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Tensorflowのバージョン違い

2019/5/16 AI & Machine Learning

Object Detectionの強化学習を実施していてハマったこと。 Tensorflow v1.13にて学習した結果をv1.13に...

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Tensorflow Object Detection Tutorial by GraphPipe #3

2019/4/25 AI & Machine Learning

#2にて処理時間の計測を実施してみましたが、GraphPipeとpbファイルを直接読み込んだ場合とで性能差がどの程度でるか確認してみました。...

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Tensorflow Object Detection Tutorial by GraphPipe #2

2019/4/24 AI & Machine Learning

#1に引き続き、同じモデルにて静的画像ファイルではなく、カメラでの動画認識をしてみます。 ソースコードは以下の通り。 imp...

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Tensorflow Object Detection Tutorial by GraphPipe #1

2019/4/23 AI & Machine Learning

Tensorflow Object Detection TutorialのモデルをGraphpipeにのせてみます。 これまでは単純な...

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ひらがな&漢字認識アプリケーション

2019/4/18 AI & Machine Learning

 これまでと同様、Tensorflow+Kerasでモデル作成、GraphPipeにのせて動かしています。 雑に書くと全...

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Oracle EBSにおけるDatabase 12.1/11.2のExtended Support 費用免除

2019/4/17 Oracle

Database 19cのクラウドおよびオンプレリリースが待ち遠しいところですが、Oracle EBSのDatabase Certifica...

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Batch Normalizationを用いたモデル(.pb)の出力

2019/4/15 AI & Machine Learning

先日のひらがな画像認識を拡張し、ETL8Gの956文字を画像認識させようと思ったのですが、 そのままのCNNではaccuracyが上がらず...

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Tensorflow Servingを試してみる #1

2019/4/10 AI & Machine Learning, IT

Graphpipeをこれまで使ってきましたが、モデルサーバーとして最も使われている(らしい)Tensorflow Servingを試してみよ...

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Kubernetes上でのGraphpipeの起動

2019/4/5 AI & Machine Learning, IT

特別なことはなく、普通にそのまま使えます。 1.初期状態 kubernetesが組みあがった直後の状態です。 $ kubect...

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Gundam Face 画像分類アプリケーション

2019/3/27 AI & Machine Learning

 ガンダムの顔を判別するアプリケーションを作ってみました。 構成はこれまでと同じく、画面はPython(FLASK)、モデル...

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WARNING:tensorflow:From mnist_test_beginner.py:11: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use alternatives such as official/mnist/dataset.py from tensorflow/models.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.
Instructions for updating:
Please write your own downloading logic.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:252: _internal_retry.<locals>.wrap.<locals>.wrapped_fn (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.
Instructions for updating:
Please use urllib or similar directly.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use tf.data to implement this functionality.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use tf.data to implement this functionality.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:110: dense_to_one_hot (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use tf.one_hot on tensors.
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.
Instructions for updating:
Please use alternatives such as official/mnist/dataset.py from tensorflow/models.
2018-12-21 08:44:28.036482: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
WARNING:tensorflow:From /usr/local/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py:189: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.
Instructions for updating:
Use `tf.global_variables_initializer` instead.
2018-12-21 08:44:32.880976: W tensorflow/core/framework/allocator.cc:122] Allocation of 31360000 exceeds 10% of system memory.
2018-12-21 08:44:33.762249: W tensorflow/core/framework/allocator.cc:122] Allocation of 31360000 exceeds 10% of system memory.
Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Extracting ./tmp/data/train-images-idx3-ubyte.gz
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Extracting ./tmp/data/train-labels-idx1-ubyte.gz
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Extracting ./tmp/data/t10k-images-idx3-ubyte.gz
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting ./tmp/data/t10k-labels-idx1-ubyte.gz
0.9158
0.9158

Collecting pillow
Downloading https://files.pythonhosted.org/packages/62/94/5430ebaa83f91cc7a9f687ff5238e26164a779cca2ef9903232268b0a318/Pillow-5.3.0-cp36-cp36m-manylinux1_x86_64.whl (2.0MB)
100% |████████████████████████████████| 2.0MB 8.1MB/s
Installing collected packages: pillow
Successfully installed pillow-5.3.0

