Installation Guide for TensorFlow on macOS Mojave 10.14.1 for your DeepLearning w/ Java, C, and Go

This installation particularly focuses on macOS High Sierra version 10.13.4. It’s likely that the installation may work on previous version of macOS High Sierra. However, addressing the issues related to previous versions is not considered in this topic.  There are several options to install TensorFlow on macOS.

  • Docker
  • Native Pip
  • Virtual Python environment
  • Installation of TensorFlow with Anaconda
  • Installation of TensorFlow for JDK
  • Installation of TensorFlow for Go with TensorFlow C Library

 

Docker

The docker community edition is the preferred platform for building container based applications on macOS. There are couple of update channels available through Docker community edition such as Stable and Edge.  The Docker CE supports both on-premise and cloud platforms.  The Docker CE edition installation is compatible with AWS and Azure cloud platforms on CentOS, Debian, Fedora, Ubuntu, and Linux platforms.  The installation of Docker on a mac machine does not affect any machines created with the Docker machine.  The new Docker for mac Hyperkit VM creates the virtual environment with the minimum hardware support of Mac hardware created no earlier than 2010 with Intel’s hardware support for virtualization of memory management in unrestricted mode.  The hardware support can be verified with the command sysctl kern.hv_support   in the terminal. Any operating systems such as mac OS El Capitan or above are supported by Docker.  However, macOS High Sierra resolved majority of the issues encountered from the earlier version of macOS. It’s recommended to have macOS High Sierra version 10.13.4 for minimizing the problems with docker installation. The system should be equipped with at least 4 GB RAM.  Download the Docker Community Edition for macOS from the Docker Store. This may require creation of docker ID and password to be part of the Docker Store.

Figure 1. Docker Community Edition for macOS.

Docker Community Edition for macOS dockerizes the applications on mac with Hypervisor framework, filesystem, and networking with a complete development environment.  The Docker platform also delivers developer tools for running command line, compose, and Docker notary command line with automatic updates pushed through the Docker development environment.  Once the download of the docker is initiated on macOS, a sample docker run hello-world can be run to verify the validity of the Docker installation.  The Docker installation now contains entire TensorFlow environment in a TensorFlow binary image.  The Docker container can be launched with the following command:

$ docker run -it -p hostPort:containerPortTensorFlowImage

 

If the TensorFlow programs are run from the Shell, -p hostPort:containerPortwill be optional. In case of running the TensorFlow program from the Jupyter Notebook, the hostPort and containerPort   can be set to 8888.  Running embedding visualizations from TensorBoard insider the container will require setting the localhost to 6006.   The TensorFlow binary images are also available on DockerHub.  The following command can be run to launch the TensorFlow programs from shell.

 

 

$ docker run -it tensorflow/tensorflow bash

 

The following command initiates setting the Jupyter environment for Docker container to run TensorFlow programs from Jupyter notebooks.

 

$ docker run -it -p 8888:8888 tensorflow/tensorflow

 

 

Native Pip

 

 

The installation through native Pip expects a prior environment of either Python 3.X+ or Python 2.7.  If macOS does not have Python environment, it has to be installed before attempting to install TensorFlow.  Pip is for Python 2.7 and Pip3 is for Python 3.X version.  You can identify the system version of Pip through the following commands.

 

 

$ pip -V  # for Python 2.7$ pip3 -V # for Python 3.n

 

 

It’s always a good idea to update the pip with the latest version:

 

 

$ sudo easy_install –upgrade pip$ sudo easy_install –upgrade six

 

 

Once, the installation or upgrade is successfully complete, TensorFlow can be installed with the following command based on the system environment:

 

$ pip install tensorflow      # Python 2.7; CPU support $ pip3 install tensorflow     # Python 3.n; CPU support

 

 

A short TensorFlow program can be run in the system after clearing the syntax to ensure that the installation has been successful and system has been set up with Tensorflow development environment.

 

 

Virtual Python Environment

 

 

Once the macOS terminal is started, the following instructions can be beneficial to complete the installation. The option three virtual Python environment is preferred.  The following commands set up the installation of pip and virtual Python environment for TensorFlow.

 

$ sudo easy_install pip $ pip install –upgrade virtualenv

 

 

Once the virtual Python environment has been upgraded, the following commands can be leveraged to create the virtual Python environment.

