] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [160] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [180] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [200] Speed: 6.27 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [220] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [240] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [260] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [280] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [280] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [300] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [320] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [320] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [340] Speed: 6.27 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[25] Batch [340] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [360] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [360] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [380] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [400] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [420] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [440] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [460] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [480] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [500] Speed: 6.25 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [500] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [520] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [520] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [540] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [540] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [560] Speed: 6.26 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [580] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [600] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [620] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [620] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [640] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [640] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [660] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[25] Batch [660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [680] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [700] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [720] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [720] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [740] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [740] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [760] Speed: 6.27 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[25] Batch [760] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [780] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [780] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [800] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [800] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [820] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [840] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[25] Batch [840] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [860] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [860] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [880] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [900] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [900] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [920] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [920] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [940] Speed: 6.26 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [960] Speed: 6.26 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[25] Batch [960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [980] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [980] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1000] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1020] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [1020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1040] Speed: 6.27 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[25] Batch [1040] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [1060] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [1060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [1080] Speed: 6.26 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [1080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1100] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [1100] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1120] Speed: 6.27 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [1120] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1140] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1160] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [1160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1180] Speed: 6.25 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [1180] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1200] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [1200] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1220] Speed: 6.27 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1220] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1240] Speed: 6.25 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [1240] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1260] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[25] Batch [1260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1300] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [1340] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [1340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [1360] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [1360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1400] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[25] Batch [1400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[25] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1460] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [1460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1480] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [1480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1520] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [1520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[25] Batch [1620] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1660] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [1660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [1680] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [1680] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [1700] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [1700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [1720] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [1720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1740] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [1740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1760] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [1760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1780] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [1780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1860] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [1860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [1900] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [1900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2000] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [2000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [2020] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[25] Batch [2020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2060] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [2060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[25] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2100] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2120] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [2120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2160] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[25] Batch [2160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[25] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2240] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [2240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [2260] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [2280] Speed: 6.23 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [2280] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[25] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[25] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [2320] Speed: 6.22 samples/sec Train-accuracy=0.400000
+INFO:root:Epoch[25] Batch [2320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[25] Batch [2340] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [2340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[25] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2520] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [2520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[25] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[25] Batch [2560] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [2580] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [2580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [2600] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [2600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [2640] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [2640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[25] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [2680] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [2680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [2700] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [2700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [2720] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [2720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [2740] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [2740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.412500
+INFO:root:Epoch[25] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [2780] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [2780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [2860] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[25] Batch [2860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [2880] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [2880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [2900] Speed: 6.19 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [2900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [2920] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [2920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [2940] Speed: 6.19 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [2940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [2960] Speed: 6.19 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [2960] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [2980] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [2980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3060] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [3060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [3080] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[25] Batch [3080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [3100] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [3100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [3140] Speed: 6.21 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[25] Batch [3140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[25] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3180] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [3180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3220] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [3220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [3240] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [3240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [3260] Speed: 6.19 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [3260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [3280] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [3280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [3320] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [3320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3340] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [3340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3400] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [3420] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [3420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [3460] Speed: 6.19 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [3480] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [3480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [3500] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [3500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3540] Speed: 6.12 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [3540] Speed: 6.12 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [3560] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [3560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [3580] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[25] Batch [3580] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [3620] Speed: 6.19 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [3620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [3640] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [3640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [3700] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [3720] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [3720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [3780] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [3780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [3800] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [3800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [3820] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [3820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3840] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [3840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [3860] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [3880] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [3880] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [3900] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3920] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [3920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [3940] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4000] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [4000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [4020] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [4020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4040] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [4040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4060] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [4060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[25] Batch [4100] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [4100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [4140] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [4140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.737500
+INFO:root:Epoch[25] Batch [4160] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [4160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [4200] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[25] Batch [4200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [4220] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[25] Batch [4220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4260] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [4260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[25] Batch [4340] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [4340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[25] Batch [4360] Speed: 6.22 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[25] Batch [4360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [4380] Speed: 6.22 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[25] Batch [4380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [4400] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [4400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4440] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [4440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.750000
+INFO:root:Epoch[25] Batch [4460] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [4460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[25] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [4520] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [4520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [4540] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [4540] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[25] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[25] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4600] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [4600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[25] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[25] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4640] Speed: 6.18 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[25] Batch [4640] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[25] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[25] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4680] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [4680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[25] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[25] Batch [4720] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[25] Batch [4720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[25] Batch [4740] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[25] Batch [4740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4760] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [4760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[25] Batch [4780] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[25] Batch [4780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4800] Speed: 6.20 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[25] Batch [4800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Batch [4820] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[25] Batch [4820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[25] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[25] Batch [4860] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[25] Batch [4860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[25] Batch [4880] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[25] Batch [4880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[25] Train-accuracy=0.642857
+INFO:root:Epoch[25] Train-top_k_accuracy_5=0.857143
+INFO:root:Epoch[25] Time cost=3142.696
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0026.params"
+INFO:root:Epoch[25] Validation-accuracy=0.500973
+INFO:root:Epoch[25] Validation-top_k_accuracy_5=0.831712
+INFO:root:Epoch[26] Batch [20] Speed: 6.21 samples/sec Train-accuracy=0.583333
+INFO:root:Epoch[26] Batch [20] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.857143
+INFO:root:Epoch[26] Batch [40] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [40] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [80] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [80] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [140] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [160] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.425000