Collecting graphpipe
Downloading https://files.pythonhosted.org/packages/b4/50/21234aa4cb5280715d2932881491f34e79be9a20c68499b98c03b8778a2f/graphpipe-1.0.4-py3-none-any.whl
Collecting flatbuffers==1.9.0 (from graphpipe)
Downloading https://files.pythonhosted.org/packages/70/fd/d00eb65ec0e89258aec231af3b86539e6e7ba0c553dfeacd018ccee31eba/flatbuffers-1.9-py2.py3-none-any.whl
Collecting requests==2.18.4 (from graphpipe)
Downloading https://files.pythonhosted.org/packages/49/df/50aa1999ab9bde74656c2919d9c0c085fd2b3775fd3eca826012bef76d8c/requests-2.18.4-py2.py3-none-any.whl (88kB)
100% |████████████████████████████████| 92kB 5.2MB/s
Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib64/python3.6/site-packages (from graphpipe) (1.15.4)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/site-packages (from requests==2.18.4->graphpipe) (2018.11.29)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/site-packages (from requests==2.18.4->graphpipe) (3.0.4)
Collecting idna<2.7,>=2.5 (from requests==2.18.4->graphpipe)
Downloading https://files.pythonhosted.org/packages/27/cc/6dd9a3869f15c2edfab863b992838277279ce92663d334df9ecf5106f5c6/idna-2.6-py2.py3-none-any.whl (56kB)
100% |████████████████████████████████| 61kB 13.0MB/s
Collecting urllib3<1.23,>=1.21.1 (from requests==2.18.4->graphpipe)
Downloading https://files.pythonhosted.org/packages/63/cb/6965947c13a94236f6d4b8223e21beb4d576dc72e8130bd7880f600839b8/urllib3-1.22-py2.py3-none-any.whl (132kB)
100% |████████████████████████████████| 133kB 8.2MB/s
Installing collected packages: flatbuffers, idna, urllib3, requests, graphpipe
Found existing installation: idna 2.8
Uninstalling idna-2.8:
Successfully uninstalled idna-2.8
Found existing installation: urllib3 1.24.1
Uninstalling urllib3-1.24.1:
Successfully uninstalled urllib3-1.24.1
Found existing installation: requests 2.21.0
Uninstalling requests-2.21.0:
Successfully uninstalled requests-2.21.0
Successfully installed flatbuffers-1.9 graphpipe-1.0.4 idna-2.6 requests-2.18.4 urllib3-1.22

{
“Name”: “https://oracle.github.io/graphpipe/models/squeezenet.pb”,
“Version”: “version 1.0.0.10.f235920 (built from sha f235920)”,
“Server”: “graphpipe-tf”,
“Description”: “Implementation of tensorflow model server using graphpipe. Use a graphpipe client to make requests to this server. Default Inputs: [input_1:0]. Default Outputs: [loss/Softmax:0].”,
“Inputs”: [
{
“Name”: “input_1:0”,
“Description”: “”,
“Shape”: [
-1,
3,
227,
227
],
“Type”: 10
},
{
“Name”: “conv1/kernel:0”,
“Description”: “”,
“Shape”: [
3,
3,
3,
64
],
“Type”: 10
},
{
“Name”: “conv1/kernel/read:0”,
“Description”: “”,
“Shape”: [
3,
3,
3,
64
],
“Type”: 10
},
…

Unable to find image ‘sleepsonthefloor/graphpipe-tf:cpu’ locally
cpu: Pulling from sleepsonthefloor/graphpipe-tf
8ee29e426c26: Pull complete
6e83b260b73b: Pull complete
e26b65fd1143: Pull complete
40dca07f8222: Pull complete
b420ae9e10b3: Pull complete
05b2f7cac942: Pull complete
d1e6da2394ad: Pull complete
145082b10a13: Pull complete
cd03661218db: Pull complete
05b7723be254: Pull complete
ae3982495b8f: Pull complete
Digest: sha256:a717a837ef92dec8da17b27f27d6da80089c650841c605464e3b27d1a0f8af32
Status: Downloaded newer image for sleepsonthefloor/graphpipe-tf:cpu
INFO[0000] Starting graphpipe-tf version 1.0.0.10.f235920 (built from sha f235920)
2018-12-19 05:53:23.292320: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2018-12-19 05:53:23.293913: I tensorflow/core/common_runtime/process_util.cc:63] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.
INFO[0016] Model hash is ‘bab03df6ca37b431c8a2a2b2bc9d8da10b1970f22a4ab28b1cc26b169eb41d05’
INFO[0016] Using default inputs [input_1:0]
INFO[0016] Using default outputs [loss/Softmax:0]
INFO[0016] Listening on ‘0.0.0.0:9000’

Unable to find image ‘hello-world:latest’ locally
latest: Pulling from library/hello-world
d1725b59e92d: Pull complete
Digest: sha256:0add3ace90ecb4adbf7777e9aacf18357296e799f81cabc9fde470971e499788
Status: Downloaded newer image for hello-world:latest

Hello from Docker!
This message shows that your installation appears to be working correctly.

To generate this message, Docker took the following steps:
1. The Docker client contacted the Docker daemon.
2. The Docker daemon pulled the “hello-world” image from the Docker Hub.
(amd64)
3. The Docker daemon created a new container from that image which runs the
executable that produces the output you are currently reading.
4. The Docker daemon streamed that output to the Docker client, which sent it
to your terminal.