 

$ virtualenv –system-site-packages targetDirectory # for Python 2.7$ virtualenv –system-site-packages -p python3 targetDirectory # for Python 3.n

The target directory will be the top of the virtual Python environment tree. By default, it would be ~/TensorFlow. However, it can be changed to any other directory based on the selection of the developer.

 

The target directory needs to be activated as virtual python environment with either of the following commands:

 

$ cd targetDirectory$ source ./bin/activate      # If using bash, sh, ksh, or zsh$ source ./bin/activate.csh  # If using csh or tcsh

 

Once the above process is complete, the suffix of the source command changes to your target directory as follows:

 

(targetDirectory)$

 

The following commands can be leveraged to install TensorFlow:

 

(targetDirectory)$ pip install –upgrade tensorflow      # for Python 2.7 (targetDirectory)$ pip3 install –upgrade tensorflow     # for Python 3.n

 

Once the environment is created, it can be leveraged to run even Jupyter Notebooks.

 

GPs-iMac:~ GP$ sudo easy_install pip

Password:

Searching for pip

Best match: pip 10.0.1

Adding pip 10.0.1 to easy-install.pth file

Installing pip script to /anaconda3/bin

Installing pip3 script to /anaconda3/bin

Installing pip3.6 script to /anaconda3/bin

 

Using /anaconda3/lib/python3.6/site-packages

Processing dependencies for pip

Finished processing dependencies for pip

GPs-iMac:~ GP$ pip install –upgrade virtualenv

Collecting virtualenv

Downloading https://files.pythonhosted.org/packages/b6/30/96a02b2287098b23b875bc8c2f58071c35d2efe84f747b64d523721dc2b5/virtualenv-16.0.0-py2.py3-none-any.whl (1.9MB)

100% |████████████████████████████████| 1.9MB 5.4MB/s

Installing collected packages: virtualenv

Successfully installed virtualenv-16.0.0

GPs-iMac:~ GP$ virtualenv–system-site-packages -p python3

Running virtualenv with interpreter /anaconda3/bin/python3

You must provide a DEST_DIR

Usage:virtualenv.py[OPTIONS] DEST_DIR

 

GPs-iMac:~ GP$ virtualenv–system-site-packages -p python3 tensorflow

Running virtualenvwith interpreter /anaconda3/bin/python3

Using base prefix ‘/anaconda3’

New python executable in /Users/GP/tensorflow/bin/python3

Also creating executable in /Users/GP/tensorflow/bin/python

Installing setuptools, pip, wheel…done.

GPs-iMac:~ GP$ cd tensorflow

GPs-iMac:tensorflow GP$ source /bin/activate

-bash: /bin/activate: No such file or directory

GPs-iMac:tensorflow GP$ source ./bin/activate

(tensorflow) GPs-iMac:tensorflow GP$ easy_install -U pip

Searching for pip

Reading https://pypi.org/simple/pip/

Downloading https://files.pythonhosted.org/packages/0f/74/ecd13431bcc456ed390b44c8a6e917c1820365cbebcb6a8974d1cd045ab4/pip-10.0.1-py2.py3-none-any.whl#sha256=717cdffb2833be8409433a93746744b59505f42146e8d37de6c62b430e25d6d7

Best match: pip 10.0.1

Processing pip-10.0.1-py2.py3-none-any.whl

Installing pip-10.0.1-py2.py3-none-any.whl to /Users/GP/tensorflow/lib/python3.6/site-packages

writing requirements to /Users/GP/tensorflow/lib/python3.6/site-packages/pip-10.0.1-py3.6.egg/EGG-INFO/requires.txt

Adding pip 10.0.1 to easy-install.pth file

Installing pip script to /Users/GP/tensorflow/bin

Installing pip3 script to /Users/GP/tensorflow/bin

Installing pip3.6 script to /Users/GP/tensorflow/bin

 

Installed /Users/GP/tensorflow/lib/python3.6/site-packages/pip-10.0.1-py3.6.egg

Processing dependencies for pip

Finished processing dependencies for pip

(tensorflow) GPs-iMac:tensorflow GP$ pip3 install –upgrade tensorflow

Collecting tensorflow

Downloading https://files.pythonhosted.org/packages/03/ad/d732a5d9d50bfcd8aeb6e4a266065a8868829388e4e2b529ff689f1fc923/tensorflow-1.8.0-cp36-cp36m-macosx_10_11_x86_64.whl (46.5MB)