+INFO:root:Epoch[26] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [220] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [280] Speed: 6.19 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [280] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[26] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [320] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [340] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [340] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [360] Speed: 6.20 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[26] Batch [360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [380] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [400] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [440] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [460] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [500] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[26] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [560] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [580] Speed: 6.19 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [580] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [620] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [640] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [660] Speed: 6.23 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [660] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [680] Speed: 6.23 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [680] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [700] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [720] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [740] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [760] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [800] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [820] Speed: 6.23 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[26] Batch [820] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[26] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [940] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [960] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [980] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1000] Speed: 6.19 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [1020] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [1020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1040] Speed: 6.18 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [1040] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1060] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1060] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [1120] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1120] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1140] Speed: 6.19 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[26] Batch [1140] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1160] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [1160] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[26] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1220] Speed: 6.19 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [1220] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [1240] Speed: 6.20 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[26] Batch [1240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [1260] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [1260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [1280] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [1280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1300] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [1300] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[26] Batch [1380] Speed: 6.19 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1380] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1420] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [1420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1440] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [1440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1480] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [1480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [1500] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1520] Speed: 6.22 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[26] Batch [1520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [1540] Speed: 6.23 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [1540] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [1580] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [1580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [1620] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [1620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [1660] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [1660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [1700] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1720] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [1720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [1740] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [1740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1780] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [1780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [1800] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [1800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1820] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [1820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1840] Speed: 6.19 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [1840] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [1860] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [1940] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1940] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [1960] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [1960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2000] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [2000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2020] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2020] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [2040] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [2040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[26] Batch [2060] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [2060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2080] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [2080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [2100] Speed: 6.19 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [2100] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [2120] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [2120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2140] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [2140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [2160] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [2160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2180] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [2220] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [2220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2240] Speed: 6.22 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[26] Batch [2240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[26] Batch [2260] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [2260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [2280] Speed: 6.17 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [2280] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2300] Speed: 6.22 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[26] Batch [2300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2320] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [2320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2340] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [2340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [2400] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [2400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2420] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [2420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[26] Batch [2460] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [2460] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [2480] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [2480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [2500] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [2500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [2520] Speed: 6.21 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[26] Batch [2520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [2560] Speed: 6.19 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [2560] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2600] Speed: 6.14 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [2600] Speed: 6.14 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [2620] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [2620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [2660] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [2660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [2680] Speed: 6.19 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [2680] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2700] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [2700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [2720] Speed: 6.20 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[26] Batch [2720] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [2740] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [2740] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.775000
+INFO:root:Epoch[26] Batch [2760] Speed: 6.23 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2760] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [2780] Speed: 6.21 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[26] Batch [2780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [2800] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2820] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [2840] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[26] Batch [2840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [2860] Speed: 6.23 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [2860] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [2880] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[26] Batch [2880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[26] Batch [2900] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [2900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [2920] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [2920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [2940] Speed: 6.19 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [2940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [2960] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [2960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [2980] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [2980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3000] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [3000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3020] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [3020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [3040] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [3040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3060] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3080] Speed: 6.23 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[26] Batch [3080] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [3100] Speed: 6.19 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [3100] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [3120] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [3120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [3140] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [3140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3200] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.975000
+INFO:root:Epoch[26] Batch [3240] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [3260] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [3260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3280] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [3280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [3300] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3340] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3360] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [3380] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [3420] Speed: 6.19 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[26] Batch [3420] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[26] Batch [3440] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [3440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [3500] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [3500] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [3520] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [3520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [3560] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3600] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [3600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3620] Speed: 6.21 samples/sec Train-accuracy=0.712500
+INFO:root:Epoch[26] Batch [3620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [3660] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [3660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [3680] Speed: 6.21 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[26] Batch [3680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [3700] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[26] Batch [3720] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3720] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3740] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3760] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[26] Batch [3780] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [3780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [3800] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [3800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [3820] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [3860] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [3860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [3880] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3900] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [3900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [3920] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [3920] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [3940] Speed: 6.19 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3940] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [3960] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [3980] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [3980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4000] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [4000] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4020] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [4020] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4040] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4040] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4060] Speed: 6.19 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [4060] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [4080] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[26] Batch [4100] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [4120] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [4120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [4140] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [4140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4160] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [4160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4180] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [4200] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [4240] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[26] Batch [4240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4260] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [4260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4280] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[26] Batch [4280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[26] Batch [4320] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [4320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4340] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [4360] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [4360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [4380] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4380] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [4420] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [4420] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4440] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[26] Batch [4440] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4460] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4480] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4500] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[26] Batch [4520] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[26] Batch [4520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [4540] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4560] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[26] Batch [4560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4580] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[26] Batch [4580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.737500
+INFO:root:Epoch[26] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[26] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4640] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[26] Batch [4640] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[26] Batch [4660] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [4660] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[26] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4700] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[26] Batch [4700] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[26] Batch [4720] Speed: 6.19 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4720] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[26] Batch [4740] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4740] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4760] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[26] Batch [4760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4780] Speed: 6.19 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[26] Batch [4780] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[26] Batch [4800] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[26] Batch [4800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[26] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[26] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[26] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4860] Speed: 6.19 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[26] Batch [4860] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[26] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[26] Train-accuracy=0.428571
+INFO:root:Epoch[26] Train-top_k_accuracy_5=0.928571
+INFO:root:Epoch[26] Time cost=3149.388
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0027.params"
+INFO:root:Epoch[26] Validation-accuracy=0.512646
+INFO:root:Epoch[26] Validation-top_k_accuracy_5=0.836576
+INFO:root:Epoch[27] Batch [20] Speed: 6.22 samples/sec Train-accuracy=0.654762
+INFO:root:Epoch[27] Batch [20] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.892857
+INFO:root:Epoch[27] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[27] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [60] Speed: 6.19 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [60] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[27] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.450000
+INFO:root:Epoch[27] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [220] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [240] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [260] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [260] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [280] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [280] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [320] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [340] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [360] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [400] Speed: 6.19 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [400] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [420] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [460] Speed: 6.19 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [460] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [480] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [500] Speed: 6.18 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [500] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [520] Speed: 6.20 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [520] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [540] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [560] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [580] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [600] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [620] Speed: 6.19 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [620] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [640] Speed: 6.23 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [640] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [700] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [720] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [800] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [820] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [820] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [840] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [860] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [860] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [900] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [920] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [920] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [940] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [960] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [960] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [980] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [980] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[27] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [1060] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [1060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1080] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [1080] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1100] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [1100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1120] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [1120] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1140] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [1140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [1180] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [1180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [1200] Speed: 6.21 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [1200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [1220] Speed: 6.23 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [1220] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [1240] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [1240] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [1260] Speed: 6.19 