To try something more ambitious, you can run an Ubuntu container with:
$ docker run -it ubuntu bash

Share images, automate workflows, and more with a free Docker ID:
https://hub.docker.com/

For more examples and ideas, visit:
https://docs.docker.com/get-started/

Loaded plugins: fastestmirror
Loading mirror speeds from cached hostfile
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* epel: mirrors.kernel.org
* extras: mirror.sfo12.us.leaseweb.net
* updates: mirror.sfo12.us.leaseweb.net
dockerrepo | 2.9 kB 00:00:00
dockerrepo/7/primary_db | 34 kB 00:00:00
Resolving Dependencies
–> Running transaction check
—> Package docker-engine.x86_64 0:17.05.0.ce-1.el7.centos will be installed
–> Processing Dependency: docker-engine-selinux >= 17.05.0.ce-1.el7.centos for package: docker-engine-17.05.0.ce-1.el7.centos.x86_64
–> Processing Dependency: libltdl.so.7()(64bit) for package: docker-engine-17.05.0.ce-1.el7.centos.x86_64
–> Running transaction check
—> Package docker-engine-selinux.noarch 0:17.05.0.ce-1.el7.centos will be installed
—> Package libtool-ltdl.x86_64 0:2.4.2-22.el7_3 will be installed
–> Finished Dependency Resolution

Dependencies Resolved

================================================================================================================================================
Package Arch Version Repository Size
================================================================================================================================================
Installing:
docker-engine x86_64 17.05.0.ce-1.el7.centos dockerrepo 19 M
Installing for dependencies:
docker-engine-selinux noarch 17.05.0.ce-1.el7.centos dockerrepo 28 k
libtool-ltdl x86_64 2.4.2-22.el7_3 base 49 k

Transaction Summary
================================================================================================================================================
Install 1 Package (+2 Dependent packages)

Total download size: 20 M
Installed size: 70 M
Is this ok [y/d/N]: y
Downloading packages:
(1/3): libtool-ltdl-2.4.2-22.el7_3.x86_64.rpm | 49 kB 00:00:00
warning: /var/cache/yum/x86_64/7/dockerrepo/packages/docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch.rpm: Header V4 RSA/SHA512 Signature, key ID 2c52609d: NOKEY
Public key for docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch.rpm is not installed
(2/3): docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch.rpm | 28 kB 00:00:00
(3/3): docker-engine-17.05.0.ce-1.el7.centos.x86_64.rpm | 19 MB 00:00:01
————————————————————————————————————————————————
Total 13 MB/s | 20 MB 00:00:01
Retrieving key from https://yum.dockerproject.org/gpg
Importing GPG key 0x2C52609D:
Userid : “Docker Release Tool (releasedocker) <docker@docker.com>”
Fingerprint: 5811 8e89 f3a9 1289 7c07 0adb f762 2157 2c52 609d
From : https://yum.dockerproject.org/gpg
Is this ok [y/N]: y
Running transaction check
Running transaction test
Transaction test succeeded
Running transaction
Installing : docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch 1/3
Re-declaration of type docker_t
Failed to create node
Bad type declaration at /etc/selinux/targeted/tmp/modules/400/docker/cil:1
/usr/sbin/semodule: Failed!
restorecon: lstat(/var/lib/docker) failed: No such file or directory
warning: %post(docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch) scriptlet failed, exit status 255
Non-fatal POSTIN scriptlet failure in rpm package docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch
Installing : libtool-ltdl-2.4.2-22.el7_3.x86_64 2/3
Installing : docker-engine-17.05.0.ce-1.el7.centos.x86_64 3/3
Verifying : libtool-ltdl-2.4.2-22.el7_3.x86_64 1/3
Verifying : docker-engine-17.05.0.ce-1.el7.centos.x86_64 2/3
Verifying : docker-engine-selinux-17.05.0.ce-1.el7.centos.noarch 3/3

Installed:
docker-engine.x86_64 0:17.05.0.ce-1.el7.centos

Dependency Installed:
docker-engine-selinux.noarch 0:17.05.0.ce-1.el7.centos libtool-ltdl.x86_64 0:2.4.2-22.el7_3

Complete!

Loaded plugins: fastestmirror
Determining fastest mirrors
epel/x86_64/metalink | 14 kB 00:00:00
* base: mirrors.xtom.com
* epel: mirrors.kernel.org
* extras: mirror.sfo12.us.leaseweb.net
* updates: mirror.sfo12.us.leaseweb.net
base | 3.6 kB 00:00:00
epel | 3.2 kB 00:00:00
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google-cloud-compute/signature | 454 B 00:00:00
google-cloud-compute/signature | 1.8 kB 00:00:00 !!!
google-cloud-sdk/signature | 454 B 00:00:00
google-cloud-sdk/signature | 1.4 kB 00:00:00 !!!
updates | 3.4 kB 00:00:00
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epel 12745/12745
google-cloud-compute 10/10
google-cloud-sdk 445/445
Resolving Dependencies
–> Running transaction check
—> Package google-cloud-sdk.noarch 0:227.0.0-1.el7 will be updated
—> Package google-cloud-sdk.noarch 0:228.0.0-1.el7 will be an update
–> Finished Dependency Resolution

Dependencies Resolved

================================================================================================================================================
Package Arch Version Repository Size
================================================================================================================================================
Updating:
google-cloud-sdk noarch 228.0.0-1.el7 google-cloud-sdk 29 M

Transaction Summary
================================================================================================================================================
Upgrade 1 Package