100% |████████████████████████████████| 46.5MB 426kB/s

Collecting tensorboard<1.9.0,>=1.8.0 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/59/a6/0ae6092b7542cfedba6b2a1c9b8dceaf278238c39484f3ba03b03f07803c/tensorboard-1.8.0-py3-none-any.whl (3.1MB)

100% |████████████████████████████████| 3.1MB 4.5MB/s

Collecting termcolor>=1.1.0 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/8a/48/a76be51647d0eb9f10e2a4511bf3ffb8cc1e6b14e9e4fab46173aa79f981/termcolor-1.1.0.tar.gz

Collecting gast>=0.2.0 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/5c/78/ff794fcae2ce8aa6323e789d1f8b3b7765f601e7702726f430e814822b96/gast-0.2.0.tar.gz

Requirement not upgraded as not directly required: wheel>=0.26 in ./lib/python3.6/site-packages (from tensorflow) (0.31.1)

Collecting astor>=0.6.0 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/b2/91/cc9805f1ff7b49f620136b3a7ca26f6a1be2ed424606804b0fbcf499f712/astor-0.6.2-py2.py3-none-any.whl

Collecting grpcio>=1.8.6 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/68/57/da122cbfc1b7815381480b23044fff06b90f58c1be9310e68c2d6b1d623c/grpcio-1.12.1-cp36-cp36m-macosx_10_7_intel.whl (1.9MB)

100% |████████████████████████████████| 1.9MB 6.3MB/s

Collecting absl-py>=0.1.6 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/57/8d/6664518f9b6ced0aa41cf50b989740909261d4c212557400c48e5cda0804/absl-py-0.2.2.tar.gz (82kB)

100% |████████████████████████████████| 92kB 17.7MB/s

Requirement not upgraded as not directly required: six>=1.10.0 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (1.11.0)

Collecting protobuf>=3.4.0 (from tensorflow)

Downloading https://files.pythonhosted.org/packages/6d/7e/51c91b28cb8446ebd7231d375a2025bca4c59d15ddc0cf2dd0867b400cd7/protobuf-3.6.0-cp36-cp36m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (1.2MB)

100% |████████████████████████████████| 1.2MB 6.3MB/s

Requirement not upgraded as not directly required: numpy>=1.13.3 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (1.14.0)

Requirement not upgraded as not directly required: werkzeug>=0.11.10 in /anaconda3/lib/python3.6/site-packages (from tensorboard<1.9.0,>=1.8.0->tensorflow) (0.14.1)

Collecting bleach==1.5.0 (from tensorboard<1.9.0,>=1.8.0->tensorflow)

Downloading https://files.pythonhosted.org/packages/33/70/86c5fec937ea4964184d4d6c4f0b9551564f821e1c3575907639036d9b90/bleach-1.5.0-py2.py3-none-any.whl

Collecting markdown>=2.6.8 (from tensorboard<1.9.0,>=1.8.0->tensorflow)

Downloading https://files.pythonhosted.org/packages/6d/7d/488b90f470b96531a3f5788cf12a93332f543dbab13c423a5e7ce96a0493/Markdown-2.6.11-py2.py3-none-any.whl (78kB)

100% |████████████████████████████████| 81kB 19.7MB/s

Collecting html5lib==0.9999999 (from tensorboard<1.9.0,>=1.8.0->tensorflow)

Downloading https://files.pythonhosted.org/packages/ae/ae/bcb60402c60932b32dfaf19bb53870b29eda2cd17551ba5639219fb5ebf9/html5lib-0.9999999.tar.gz (889kB)

100% |████████████████████████████████| 890kB 13.0MB/s

Requirement not upgraded as not directly required: setuptools in ./lib/python3.6/site-packages (from protobuf>=3.4.0->tensorflow) (39.2.0)

Building wheels for collected packages: termcolor, gast, absl-py, html5lib

Running setup.py bdist_wheel for termcolor … done

Stored in directory: /Users/GP/Library/Caches/pip/wheels/7c/06/54/bc84598ba1daf8f970247f550b175aaaee85f68b4b0c5ab2c6

Running setup.py bdist_wheel for gast … done

Stored in directory: /Users/GP/Library/Caches/pip/wheels/9a/1f/0e/3cde98113222b853e98fc0a8e9924480a3e25f1b4008cedb4f