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [1260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1280] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [1280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [1300] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [1300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [1320] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [1320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [1340] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [1340] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[27] Batch [1360] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [1360] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1380] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [1380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1400] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [1400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [1420] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [1420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1440] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [1440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [1460] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [1460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1480] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [1480] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[27] Batch [1500] Speed: 6.20 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[27] Batch [1500] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1520] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[27] Batch [1520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1540] Speed: 6.20 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [1540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [1560] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [1560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [1580] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [1600] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [1600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [1620] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [1620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [1640] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [1640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1660] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1680] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [1680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [1700] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [1700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [1720] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [1740] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [1760] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [1760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1780] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [1780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [1800] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [1820] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [1820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [1840] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [1840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1860] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [1860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1880] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [1880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1900] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [1900] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [1920] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [1920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [1940] Speed: 6.21 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[27] Batch [1940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [1960] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [1960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [1980] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [1980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2000] Speed: 6.19 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [2000] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2020] Speed: 6.11 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [2020] Speed: 6.11 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[27] Batch [2040] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2060] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [2060] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2080] Speed: 6.19 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2080] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [2100] Speed: 6.19 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2100] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2120] Speed: 6.14 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2120] Speed: 6.14 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2140] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2140] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2160] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[27] Batch [2160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2180] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[27] Batch [2200] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2220] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [2220] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.762500
+INFO:root:Epoch[27] Batch [2240] Speed: 6.15 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2240] Speed: 6.15 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2260] Speed: 6.19 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [2260] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2280] Speed: 6.18 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [2280] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[27] Batch [2300] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [2300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2320] Speed: 6.19 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2320] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2340] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [2340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2360] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2380] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2400] Speed: 6.23 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2400] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2420] Speed: 6.23 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [2420] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2440] Speed: 6.21 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [2440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[27] Batch [2460] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2480] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [2480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2500] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [2500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2520] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [2520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [2540] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2560] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2580] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [2580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [2600] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [2600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [2620] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [2620] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2640] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [2640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [2660] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2680] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [2680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2700] Speed: 6.20 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [2700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [2720] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [2720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [2740] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [2740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [2760] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [2760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [2780] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [2780] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2800] Speed: 6.20 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[27] Batch [2800] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2820] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [2820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2840] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [2840] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2860] Speed: 6.16 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2860] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2880] Speed: 6.14 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [2880] Speed: 6.14 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [2900] Speed: 6.22 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[27] Batch [2900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [2920] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [2920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [2940] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [2940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [2960] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [2960] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [2980] Speed: 6.16 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [2980] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [3000] Speed: 6.15 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [3000] Speed: 6.15 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3020] Speed: 6.14 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [3020] Speed: 6.14 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3040] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [3040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [3060] Speed: 6.18 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3060] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3080] Speed: 6.16 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [3080] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.787500
+INFO:root:Epoch[27] Batch [3100] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [3100] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [3120] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [3120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3140] Speed: 6.18 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [3140] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[27] Batch [3160] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [3180] Speed: 6.20 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [3180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3200] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [3200] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [3220] Speed: 6.21 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[27] Batch [3220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [3240] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [3240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [3260] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [3260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3280] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [3280] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3300] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [3300] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3320] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [3320] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3340] Speed: 6.19 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [3340] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [3360] Speed: 6.23 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [3360] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [3380] Speed: 6.23 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [3380] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3400] Speed: 6.20 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [3400] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [3420] Speed: 6.16 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [3420] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [3440] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [3440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3460] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [3460] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3480] Speed: 6.22 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [3480] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3500] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [3500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [3520] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [3520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3540] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [3540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3560] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [3560] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3580] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [3580] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[27] Batch [3600] Speed: 6.22 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[27] Batch [3600] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [3620] Speed: 6.20 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[27] Batch [3620] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3640] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [3640] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [3660] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [3660] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [3680] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [3680] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [3700] Speed: 6.22 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [3700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3720] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [3720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3740] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [3740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[27] Batch [3760] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3780] Speed: 6.22 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [3780] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [3800] Speed: 6.22 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [3800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [3820] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3820] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [3840] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [3840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3860] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [3880] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [3880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3900] Speed: 6.20 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [3900] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [3920] Speed: 6.19 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [3920] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [3940] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3940] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [3960] Speed: 6.13 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [3960] Speed: 6.13 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [3980] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [3980] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [4000] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [4000] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4020] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [4020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[27] Batch [4040] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [4040] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [4060] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [4060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [4080] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [4080] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4100] Speed: 6.18 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [4100] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [4120] Speed: 6.18 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[27] Batch [4120] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4140] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[27] Batch [4140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4160] Speed: 6.22 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [4160] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [4180] Speed: 6.16 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[27] Batch [4180] Speed: 6.16 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [4200] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [4200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[27] Batch [4220] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [4220] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[27] Batch [4240] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [4240] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [4260] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [4260] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [4280] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [4280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [4300] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [4300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4320] Speed: 6.20 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[27] Batch [4320] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[27] Batch [4340] Speed: 6.23 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [4340] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4360] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [4360] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [4380] Speed: 6.20 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [4380] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [4400] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [4400] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[27] Batch [4420] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[27] Batch [4420] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[27] Batch [4440] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [4440] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [4460] Speed: 6.22 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [4460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4480] Speed: 6.17 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[27] Batch [4480] Speed: 6.17 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4500] Speed: 6.15 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [4500] Speed: 6.15 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4520] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [4520] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4540] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [4540] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4560] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[27] Batch [4560] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4580] Speed: 6.23 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [4580] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [4600] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [4600] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Batch [4620] Speed: 6.21 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[27] Batch [4620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4640] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[27] Batch [4640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[27] Batch [4660] Speed: 6.19 samples/sec Train-accuracy=0.712500
+INFO:root:Epoch[27] Batch [4660] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [4680] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[27] Batch [4680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [4700] Speed: 6.22 samples/sec Train-accuracy=0.462500
+INFO:root:Epoch[27] Batch [4700] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4720] Speed: 6.23 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[27] Batch [4720] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[27] Batch [4740] Speed: 6.18 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[27] Batch [4740] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4760] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[27] Batch [4760] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [4780] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [4780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4800] Speed: 6.22 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[27] Batch [4800] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Batch [4820] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[27] Batch [4820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[27] Batch [4840] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[27] Batch [4840] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[27] Batch [4860] Speed: 6.22 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[27] Batch [4860] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[27] Batch [4880] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[27] Batch [4880] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[27] Train-accuracy=0.666667
+INFO:root:Epoch[27] Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[27] Time cost=3149.047
+INFO:root:Saved checkpoint to "./models/resnext-50-standford-512-lr-0.01-0028.params"
+INFO:root:Epoch[27] Validation-accuracy=0.521401