Total download size: 29 M
Is this ok [y/d/N]: y
Downloading packages:
Delta RPMs disabled because /usr/bin/applydeltarpm not installed.
eb73b02ed4a870805d4a76df98d6444095a1e9a805cf8824d03b8f6435368cb3-google-cloud-sdk-228.0.0-1.el7.noarch.rpm | 29 MB 00:00:01
Running transaction check
Running transaction test
Transaction test succeeded
Running transaction
Updating : google-cloud-sdk-228.0.0-1.el7.noarch 1/2
Cleanup : google-cloud-sdk-227.0.0-1.el7.noarch 2/2
Loaded plugins: fastestmirror
Determining fastest mirrors
epel/x86_64/metalink | 14 kB 00:00:00
* base: mirrors.xtom.com
* epel: mirrors.kernel.org
* extras: mirror.sfo12.us.leaseweb.net
* updates: mirror.sfo12.us.leaseweb.net
base | 3.6 kB 00:00:00
epel | 3.2 kB 00:00:00
extras | 3.4 kB 00:00:00
google-cloud-compute/signature | 454 B 00:00:00
google-cloud-compute/signature | 1.8 kB 00:00:00 !!!
google-cloud-sdk/signature | 454 B 00:00:00
google-cloud-sdk/signature | 1.4 kB 00:00:00 !!!
updates | 3.4 kB 00:00:00
(1/10): epel/x86_64/group_gz | 88 kB 00:00:00
(2/10): base/7/x86_64/group_gz | 166 kB 00:00:00
(3/10): epel/x86_64/updateinfo | 940 kB 00:00:00
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(5/10): extras/7/x86_64/primary_db | 156 kB 00:00:00
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(8/10): epel/x86_64/primary | 3.6 MB 00:00:00
(9/10): updates/7/x86_64/primary_db | 1.3 MB 00:00:00
(10/10): base/7/x86_64/primary_db | 6.0 MB 00:00:01
epel 12745/12745
google-cloud-compute 10/10
google-cloud-sdk 445/445
Resolving Dependencies
–> Running transaction check
—> Package google-cloud-sdk.noarch 0:227.0.0-1.el7 will be updated
—> Package google-cloud-sdk.noarch 0:228.0.0-1.el7 will be an update
–> Finished Dependency Resolution

Dependencies Resolved

================================================================================================================================================
Package Arch Version Repository Size
================================================================================================================================================
Updating:
Verifying : google-cloud-sdk-228.0.0-1.el7.noarch 1/2
Verifying : google-cloud-sdk-227.0.0-1.el7.noarch 2/2

Updated:
google-cloud-sdk.noarch 0:228.0.0-1.el7

Complete!

2018-12-14 04:57:32.446398: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
I1214 04:57:42.452912 140007249000256 tf_logging.py:115] Initializing RunConfig with distribution strategies.
I1214 04:57:42.453327 140007249000256 tf_logging.py:115] Not using Distribute Coordinator.
I1214 04:57:42.453850 140007249000256 tf_logging.py:115] Using config: {‘_model_dir’: ‘/tmp/mnist_model’, ‘_tf_random_seed’: None, ‘_save_summary_steps’: 100, ‘_save_checkpoints_steps’: None, ‘_save_checkpoints_secs’: 600, ‘_session_config’: allow_soft_placement: true
, ‘_keep_checkpoint_max’: 5, ‘_keep_checkpoint_every_n_hours’: 10000, ‘_log_step_count_steps’: 100, ‘_train_distribute’: <tensorflow.contrib.distribute.python.one_device_strategy.OneDeviceStrategy object at 0x7f55d4b5b9b0>, ‘_device_fn’: None, ‘_protocol’: None, ‘_eval_distribute’: None, ‘_experimental_distribute’: None, ‘_service’: None, ‘_cluster_spec’: <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f55d4b5ba20>, ‘_task_type’: ‘worker’, ‘_task_id’: 0, ‘_global_id_in_cluster’: 0, ‘_master’: ”, ‘_evaluation_master’: ”, ‘_is_chief’: True, ‘_num_ps_replicas’: 0, ‘_num_worker_replicas’: 1, ‘_distribute_coordinator_mode’: None}
Downloading https://storage.googleapis.com/cvdf-datasets/mnist/train-images-idx3-ubyte.gz to /tmp/tmp_zdwm37w.gz
Downloading https://storage.googleapis.com/cvdf-datasets/mnist/train-labels-idx1-ubyte.gz to /tmp/tmpsxbr_22m.gz
I1214 04:57:43.928014 140007249000256 tf_logging.py:115] Calling model_fn.
I1214 04:57:44.698989 140007249000256 tf_logging.py:115] Done calling model_fn.
I1214 04:57:44.765241 140007249000256 tf_logging.py:115] Create CheckpointSaverHook.
I1214 04:57:44.944306 140007249000256 tf_logging.py:115] Graph was finalized.
2018-12-14 04:57:45.040630: W tensorflow/core/framework/allocator.cc:122] Allocation of 12845056 exceeds 10% of system memory.
2018-12-14 04:57:45.052910: W tensorflow/core/framework/allocator.cc:122] Allocation of 12845056 exceeds 10% of system memory.
2018-12-14 04:57:45.066003: W tensorflow/core/framework/allocator.cc:122] Allocation of 12845056 exceeds 10% of system memory.
2018-12-14 04:57:45.068702: W tensorflow/core/framework/allocator.cc:122] Allocation of 12845056 exceeds 10% of system memory.
2018-12-14 04:57:45.074963: W tensorflow/core/framework/allocator.cc:122] Allocation of 12845056 exceeds 10% of system memory.
I1214 04:57:45.566761 140007249000256 tf_logging.py:115] Running local_init_op.
I1214 04:57:45.575325 140007249000256 tf_logging.py:115] Done running local_init_op.
I1214 04:57:45.886438 140007249000256 tf_logging.py:115] Saving checkpoints for 0 into /tmp/mnist_model/model.ckpt.
I1214 04:57:55.133711 140007249000256 tf_logging.py:115] cross_entropy = 2.3018208, learning_rate = 1e-04, train_accuracy = 0.1
I1214 04:57:55.142001 140007249000256 tf_logging.py:115] loss = 2.3018208, step = 0
…

