ken-matsui / tfkeras-dcgan

Deep Convolutional Generative Adversarial Networks

tfkeras_DCGAN

Usage

Please execute on bash.

$ chmod +x exec.sh
$ ./exec.sh (local or mlengine) step_num
                  OR
$ bash exec.sh (local or mlengine) step_num

bash 4.0以降の文法

$ bash -version
GNU bash, version 3.2.57(1)-release (x86_64-apple-darwin16)
Copyright (C) 2007 Free Software Foundation, Inc.
$ brew install bash
$ sudo vim /etc/shells

#/bin/bash
/usr/local/bin/bash

$ exec -l $SHELL
$ bash -verion
GNU bash, バージョン 4.4.12(1)-release (x86_64-apple-darwin16.3.0)
Copyright (C) 2016 Free Software Foundation, Inc.
ライセンス GPLv3+: GNU GPL バージョン 3 またはそれ以降 <http://gnu.org/licenses/gpl.html>

This is free software; you are free to change and redistribute it.
There is NO WARRANTY, to the extent permitted by law.

参考

複雑な前処理も簡単に！TensorFlowのDataset APIの使い方 https://deepage.net/tensorflow/2017/07/18/tensorflow-dataset-api.html

TensorFlowのデータフォーマットTFRecordの書き込みと読み込み方法 https://deepage.net/tensorflow/2017/10/07/tfrecord.html

TensorFlowの計算グラフ内の変数tf.Variableの使い方 https://deepage.net/tensorflow/2017/06/02/tensorflow-variable.html

定数・変数・プレースホルダの利用方法を理解する。：Tensorflow入門の入門2／文系向け http://arakan-pgm-ai.hatenablog.com/entry/2017/05/06/214113

TensorFlow の名前空間を理解して共有変数を使いこなす https://qiita.com/TomokIshii/items/ffe999b3e1a506c396c8

TensorFlowのキーコンセプト: Opノード、セッション、変数 https://qiita.com/yanosen_jp/items/70e6d6afc36e1c0a3ef3

Github - tensorflow/tensorflow/python/training/basic_session_run_hooks.py https://github.com/tensorflow/tensorflow/blob/r1.4/tensorflow/python/training/basic_session_run_hooks.py

Tensorflow API r1.4 - tf.train.SessionRunArgs https://www.tensorflow.org/api_docs/python/tf/train/SessionRunArgs

Tensorflow Develop - Performance Guide https://www.tensorflow.org/performance/performance_guide

Tensorflow Develop r1.3 - Importing Data https://www.tensorflow.org/versions/r1.3/programmers_guide/datasets

Tensoflow API r0.12 class Distributed execution [tf.train.MonitoredSession] https://www.tensorflow.org/versions/r0.12/api_docs/python/train/distributed_execution#MonitoredSession

Tensorflow API r1.4 Training - Training Hooks https://www.tensorflow.org/api_guides/python/train#Training_Hooks

Tensorflow API r1.4 - tf.train.MonitoredTrainingSession https://www.tensorflow.org/api_docs/python/tf/train/MonitoredTrainingSession

Tensorflow Develop TensorBoard: Visualizing Learning https://www.tensorflow.org/get_started/summaries_and_tensorboard

Tensorflow Develop TensorBoard Histogram Dashboard https://www.tensorflow.org/get_started/tensorboard_histograms

あらゆるデータを可視化するTensorBoard徹底入門 https://deepage.net/tensorflow/2017/04/25/tensorboard.html

multi-GPU

6.マルチGPUカードを使用してモデルのトレーニング http://tensorflow.hatenablog.com/entry/2016/01/25/210000

Github - tensorflow/models/tutorials/image/cifar10/cifar10_multi_gpu_train.py https://github.com/tensorflow/models/blob/master/tutorials/image/cifar10/cifar10_multi_gpu_train.py

TensorFlow : CNN – 畳み込み ニューラルネットワーク for CIFAR-10 （コード解説） http://tensorflow.classcat.com/2016/03/12/tensorflow-cc-convolutional-neural-networks/

TensorFlow: snippet: GPU http://tensorflow.classcat.com/2016/02/14/tensorflow-snippet-gpu/