+INFO:root:Epoch[27] Validation-top_k_accuracy_5=0.825875
+INFO:root:Epoch[28] Batch [20] Speed: 6.22 samples/sec Train-accuracy=0.630952
+INFO:root:Epoch[28] Batch [20] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.857143
+INFO:root:Epoch[28] Batch [40] Speed: 6.20 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [40] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.812500
+INFO:root:Epoch[28] Batch [60] Speed: 6.21 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[28] Batch [60] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [80] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [80] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [100] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [100] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [120] Speed: 6.22 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [120] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [140] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [140] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [160] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [180] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [180] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [200] Speed: 6.21 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [200] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [220] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [220] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [240] Speed: 6.20 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[28] Batch [240] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [260] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [260] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [280] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [280] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [300] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [300] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [320] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [320] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [340] Speed: 6.22 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [340] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [360] Speed: 6.22 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [360] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [380] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [380] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [400] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [400] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [420] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [420] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [440] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [440] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [460] Speed: 6.22 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[28] Batch [460] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [480] Speed: 6.21 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [480] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [500] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [500] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [520] Speed: 6.21 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[28] Batch [520] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [540] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [540] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [560] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [560] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [580] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [580] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [600] Speed: 6.20 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[28] Batch [600] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [620] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[28] Batch [620] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [640] Speed: 6.22 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [640] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [660] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [660] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [680] Speed: 6.21 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[28] Batch [680] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [700] Speed: 6.20 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[28] Batch [700] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [720] Speed: 6.22 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [720] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [740] Speed: 6.21 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [740] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [760] Speed: 6.21 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [760] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[28] Batch [780] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [780] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [800] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [800] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [820] Speed: 6.21 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [820] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [840] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [840] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [860] Speed: 6.20 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [860] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [880] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [880] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [900] Speed: 6.22 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [900] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [920] Speed: 6.21 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [920] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [940] Speed: 6.21 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [940] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[28] Batch [960] Speed: 6.22 samples/sec Train-accuracy=0.437500
+INFO:root:Epoch[28] Batch [960] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [980] Speed: 6.22 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [980] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1000] Speed: 6.21 samples/sec Train-accuracy=0.512500
+INFO:root:Epoch[28] Batch [1000] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.800000
+INFO:root:Epoch[28] Batch [1020] Speed: 6.21 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1020] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [1040] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1040] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1060] Speed: 6.22 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1060] Speed: 6.22 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [1080] Speed: 6.19 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [1080] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1100] Speed: 6.20 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1100] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1120] Speed: 6.23 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [1120] Speed: 6.23 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1140] Speed: 6.21 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [1140] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1160] Speed: 6.21 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [1160] Speed: 6.21 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [1180] Speed: 6.20 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1180] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [1200] Speed: 6.20 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [1200] Speed: 6.20 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1220] Speed: 6.25 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [1220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [1240] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [1240] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1260] Speed: 6.27 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [1260] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1280] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [1280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1300] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1300] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1320] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [1320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1340] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [1360] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [1360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1380] Speed: 6.26 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[28] Batch [1380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [1400] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [1400] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1420] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [1420] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1440] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1460] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1460] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1480] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1480] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [1500] Speed: 6.25 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [1500] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1520] Speed: 6.25 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [1520] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1540] Speed: 6.25 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [1540] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1560] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[28] Batch [1560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1580] Speed: 6.26 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [1580] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [1600] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [1600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1620] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [1620] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [1640] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [1640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1660] Speed: 6.25 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [1660] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [1680] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [1680] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [1700] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [1720] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1720] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [1740] Speed: 6.25 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [1740] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [1760] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1760] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[28] Batch [1780] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1780] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1800] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [1820] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [1820] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1840] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1860] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [1860] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [1880] Speed: 6.25 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1880] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [1900] Speed: 6.19 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[28] Batch [1900] Speed: 6.19 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [1920] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [1920] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [1940] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [1940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [1960] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [1960] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [1980] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [1980] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2000] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [2000] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [2020] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2020] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2040] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2060] Speed: 6.26 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2060] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2080] Speed: 6.26 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[28] Batch [2080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2100] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [2100] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2120] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [2120] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2140] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [2140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2160] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[28] Batch [2160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2180] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [2180] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [2200] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2200] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [2220] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2220] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2240] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [2240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [2260] Speed: 6.26 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [2260] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[28] Batch [2280] Speed: 6.26 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[28] Batch [2280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2300] Speed: 6.25 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [2300] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [2320] Speed: 6.26 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[28] Batch [2320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [2340] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [2340] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2360] Speed: 6.27 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [2360] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [2380] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2380] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2400] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [2400] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [2420] Speed: 6.27 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2420] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2440] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [2440] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [2460] Speed: 6.25 samples/sec Train-accuracy=0.687500
+INFO:root:Epoch[28] Batch [2460] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [2480] Speed: 6.27 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2480] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [2500] Speed: 6.18 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2500] Speed: 6.18 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2520] Speed: 6.27 samples/sec Train-accuracy=0.475000
+INFO:root:Epoch[28] Batch [2520] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [2540] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2540] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [2560] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2560] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [2580] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2580] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2600] Speed: 6.25 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [2600] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [2620] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2620] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2640] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [2640] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2660] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [2660] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2680] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [2680] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2700] Speed: 6.26 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [2700] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.937500
+INFO:root:Epoch[28] Batch [2720] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2720] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2740] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [2740] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[28] Batch [2760] Speed: 6.25 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2760] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2780] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [2780] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2800] Speed: 6.26 samples/sec Train-accuracy=0.525000
+INFO:root:Epoch[28] Batch [2800] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [2820] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [2820] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2840] Speed: 6.25 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [2840] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [2860] Speed: 6.25 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [2860] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2880] Speed: 6.26 samples/sec Train-accuracy=0.675000
+INFO:root:Epoch[28] Batch [2880] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [2900] Speed: 6.28 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [2900] Speed: 6.28 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [2920] Speed: 6.25 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [2920] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [2940] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [2940] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[28] Batch [2960] Speed: 6.26 samples/sec Train-accuracy=0.500000
+INFO:root:Epoch[28] Batch [2960] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.825000
+INFO:root:Epoch[28] Batch [2980] Speed: 6.27 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [2980] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [3000] Speed: 6.27 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [3000] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [3020] Speed: 6.25 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [3020] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [3040] Speed: 6.26 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [3040] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [3060] Speed: 6.25 samples/sec Train-accuracy=0.662500
+INFO:root:Epoch[28] Batch [3060] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [3080] Speed: 6.26 samples/sec Train-accuracy=0.550000
+INFO:root:Epoch[28] Batch [3080] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.837500
+INFO:root:Epoch[28] Batch [3100] Speed: 6.27 samples/sec Train-accuracy=0.537500
+INFO:root:Epoch[28] Batch [3100] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.875000
+INFO:root:Epoch[28] Batch [3120] Speed: 6.26 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [3120] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [3140] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [3140] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[28] Batch [3160] Speed: 6.26 samples/sec Train-accuracy=0.587500
+INFO:root:Epoch[28] Batch [3160] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.887500
+INFO:root:Epoch[28] Batch [3180] Speed: 6.25 samples/sec Train-accuracy=0.487500
+INFO:root:Epoch[28] Batch [3180] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.850000
+INFO:root:Epoch[28] Batch [3200] Speed: 6.27 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [3200] Speed: 6.27 samples/sec Train-top_k_accuracy_5=0.950000
+INFO:root:Epoch[28] Batch [3220] Speed: 6.26 samples/sec Train-accuracy=0.725000
+INFO:root:Epoch[28] Batch [3220] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.962500
+INFO:root:Epoch[28] Batch [3240] Speed: 6.26 samples/sec Train-accuracy=0.562500
+INFO:root:Epoch[28] Batch [3240] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [3260] Speed: 6.25 samples/sec Train-accuracy=0.625000
+INFO:root:Epoch[28] Batch [3260] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [3280] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [3280] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [3300] Speed: 6.25 samples/sec Train-accuracy=0.612500
+INFO:root:Epoch[28] Batch [3300] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.900000
+INFO:root:Epoch[28] Batch [3320] Speed: 6.26 samples/sec Train-accuracy=0.575000
+INFO:root:Epoch[28] Batch [3320] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.862500
+INFO:root:Epoch[28] Batch [3340] Speed: 6.25 samples/sec Train-accuracy=0.650000
+INFO:root:Epoch[28] Batch [3340] Speed: 6.25 samples/sec Train-top_k_accuracy_5=0.925000
+INFO:root:Epoch[28] Batch [3360] Speed: 6.26 samples/sec Train-accuracy=0.600000
+INFO:root:Epoch[28] Batch [3360] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.912500
+INFO:root:Epoch[28] Batch [3380] Speed: 6.26 samples/sec Train-accuracy=0.637500
+INFO:root:Epoch[28] Batch [3380] Speed: 6.26 samples/sec Train-top_k_accuracy_5=0.900000
diff --git a/tools/train-log-analyser/train-log-demo2.log b/tools/train-log-analyser/train-log-demo2.log
new file mode 100644
index 0000000000..12c580080f
--- /dev/null
+++ b/tools/train-log-analyser/train-log-demo2.log
@@ -0,0 +1,226 @@
+[08:43:47] src/nnvm/legacy_json_util.cc:190: Loading symbol saved by previous version v0.9.5. Attempting to upgrade...