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Resolving Dependencies
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—> Package git2u.x86_64 0:2.16.5-1.ius.centos7 will be installed
–> Processing Dependency: git2u-core = 2.16.5-1.ius.centos7 for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: git2u-core-doc = 2.16.5-1.ius.centos7 for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: git2u-perl-Git = 2.16.5-1.ius.centos7 for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: perl(Error) for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: perl(Git) for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: perl(Git::I18N) for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: perl(Term::ReadKey) for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Processing Dependency: libsecret-1.so.0()(64bit) for package: git2u-2.16.5-1.ius.centos7.x86_64
–> Running transaction check
—> Package git2u-core.x86_64 0:2.16.5-1.ius.centos7 will be installed
—> Package git2u-core-doc.noarch 0:2.16.5-1.ius.centos7 will be installed
—> Package git2u-perl-Git.noarch 0:2.16.5-1.ius.centos7 will be installed
—> Package libsecret.x86_64 0:0.18.6-1.el7 will be installed
—> Package perl-Error.noarch 1:0.17020-2.el7 will be installed
—> Package perl-TermReadKey.x86_64 0:2.30-20.el7 will be installed
–> Finished Dependency Resolution

Dependencies Resolved

==============================================================================================================================================
Package Arch Version Repository Size
==============================================================================================================================================
Installing:
git2u x86_64 2.16.5-1.ius.centos7 ius 1.1 M
Installing for dependencies:
git2u-core x86_64 2.16.5-1.ius.centos7 ius 5.5 M
git2u-core-doc noarch 2.16.5-1.ius.centos7 ius 2.4 M
git2u-perl-Git noarch 2.16.5-1.ius.centos7 ius 67 k
libsecret x86_64 0.18.6-1.el7 base 153 k
perl-Error noarch 1:0.17020-2.el7 base 32 k
perl-TermReadKey x86_64 2.30-20.el7 base 31 k

Transaction Summary
==============================================================================================================================================
Install 1 Package (+6 Dependent packages)

Total download size: 9.2 M
Installed size: 42 M
Downloading packages:
warning: /var/cache/yum/x86_64/7/ius/packages/git2u-perl-Git-2.16.5-1.ius.centos7.noarch.rpm: Header V4 DSA/SHA1 Signature, key ID 9cd4953f: NOKEY
Public key for git2u-perl-Git-2.16.5-1.ius.centos7.noarch.rpm is not installed
(1/7): git2u-perl-Git-2.16.5-1.ius.centos7.noarch.rpm | 67 kB 00:00:00
(2/7): perl-Error-0.17020-2.el7.noarch.rpm | 32 kB 00:00:00
(3/7): git2u-core-doc-2.16.5-1.ius.centos7.noarch.rpm | 2.4 MB 00:00:00
(4/7): libsecret-0.18.6-1.el7.x86_64.rpm | 153 kB 00:00:00
(5/7): perl-TermReadKey-2.30-20.el7.x86_64.rpm | 31 kB 00:00:00
(6/7): git2u-2.16.5-1.ius.centos7.x86_64.rpm | 1.1 MB 00:00:00
(7/7): git2u-core-2.16.5-1.ius.centos7.x86_64.rpm | 5.5 MB 00:00:01
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Total 7.2 MB/s | 9.2 MB 00:00:01
Retrieving key from file:///etc/pki/rpm-gpg/IUS-COMMUNITY-GPG-KEY
Importing GPG key 0x9CD4953F:
Userid : “IUS Community Project <coredev@iuscommunity.org>”
Fingerprint: 8b84 6e3a b3fe 6462 74e8 670f da22 1cdf 9cd4 953f
Package : ius-release-1.0-15.ius.centos7.noarch (installed)
From : /etc/pki/rpm-gpg/IUS-COMMUNITY-GPG-KEY
Running transaction check
Running transaction test
Transaction test succeeded
Running transaction
Installing : git2u-core-2.16.5-1.ius.centos7.x86_64 1/7
Installing : 1:perl-Error-0.17020-2.el7.noarch 2/7
Installing : git2u-core-doc-2.16.5-1.ius.centos7.noarch 3/7
Installing : libsecret-0.18.6-1.el7.x86_64 4/7
Installing : perl-TermReadKey-2.30-20.el7.x86_64 5/7
Installing : git2u-perl-Git-2.16.5-1.ius.centos7.noarch 6/7
Installing : git2u-2.16.5-1.ius.centos7.x86_64 7/7
Verifying : perl-TermReadKey-2.30-20.el7.x86_64 1/7
Verifying : 1:perl-Error-0.17020-2.el7.noarch 2/7
Verifying : git2u-core-doc-2.16.5-1.ius.centos7.noarch 3/7
Verifying : git2u-core-2.16.5-1.ius.centos7.x86_64 4/7
Verifying : libsecret-0.18.6-1.el7.x86_64 5/7
Verifying : git2u-perl-Git-2.16.5-1.ius.centos7.noarch 6/7
Verifying : git2u-2.16.5-1.ius.centos7.x86_64 7/7