+[08:43:47] src/nnvm/legacy_json_util.cc:198: Symbol successfully upgraded!
+[08:43:48] src/io/iter_image_recordio_2.cc:153: ImageRecordIOParser2: ../../data/mx-512-qua-99-ratio-0.95_train.rec, use 8 threads for decoding..
+[08:43:49] src/io/iter_image_recordio_2.cc:153: ImageRecordIOParser2: ../../data/mx-512-qua-99-ratio-0.95_val.rec, use 8 threads for decoding..
+[08:43:55] src/operator/././cudnn_algoreg-inl.h:112: Running performance tests to find the best convolution algorithm, this can take a while... (setting env variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
+[08:44:20] src/kvstore/././comm.h:327: only 4 out of 12 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off
+[08:44:20] src/kvstore/././comm.h:336: .v..
+[08:44:20] src/kvstore/././comm.h:336: v...
+[08:44:20] src/kvstore/././comm.h:336: ...v
+[08:44:20] src/kvstore/././comm.h:336: ..v.
+2017-10-28 08:45:29,624 Epoch[0] Batch [100] Speed: 55.15 samples/sec accuracy=0.009351
+2017-10-28 08:46:35,604 Epoch[0] Batch [200] Speed: 54.56 samples/sec accuracy=0.008611
+2017-10-28 08:47:21,538 Epoch[0] Train-accuracy=0.012077
+2017-10-28 08:47:21,538 Epoch[0] Time cost=183.841
+2017-10-28 08:47:23,702 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0001.params"
+2017-10-28 08:47:26,481 Epoch[0] Validation-accuracy=0.007937
+2017-10-28 08:48:34,973 Epoch[1] Batch [100] Speed: 52.74 samples/sec accuracy=0.013751
+2017-10-28 08:49:44,629 Epoch[1] Batch [200] Speed: 51.68 samples/sec accuracy=0.011667
+2017-10-28 08:50:32,134 Epoch[1] Train-accuracy=0.015298
+2017-10-28 08:50:32,134 Epoch[1] Time cost=185.653
+2017-10-28 08:50:34,225 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0002.params"
+2017-10-28 08:50:36,985 Epoch[1] Validation-accuracy=0.015873
+2017-10-28 08:51:45,861 Epoch[2] Batch [100] Speed: 52.44 samples/sec accuracy=0.015677
+2017-10-28 08:52:54,894 Epoch[2] Batch [200] Speed: 52.15 samples/sec accuracy=0.014167
+2017-10-28 08:53:42,311 Epoch[2] Train-accuracy=0.019324
+2017-10-28 08:53:42,311 Epoch[2] Time cost=185.326
+2017-10-28 08:53:44,326 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0003.params"
+2017-10-28 08:53:47,036 Epoch[2] Validation-accuracy=0.021825
+2017-10-28 08:54:56,087 Epoch[3] Batch [100] Speed: 52.31 samples/sec accuracy=0.015402
+2017-10-28 08:56:04,714 Epoch[3] Batch [200] Speed: 52.46 samples/sec accuracy=0.013611
+2017-10-28 08:56:51,411 Epoch[3] Train-accuracy=0.020016
+2017-10-28 08:56:51,411 Epoch[3] Time cost=184.374
+2017-10-28 08:56:53,506 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0004.params"
+2017-10-28 08:56:56,461 Epoch[3] Validation-accuracy=0.022222
+2017-10-28 08:58:05,214 Epoch[4] Batch [100] Speed: 52.55 samples/sec accuracy=0.019527
+2017-10-28 08:59:13,989 Epoch[4] Batch [200] Speed: 52.34 samples/sec accuracy=0.020556
+2017-10-28 09:00:01,520 Epoch[4] Train-accuracy=0.024960
+2017-10-28 09:00:01,520 Epoch[4] Time cost=185.058
+2017-10-28 09:00:03,677 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0005.params"
+2017-10-28 09:00:06,415 Epoch[4] Validation-accuracy=0.027778
+2017-10-28 09:01:14,977 Epoch[5] Batch [100] Speed: 52.68 samples/sec accuracy=0.029153
+2017-10-28 09:02:23,373 Epoch[5] Batch [200] Speed: 52.64 samples/sec accuracy=0.025000
+2017-10-28 09:03:10,705 Epoch[5] Train-accuracy=0.028986
+2017-10-28 09:03:10,705 Epoch[5] Time cost=184.289
+2017-10-28 09:03:12,815 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0006.params"
+2017-10-28 09:03:15,550 Epoch[5] Validation-accuracy=0.033730
+2017-10-28 09:04:23,911 Epoch[6] Batch [100] Speed: 52.85 samples/sec accuracy=0.038229
+2017-10-28 09:05:32,231 Epoch[6] Batch [200] Speed: 52.69 samples/sec accuracy=0.042778
+2017-10-28 09:06:19,362 Epoch[6] Train-accuracy=0.044686
+2017-10-28 09:06:19,362 Epoch[6] Time cost=183.812
+2017-10-28 09:06:21,442 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0007.params"
+2017-10-28 09:06:24,199 Epoch[6] Validation-accuracy=0.063492
+2017-10-28 09:07:32,672 Epoch[7] Batch [100] Speed: 52.75 samples/sec accuracy=0.048130
+2017-10-28 09:08:41,253 Epoch[7] Batch [200] Speed: 52.49 samples/sec accuracy=0.053333
+2017-10-28 09:09:27,896 Epoch[7] Train-accuracy=0.053513
+2017-10-28 09:09:27,896 Epoch[7] Time cost=183.697
+2017-10-28 09:09:29,931 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0008.params"
+2017-10-28 09:09:32,684 Epoch[7] Validation-accuracy=0.053571
+2017-10-28 09:10:41,723 Epoch[8] Batch [100] Speed: 52.31 samples/sec accuracy=0.052805
+2017-10-28 09:11:50,262 Epoch[8] Batch [200] Speed: 52.53 samples/sec accuracy=0.062778
+2017-10-28 09:12:37,592 Epoch[8] Train-accuracy=0.070451
+2017-10-28 09:12:37,592 Epoch[8] Time cost=184.908
+2017-10-28 09:12:39,659 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0009.params"
+2017-10-28 09:12:42,741 Epoch[8] Validation-accuracy=0.075926
+2017-10-28 09:13:51,630 Epoch[9] Batch [100] Speed: 52.43 samples/sec accuracy=0.065457
+2017-10-28 09:15:00,419 Epoch[9] Batch [200] Speed: 52.33 samples/sec accuracy=0.071389