Installed:
git2u.x86_64 0:2.16.5-1.ius.centos7

Dependency Installed:
git2u-core.x86_64 0:2.16.5-1.ius.centos7 git2u-core-doc.noarch 0:2.16.5-1.ius.centos7 git2u-perl-Git.noarch 0:2.16.5-1.ius.centos7
libsecret.x86_64 0:0.18.6-1.el7 perl-Error.noarch 1:0.17020-2.el7 perl-TermReadKey.x86_64 0:2.30-20.el7

Complete!

Loaded plugins: fastestmirror
ius-release.rpm | 8.1 kB 00:00:00
Examining /var/tmp/yum-root-46RQdX/ius-release.rpm: ius-release-1.0-15.ius.centos7.noarch
Marking /var/tmp/yum-root-46RQdX/ius-release.rpm to be installed
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—> Package ius-release.noarch 0:1.0-15.ius.centos7 will be installed
–> Finished Dependency Resolution

Dependencies Resolved

==============================================================================================================================================
Package Arch Version Repository Size
==============================================================================================================================================
Installing:
ius-release noarch 1.0-15.ius.centos7 /ius-release 8.5 k

Transaction Summary
==============================================================================================================================================
Install 1 Package

Total size: 8.5 k
Installed size: 8.5 k
Downloading packages:
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Transaction test succeeded
Running transaction
Installing : ius-release-1.0-15.ius.centos7.noarch 1/1
Verifying : ius-release-1.0-15.ius.centos7.noarch 1/1

Installed:
ius-release.noarch 0:1.0-15.ius.centos7

Complete!

Collecting pip
Downloading https://files.pythonhosted.org/packages/c2/d7/90f34cb0d83a6c5631cf71dfe64cc1054598c843a92b400e55675cc2ac37/pip-18.1-py2.py3-none-any.whl (1.3MB)
100% |████████████████████████████████| 1.3MB 5.5MB/s
Installing collected packages: pip
Found existing installation: pip 10.0.1
Uninstalling pip-10.0.1:
Successfully uninstalled pip-10.0.1
Successfully installed pip-18.1