+2017-10-28 09:15:47,873 Epoch[9] Train-accuracy=0.070451
+2017-10-28 09:15:47,873 Epoch[9] Time cost=185.131
+2017-10-28 09:15:49,954 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0010.params"
+2017-10-28 09:15:52,718 Epoch[9] Validation-accuracy=0.073413
+2017-10-28 09:17:01,686 Epoch[10] Batch [100] Speed: 52.38 samples/sec accuracy=0.075358
+2017-10-28 09:18:10,546 Epoch[10] Batch [200] Speed: 52.28 samples/sec accuracy=0.079722
+2017-10-28 09:18:57,398 Epoch[10] Train-accuracy=0.083742
+2017-10-28 09:18:57,398 Epoch[10] Time cost=184.680
+2017-10-28 09:18:59,509 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0011.params"
+2017-10-28 09:19:02,268 Epoch[10] Validation-accuracy=0.095238
+2017-10-28 09:20:10,916 Epoch[11] Batch [100] Speed: 52.61 samples/sec accuracy=0.093784
+2017-10-28 09:21:19,385 Epoch[11] Batch [200] Speed: 52.58 samples/sec accuracy=0.103333
+2017-10-28 09:22:06,756 Epoch[11] Train-accuracy=0.099034
+2017-10-28 09:22:06,756 Epoch[11] Time cost=184.488
+2017-10-28 09:22:08,813 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0012.params"
+2017-10-28 09:22:11,586 Epoch[11] Validation-accuracy=0.091270
+2017-10-28 09:23:20,147 Epoch[12] Batch [100] Speed: 52.69 samples/sec accuracy=0.102860
+2017-10-28 09:24:28,555 Epoch[12] Batch [200] Speed: 52.63 samples/sec accuracy=0.102778
+2017-10-28 09:25:15,645 Epoch[12] Train-accuracy=0.112319
+2017-10-28 09:25:15,645 Epoch[12] Time cost=184.058
+2017-10-28 09:25:17,839 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0013.params"
+2017-10-28 09:25:20,800 Epoch[12] Validation-accuracy=0.090741
+2017-10-28 09:26:29,326 Epoch[13] Batch [100] Speed: 52.73 samples/sec accuracy=0.121287
+2017-10-28 09:27:37,627 Epoch[13] Batch [200] Speed: 52.71 samples/sec accuracy=0.125833
+2017-10-28 09:28:25,122 Epoch[13] Train-accuracy=0.129630
+2017-10-28 09:28:25,122 Epoch[13] Time cost=184.322
+2017-10-28 09:28:27,199 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0014.params"
+2017-10-28 09:28:29,907 Epoch[13] Validation-accuracy=0.093254
+2017-10-28 09:29:38,459 Epoch[14] Batch [100] Speed: 52.69 samples/sec accuracy=0.150990
+2017-10-28 09:30:47,136 Epoch[14] Batch [200] Speed: 52.42 samples/sec accuracy=0.142500
+2017-10-28 09:31:33,714 Epoch[14] Train-accuracy=0.152778
+2017-10-28 09:31:33,714 Epoch[14] Time cost=183.807
+2017-10-28 09:31:35,784 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0015.params"
+2017-10-28 09:31:38,530 Epoch[14] Validation-accuracy=0.154762
+2017-10-28 09:32:47,383 Epoch[15] Batch [100] Speed: 52.46 samples/sec accuracy=0.162816
+2017-10-28 09:33:56,006 Epoch[15] Batch [200] Speed: 52.46 samples/sec accuracy=0.160278
+2017-10-28 09:34:43,250 Epoch[15] Train-accuracy=0.176731
+2017-10-28 09:34:43,250 Epoch[15] Time cost=184.720
+2017-10-28 09:34:45,360 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0016.params"
+2017-10-28 09:34:48,134 Epoch[15] Validation-accuracy=0.164683
+2017-10-28 09:35:57,503 Epoch[16] Batch [100] Speed: 52.07 samples/sec accuracy=0.189494
+2017-10-28 09:37:06,129 Epoch[16] Batch [200] Speed: 52.46 samples/sec accuracy=0.190000
+2017-10-28 09:37:53,602 Epoch[16] Train-accuracy=0.208535
+2017-10-28 09:37:53,602 Epoch[16] Time cost=185.468
+2017-10-28 09:37:54,873 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0017.params"
+2017-10-28 09:37:57,605 Epoch[16] Validation-accuracy=0.172619
+2017-10-28 09:39:06,254 Epoch[17] Batch [100] Speed: 52.61 samples/sec accuracy=0.212596
+2017-10-28 09:40:14,326 Epoch[17] Batch [200] Speed: 52.89 samples/sec accuracy=0.223611
+2017-10-28 09:41:00,820 Epoch[17] Train-accuracy=0.227124
+2017-10-28 09:41:00,820 Epoch[17] Time cost=183.215
+2017-10-28 09:41:02,079 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0018.params"
+2017-10-28 09:41:05,157 Epoch[17] Validation-accuracy=0.194444
+2017-10-28 09:42:13,763 Epoch[18] Batch [100] Speed: 52.74 samples/sec accuracy=0.244224
+2017-10-28 09:43:22,202 Epoch[18] Batch [200] Speed: 52.60 samples/sec accuracy=0.254167
+2017-10-28 09:44:09,176 Epoch[18] Train-accuracy=0.270129
+2017-10-28 09:44:09,176 Epoch[18] Time cost=184.018
+2017-10-28 09:44:10,434 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0019.params"
+2017-10-28 09:44:13,194 Epoch[18] Validation-accuracy=0.226190
+2017-10-28 09:45:21,319 Epoch[19] Batch [100] Speed: 53.03 samples/sec accuracy=0.276128
+2017-10-28 09:46:29,349 Epoch[19] Batch [200] Speed: 52.92 samples/sec accuracy=0.288611
+2017-10-28 09:47:16,431 Epoch[19] Train-accuracy=0.315620
+2017-10-28 09:47:16,431 Epoch[19] Time cost=183.237
+2017-10-28 09:47:17,683 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0020.params"
+2017-10-28 09:47:20,416 Epoch[19] Validation-accuracy=0.251984
+2017-10-28 09:48:28,792 Epoch[20] Batch [100] Speed: 52.82 samples/sec accuracy=0.309131
+2017-10-28 09:49:37,144 Epoch[20] Batch [200] Speed: 52.67 samples/sec accuracy=0.336111
+2017-10-28 09:50:24,399 Epoch[20] Train-accuracy=0.347424
+2017-10-28 09:50:24,400 Epoch[20] Time cost=183.984
+2017-10-28 09:50:25,630 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0021.params"
+2017-10-28 09:50:28,409 Epoch[20] Validation-accuracy=0.345238
+2017-10-28 09:51:36,806 Epoch[21] Batch [100] Speed: 52.81 samples/sec accuracy=0.353685
+2017-10-28 09:52:45,076 Epoch[21] Batch [200] Speed: 52.73 samples/sec accuracy=0.362222
+2017-10-28 09:53:31,635 Epoch[21] Train-accuracy=0.383987
+2017-10-28 09:53:31,635 Epoch[21] Time cost=183.226
+2017-10-28 09:53:32,897 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0022.params"
+2017-10-28 09:53:35,807 Epoch[21] Validation-accuracy=0.305556
+2017-10-28 09:54:44,494 Epoch[22] Batch [100] Speed: 52.59 samples/sec accuracy=0.395215
+2017-10-28 09:55:53,147 Epoch[22] Batch [200] Speed: 52.44 samples/sec accuracy=0.395833
+2017-10-28 09:56:40,409 Epoch[22] Train-accuracy=0.423913
+2017-10-28 09:56:40,409 Epoch[22] Time cost=184.602
+2017-10-28 09:56:41,660 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0023.params"
+2017-10-28 09:56:44,426 Epoch[22] Validation-accuracy=0.359127
+2017-10-28 09:57:53,119 Epoch[23] Batch [100] Speed: 52.59 samples/sec accuracy=0.429593
+2017-10-28 09:59:01,537 Epoch[23] Batch [200] Speed: 52.62 samples/sec accuracy=0.428611
+2017-10-28 09:59:48,751 Epoch[23] Train-accuracy=0.440419
+2017-10-28 09:59:48,752 Epoch[23] Time cost=184.325
+2017-10-28 09:59:50,110 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0024.params"
+2017-10-28 09:59:52,859 Epoch[23] Validation-accuracy=0.402778
+2017-10-28 10:01:01,607 Epoch[24] Batch [100] Speed: 52.54 samples/sec accuracy=0.460396
+2017-10-28 10:02:09,755 Epoch[24] Batch [200] Speed: 52.83 samples/sec accuracy=0.472222
+2017-10-28 10:02:56,561 Epoch[24] Train-accuracy=0.479469
+2017-10-28 10:02:56,561 Epoch[24] Time cost=183.702
+2017-10-28 10:02:57,800 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0025.params"
+2017-10-28 10:03:00,499 Epoch[24] Validation-accuracy=0.380952
+2017-10-28 10:04:09,349 Epoch[25] Batch [100] Speed: 52.46 samples/sec accuracy=0.493949
+2017-10-28 10:05:17,432 Epoch[25] Batch [200] Speed: 52.88 samples/sec accuracy=0.503333
+2017-10-28 10:06:03,692 Epoch[25] Train-accuracy=0.515931
+2017-10-28 10:06:03,692 Epoch[25] Time cost=183.193
+2017-10-28 10:06:04,966 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0026.params"
+2017-10-28 10:06:07,675 Epoch[25] Validation-accuracy=0.373016
+2017-10-28 10:07:15,870 Epoch[26] Batch [100] Speed: 52.97 samples/sec accuracy=0.525028
+2017-10-28 10:08:24,253 Epoch[26] Batch [200] Speed: 52.64 samples/sec accuracy=0.538333
+2017-10-28 10:09:11,097 Epoch[26] Train-accuracy=0.547504
+2017-10-28 10:09:11,097 Epoch[26] Time cost=183.422
+2017-10-28 10:09:12,348 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0027.params"
+2017-10-28 10:09:15,443 Epoch[26] Validation-accuracy=0.431481
+2017-10-28 10:10:24,100 Epoch[27] Batch [100] Speed: 52.62 samples/sec accuracy=0.550055
+2017-10-28 10:11:32,556 Epoch[27] Batch [200] Speed: 52.59 samples/sec accuracy=0.584167
+2017-10-28 10:12:19,646 Epoch[27] Train-accuracy=0.569646
+2017-10-28 10:12:19,647 Epoch[27] Time cost=184.204
+2017-10-28 10:12:20,976 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0028.params"
+2017-10-28 10:12:23,686 Epoch[27] Validation-accuracy=0.452381
+2017-10-28 10:13:32,565 Epoch[28] Batch [100] Speed: 52.45 samples/sec accuracy=0.580583
+2017-10-28 10:14:41,103 Epoch[28] Batch [200] Speed: 52.53 samples/sec accuracy=0.595833
+2017-10-28 10:15:27,850 Epoch[28] Train-accuracy=0.609069
+2017-10-28 10:15:27,850 Epoch[28] Time cost=184.163
+2017-10-28 10:15:29,083 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0029.params"
+2017-10-28 10:15:31,845 Epoch[28] Validation-accuracy=0.450397
+2017-10-28 10:16:40,666 Epoch[29] Batch [100] Speed: 52.48 samples/sec accuracy=0.604235
+2017-10-28 10:17:49,000 Epoch[29] Batch [200] Speed: 52.68 samples/sec accuracy=0.632778
+2017-10-28 10:18:36,235 Epoch[29] Train-accuracy=0.633655
+2017-10-28 10:18:36,235 Epoch[29] Time cost=184.389
+2017-10-28 10:18:37,524 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0030.params"
+2017-10-28 10:18:40,301 Epoch[29] Validation-accuracy=0.474206
+2017-10-28 10:19:48,790 Epoch[30] Batch [100] Speed: 52.75 samples/sec accuracy=0.643014
+2017-10-28 10:20:56,945 Epoch[30] Batch [200] Speed: 52.82 samples/sec accuracy=0.649167
+2017-10-28 10:21:43,895 Epoch[30] Train-accuracy=0.650564
+2017-10-28 10:21:43,896 Epoch[30] Time cost=183.594
+2017-10-28 10:21:45,140 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0031.params"
+2017-10-28 10:21:48,100 Epoch[30] Validation-accuracy=0.429630
+2017-10-28 10:22:56,422 Epoch[31] Batch [100] Speed: 52.87 samples/sec accuracy=0.672717
+2017-10-28 10:24:04,524 Epoch[31] Batch [200] Speed: 52.86 samples/sec accuracy=0.676944
+2017-10-28 10:24:51,484 Epoch[31] Train-accuracy=0.691224
+2017-10-28 10:24:51,484 Epoch[31] Time cost=183.384
+2017-10-28 10:24:52,801 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0032.params"