Collecting tensorflow
Downloading https://files.pythonhosted.org/packages/22/cc/ca70b78087015d21c5f3f93694107f34ebccb3be9624385a911d4b52ecef/tensorflow-1.12.0-cp36-cp36m-manylinux1_x86_64.whl (83.1MB)
100% |████████████████████████████████| 83.1MB 30kB/s
Collecting six>=1.10.0 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/73/fb/00a976f728d0d1fecfe898238ce23f502a721c0ac0ecfedb80e0d88c64e9/six-1.12.0-py2.py3-none-any.whl
Collecting grpcio>=1.8.6 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/3b/bb/701d879849c938028c09fdb5405dbde7c86644bbbb90098094002db23ded/grpcio-1.17.1-cp36-cp36m-manylinux1_x86_64.whl (10.1MB)
100% |████████████████████████████████| 10.1MB 5.3MB/s
Collecting gast>=0.2.0 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/5c/78/ff794fcae2ce8aa6323e789d1f8b3b7765f601e7702726f430e814822b96/gast-0.2.0.tar.gz
Collecting numpy>=1.13.3 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/ff/7f/9d804d2348471c67a7d8b5f84f9bc59fd1cefa148986f2b74552f8573555/numpy-1.15.4-cp36-cp36m-manylinux1_x86_64.whl (13.9MB)
100% |████████████████████████████████| 13.9MB 3.9MB/s
Collecting termcolor>=1.1.0 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/8a/48/a76be51647d0eb9f10e2a4511bf3ffb8cc1e6b14e9e4fab46173aa79f981/termcolor-1.1.0.tar.gz
Collecting keras-applications>=1.0.6 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/3f/c4/2ff40221029f7098d58f8d7fb99b97e8100f3293f9856f0fb5834bef100b/Keras_Applications-1.0.6-py2.py3-none-any.whl (44kB)
100% |████████████████████████████████| 51kB 20.9MB/s
Collecting wheel>=0.26 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/ff/47/1dfa4795e24fd6f93d5d58602dd716c3f101cfd5a77cd9acbe519b44a0a9/wheel-0.32.3-py2.py3-none-any.whl
Collecting keras-preprocessing>=1.0.5 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/fc/94/74e0fa783d3fc07e41715973435dd051ca89c550881b3454233c39c73e69/Keras_Preprocessing-1.0.5-py2.py3-none-any.whl
Collecting astor>=0.6.0 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/35/6b/11530768cac581a12952a2aad00e1526b89d242d0b9f59534ef6e6a1752f/astor-0.7.1-py2.py3-none-any.whl
Collecting absl-py>=0.1.6 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/0c/63/f505d2d4c21db849cf80bad517f0065a30be6b006b0a5637f1b95584a305/absl-py-0.6.1.tar.gz (94kB)
100% |████████████████████████████████| 102kB 36.1MB/s
Collecting protobuf>=3.6.1 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/c2/f9/28787754923612ca9bfdffc588daa05580ed70698add063a5629d1a4209d/protobuf-3.6.1-cp36-cp36m-manylinux1_x86_64.whl (1.1MB)
100% |████████████████████████████████| 1.1MB 23.7MB/s
Collecting tensorboard<1.13.0,>=1.12.0 (from tensorflow)
Downloading https://files.pythonhosted.org/packages/e0/d0/65fe48383146199f16dbd5999ef226b87bce63ad5cd73c840cf722637969/tensorboard-1.12.0-py3-none-any.whl (3.0MB)
100% |████████████████████████████████| 3.1MB 14.6MB/s
Collecting h5py (from keras-applications>=1.0.6->tensorflow)
Downloading https://files.pythonhosted.org/packages/8e/cb/726134109e7bd71d98d1fcc717ffe051767aac42ede0e7326fd1787e5d64/h5py-2.8.0-cp36-cp36m-manylinux1_x86_64.whl (2.8MB)
100% |████████████████████████████████| 2.8MB 18.2MB/s
Requirement not upgraded as not directly required: setuptools in /usr/local/lib/python3.6/site-packages (from protobuf>=3.6.1->tensorflow) (39.0.1)
Collecting werkzeug>=0.11.10 (from tensorboard<1.13.0,>=1.12.0->tensorflow)
Downloading https://files.pythonhosted.org/packages/20/c4/12e3e56473e52375aa29c4764e70d1b8f3efa6682bef8d0aae04fe335243/Werkzeug-0.14.1-py2.py3-none-any.whl (322kB)
100% |████████████████████████████████| 327kB 36.6MB/s
Collecting markdown>=2.6.8 (from tensorboard<1.13.0,>=1.12.0->tensorflow)
Downloading https://files.pythonhosted.org/packages/7a/6b/5600647404ba15545ec37d2f7f58844d690baf2f81f3a60b862e48f29287/Markdown-3.0.1-py2.py3-none-any.whl (89kB)
100% |████████████████████████████████| 92kB 33.0MB/s
Installing collected packages: six, grpcio, gast, numpy, termcolor, h5py, keras-applications, wheel, keras-preprocessing, astor, absl-py, protobuf, werkzeug, markdown, tensorboard, tensorflow
Running setup.py install for gast … done
Running setup.py install for termcolor … done
The script wheel is installed in ‘/usr/local/bin’ which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use –no-warn-script-location.
Running setup.py install for absl-py … done
The script markdown_py is installed in ‘/usr/local/bin’ which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use –no-warn-script-location.
The script tensorboard is installed in ‘/usr/local/bin’ which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use –no-warn-script-location.
The scripts freeze_graph, saved_model_cli, tensorboard, tflite_convert, toco and toco_from_protos are installed in ‘/usr/local/bin’ which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use –no-warn-script-location.
Successfully installed absl-py-0.6.1 astor-0.7.1 gast-0.2.0 grpcio-1.17.1 h5py-2.8.0 keras-applications-1.0.6 keras-preprocessing-1.0.5 markdown-3.0.1 numpy-1.15.4 protobuf-3.6.1 six-1.12.0 tensorboard-1.12.0 tensorflow-1.12.0 termcolor-1.1.0 werkzeug-0.14.1 wheel-0.32.3
You are using pip version 10.0.1, however version 18.1 is available.
You should consider upgrading via the ‘pip install –upgrade pip’ command.