+2017-10-28 10:24:55,544 Epoch[31] Validation-accuracy=0.446429
+2017-10-28 10:26:03,994 Epoch[32] Batch [100] Speed: 52.78 samples/sec accuracy=0.682343
+2017-10-28 10:27:12,067 Epoch[32] Batch [200] Speed: 52.88 samples/sec accuracy=0.706667
+2017-10-28 10:27:58,207 Epoch[32] Train-accuracy=0.695670
+2017-10-28 10:27:58,207 Epoch[32] Time cost=182.662
+2017-10-28 10:27:59,547 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0033.params"
+2017-10-28 10:28:02,288 Epoch[32] Validation-accuracy=0.418651
+2017-10-28 10:29:10,903 Epoch[33] Batch [100] Speed: 52.65 samples/sec accuracy=0.709021
+2017-10-28 10:30:19,394 Epoch[33] Batch [200] Speed: 52.56 samples/sec accuracy=0.734444
+2017-10-28 10:31:06,298 Epoch[33] Train-accuracy=0.726651
+2017-10-28 10:31:06,298 Epoch[33] Time cost=184.010
+2017-10-28 10:31:07,584 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0034.params"
+2017-10-28 10:31:10,303 Epoch[33] Validation-accuracy=0.460317
+2017-10-28 10:32:19,196 Epoch[34] Batch [100] Speed: 52.44 samples/sec accuracy=0.729098
+2017-10-28 10:33:27,709 Epoch[34] Batch [200] Speed: 52.54 samples/sec accuracy=0.760000
+2017-10-28 10:34:15,117 Epoch[34] Train-accuracy=0.758052
+2017-10-28 10:34:15,118 Epoch[34] Time cost=184.814
+2017-10-28 10:34:16,353 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0035.params"
+2017-10-28 10:34:19,112 Epoch[34] Validation-accuracy=0.442460
+2017-10-28 10:35:27,866 Epoch[35] Batch [100] Speed: 52.53 samples/sec accuracy=0.739549
+2017-10-28 10:36:36,239 Epoch[35] Batch [200] Speed: 52.65 samples/sec accuracy=0.784722
+2017-10-28 10:37:22,796 Epoch[35] Train-accuracy=0.768791
+2017-10-28 10:37:22,796 Epoch[35] Time cost=183.684
+2017-10-28 10:37:24,129 Saved checkpoint to "./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0036.params"
+2017-10-28 10:37:27,162 Epoch[35] Validation-accuracy=0.494444
diff --git a/tools/train-log-analyser/train-log-summary.csv b/tools/train-log-analyser/train-log-summary.csv
new file mode 100644
index 0000000000..bcf21f91c9
--- /dev/null
+++ b/tools/train-log-analyser/train-log-summary.csv
@@ -0,0 +1,29 @@
+epoch batchNum ave-batch-acc max-batch-acc min-batch-acc ave-batch-topk-acc max-batch-topk-acc min-batch-topk-acc train-acc train-topk-acc val-acc val-topk-acc train-speed(img/sec) max-speed min-speed consume-time(sec) checkpoint
+1 4880 0.00983606557377 0.062500 0.000000 0.049534057377 0.150000 0.000000 0.000000 0.071429 0.010659 0.044574 6.21864754098 6.25 6.15 3144.739 ./models/resnext-50-standford-512-lr-0.01-0001.params
+2 4880 0.0110143442623 0.075000 0.000000 0.051883295082 0.137500 0.000000 0.000000 0.000000 0.011673 0.047665 6.23327868852 6.24 6.22 3136.301 ./models/resnext-50-standford-512-lr-0.01-0002.params
+3 4880 0.0123438729508 0.062500 0.000000 0.0550668442623 0.137500 0.000000 0.000000 0.107143 0.022374 0.064202 6.2368852459 6.25 6.23 3134.694 ./models/resnext-50-standford-512-lr-0.01-0003.params
+4 4880 0.0121413934426 0.050000 0.000000 0.059165204918 0.137500 0.000000 0.000000 0.041667 0.023346 0.074903 6.23713114754 6.25 6.23 3133.809 ./models/resnext-50-standford-512-lr-0.01-0004.params
+5 4880 0.0155713319672 0.062500 0.000000 0.0690964098361 0.137500 0.000000 0.000000 0.035714 0.032946 0.098837 6.22549180328 6.25 6.18 3140.826 ./models/resnext-50-standford-512-lr-0.01-0005.params
+6 4880 0.0185963114754 0.075000 0.000000 0.0829259385246 0.212500 0.012500 0.071429 0.107143 0.028210 0.112840 6.2006557377 6.22 6.18 3152.902 ./models/resnext-50-standford-512-lr-0.01-0006.params
+7 4880 0.0272980081967 0.087500 0.000000 0.113197696721 0.237500 0.012500 0.000000 0.142857 0.045720 0.167315 6.20237704918 6.22 6.18 3152.132 ./models/resnext-50-standford-512-lr-0.01-0007.params
+8 4880 0.0354483811475 0.087500 0.000000 0.141471508197 0.262500 0.037500 0.000000 0.166667 0.057393 0.179961 6.20348360656 6.22 6.19 3150.797 ./models/resnext-50-standford-512-lr-0.01-0008.params
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+11 4880 0.0597750778689 0.137500 0.012500 0.214451598361 0.362500 0.100000 0.035714 0.214286 0.094358 0.284047 6.20307377049 6.23 6.19 3151.890 ./models/resnext-50-standford-512-lr-0.01-0011.params
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diff --git a/tools/train-log-analyser/train-log-summary2.csv b/tools/train-log-analyser/train-log-summary2.csv
new file mode 100644
index 0000000000..dc49608cf1
--- /dev/null
+++ b/tools/train-log-analyser/train-log-summary2.csv
@@ -0,0 +1,37 @@
+epoch batchNum ave-batch-acc max-batch-acc min-batch-acc ave-batch-topk-acc max-batch-topk-acc min-batch-topk-acc train-acc train-topk-acc val-acc val-topk-acc train-speed(img/sec) max-speed min-speed consume-time(sec) checkpoint
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+2 200 --- --- --- --- --- --- 0.015298 --- 0.015873 --- 52.21 52.74 51.68 185.653 ./models/kaggle-inception-resnet-v2-50-standford-512-lr-0.01/kaggle-inception-resnet-v2-50-standford-512-lr-0.01-0002.params
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