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Collecting pip
Installing collected packages: setuptools, pip
Successfully installed pip-10.0.1 setuptools-39.0.1

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Resolving Dependencies
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—> Package python36.x86_64 0:3.6.6-1.el7 will be installed
–> Processing Dependency: python36-libs(x86-64) = 3.6.6-1.el7 for package: python36-3.6.6-1.el7.x86_64
–> Processing Dependency: libpython3.6m.so.1.0()(64bit) for package: python36-3.6.6-1.el7.x86_64
—> Package python36-devel.x86_64 0:3.6.6-1.el7 will be installed
–> Processing Dependency: redhat-rpm-config for package: python36-devel-3.6.6-1.el7.x86_64
–> Processing Dependency: python-rpm-macros for package: python36-devel-3.6.6-1.el7.x86_64
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—> Package python-rpm-macros.noarch 0:3-22.el7 will be installed
–> Processing Dependency: python-srpm-macros for package: python-rpm-macros-3-22.el7.noarch
—> Package python36-libs.x86_64 0:3.6.6-1.el7 will be installed
—> Package redhat-rpm-config.noarch 0:9.1.0-87.el7.centos will be installed
–> Processing Dependency: dwz >= 0.4 for package: redhat-rpm-config-9.1.0-87.el7.centos.noarch
–> Processing Dependency: zip for package: redhat-rpm-config-9.1.0-87.el7.centos.noarch
–> Processing Dependency: perl-srpm-macros for package: redhat-rpm-config-9.1.0-87.el7.centos.noarch
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—> Package dwz.x86_64 0:0.11-3.el7 will be installed
—> Package perl-srpm-macros.noarch 0:1-8.el7 will be installed
—> Package python-srpm-macros.noarch 0:3-22.el7 will be installed
—> Package zip.x86_64 0:3.0-11.el7 will be installed
–> Finished Dependency Resolution

Dependencies Resolved

==========================================================================================================================================
Package Arch Version Repository Size
==========================================================================================================================================
Installing:
python36 x86_64 3.6.6-1.el7 epel 66 k
python36-devel x86_64 3.6.6-1.el7 epel 849 k
Installing for dependencies:
dwz x86_64 0.11-3.el7 base 99 k
perl-srpm-macros noarch 1-8.el7 base 4.6 k
python-rpm-macros noarch 3-22.el7 epel 7.5 k
python-srpm-macros noarch 3-22.el7 epel 7.0 k
python36-libs x86_64 3.6.6-1.el7 epel 8.6 M
redhat-rpm-config noarch 9.1.0-87.el7.centos base 81 k
zip x86_64 3.0-11.el7 base 260 k

Transaction Summary
==========================================================================================================================================
Install 2 Packages (+7 Dependent packages)

Total download size: 9.9 M
Installed size: 40 M
Downloading packages:
(1/9): python-rpm-macros-3-22.el7.noarch.rpm | 7.5 kB 00:00:00
(2/9): python-srpm-macros-3-22.el7.noarch.rpm | 7.0 kB 00:00:00
(3/9): python36-3.6.6-1.el7.x86_64.rpm | 66 kB 00:00:00
(4/9): perl-srpm-macros-1-8.el7.noarch.rpm | 4.6 kB 00:00:00
(5/9): python36-devel-3.6.6-1.el7.x86_64.rpm | 849 kB 00:00:00
(6/9): python36-libs-3.6.6-1.el7.x86_64.rpm | 8.6 MB 00:00:00
(7/9): dwz-0.11-3.el7.x86_64.rpm | 99 kB 00:00:00
(8/9): redhat-rpm-config-9.1.0-87.el7.centos.noarch.rpm | 81 kB 00:00:00
(9/9): zip-3.0-11.el7.x86_64.rpm | 260 kB 00:00:00
——————————————————————————————————————————————
Total 9.0 MB/s | 9.9 MB 00:00:01
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Installing : python36-3.6.6-1.el7.x86_64 1/9
Installing : python36-libs-3.6.6-1.el7.x86_64 2/9
Installing : dwz-0.11-3.el7.x86_64 3/9
Installing : zip-3.0-11.el7.x86_64 4/9
Installing : perl-srpm-macros-1-8.el7.noarch 5/9
Installing : redhat-rpm-config-9.1.0-87.el7.centos.noarch 6/9
Installing : python-srpm-macros-3-22.el7.noarch 7/9
Installing : python-rpm-macros-3-22.el7.noarch 8/9
Installing : python36-devel-3.6.6-1.el7.x86_64 9/9
Verifying : python-srpm-macros-3-22.el7.noarch 1/9
Verifying : perl-srpm-macros-1-8.el7.noarch 2/9
Verifying : python36-libs-3.6.6-1.el7.x86_64 3/9
Verifying : zip-3.0-11.el7.x86_64 4/9
Verifying : python-rpm-macros-3-22.el7.noarch 5/9
Verifying : dwz-0.11-3.el7.x86_64 6/9
Verifying : python36-3.6.6-1.el7.x86_64 7/9
Verifying : redhat-rpm-config-9.1.0-87.el7.centos.noarch 8/9
Verifying : python36-devel-3.6.6-1.el7.x86_64 9/9

Installed:
python36.x86_64 0:3.6.6-1.el7 python36-devel.x86_64 0:3.6.6-1.el7

Dependency Installed:
dwz.x86_64 0:0.11-3.el7 perl-srpm-macros.noarch 0:1-8.el7 python-rpm-macros.noarch 0:3-22.el7
python-srpm-macros.noarch 0:3-22.el7 python36-libs.x86_64 0:3.6.6-1.el7 redhat-rpm-config.noarch 0:9.1.0-87.el7.centos
zip.x86_64 0:3.0-11.el7

Complete!

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