Running setup.py bdist_wheel for absl-py … done

Stored in directory: /Users/GP/Library/Caches/pip/wheels/a0/f8/e9/1933dbb3447ea6ef57062fd5461cb118deb8c2ed074e8344bf

Running setup.py bdist_wheel for html5lib … done

Stored in directory: /Users/GP/Library/Caches/pip/wheels/50/ae/f9/d2b189788efcf61d1ee0e36045476735c838898eef1cad6e29

Successfully built termcolor gast absl-py html5lib

Installing collected packages: html5lib, bleach, protobuf, markdown, tensorboard, termcolor, gast, astor, grpcio, absl-py, tensorflow

Found existing installation: html5lib 1.0.1

Not uninstalling html5lib at /anaconda3/lib/python3.6/site-packages, outside environment /Users/GP/tensorflow

Can’t uninstall ‘html5lib’. No files were found to uninstall.

Found existing installation: bleach 2.1.2

Not uninstalling bleach at /anaconda3/lib/python3.6/site-packages, outside environment /Users/GP/tensorflow

Can’t uninstall ‘bleach’. No files were found to uninstall.

Successfully installed absl-py-0.2.2 astor-0.6.2 bleach-1.5.0 gast-0.2.0 grpcio-1.12.1 html5lib-0.9999999 markdown-2.6.11 protobuf-3.6.0 tensorboard-1.8.0 tensorflow-1.8.0 termcolor-1.1.0

 

(tensorflow) GPs-iMac:tensorflow GP$ conda install -c conda-forge tensorflow

Solving environment: done

 

 

==> WARNING: A newer version of conda exists. <==

current version: 4.4.10

latest version: 4.5.4

 

Please update conda by running

 

$ conda update -n base conda

 

 

 

## Package Plan ##

 

environment location: /anaconda3

 

added / updated specs:

– tensorflow

 

 

The following packages will be downloaded:

 

package                    |            build

—————————|—————–

mock-2.0.0                 |           py36_0         103 KB conda-forge

certifi-2018.1.18          |           py36_0         143 KB conda-forge

libprotobuf-3.5.2          |                0         3.9 MB conda-forge

tensorflow-1.1.0           |           py36_0        24.8 MB conda-forge

pbr-4.0.4                  |             py_0          61 KB conda-forge

protobuf-3.5.2             |           py36_0         603 KB conda-forge

————————————————————

Total:        29.7 MB

 

The following NEW packages will be INSTALLED:

 

libprotobuf: 3.5.2-0         conda-forge

mock:        2.0.0-py36_0     conda-forge

pbr:         4.0.4-py_0       conda-forge

protobuf:    3.5.2-py36_0     conda-forge

tensorflow:  1.1.0-py36_0     conda-forge

 

The following packages will be UPDATED:

 

certifi:     2018.1.18-py36_0             –> 2018.1.18-py36_0 conda-forge

 

Proceed ([y]/n)? y

 

 

Downloading and Extracting Packages

mock 2.0.0: ############################################################ | 100%

certifi 2018.1.18: ##################################################### | 100%

libprotobuf 3.5.2: ##################################################### | 100%

tensorflow 1.1.0: ###################################################### | 100%

pbr 4.0.4: ############################################################# | 100%

protobuf 3.5.2: ######################################################## | 100%

Preparing transaction: done

Verifying transaction: done

Executing transaction: done

 

 

 

Installation of TensorFlow with Anaconda

 

Though, Anaconda installation is supported by Anaconda and several other communities, it’s not officially supported by Google and TensorFlow organization. The issues with installation of Anaconda need to be resolved by contacting Anaconda.  The Anaconda environment for macOS can be downloaded from Anaconda website.  Once the download is complete, the conda environment with the name of TensorFlow can be set up with the following command:

 

$ conda create -n tensorflow pip python=2.7 # or python=3.3, etc.

 

The conda environment can be activated with the following command.

 

$ source activate tensorflow

 

The following command can be leveraged to install TensorFlow inside conda environment.

 

(targetDirectory)$ pip install –ignore-installed –upgrade TF_PYTHON_URL

 

Tensorflow Installation with JDK.

 

TensorFlow delivers APIs to work with Java. If there’s an earlier version of Apache Maven, slight changes to the configuration file can allow to use the TensorFlow JAVA APIs.

 

<dependency>
<groupId>org.tensorflow</groupId>
<artifactId>tensorflow</artifactId>
<version>1.8.0</version>
</dependency>

 

In case, there’s no Apache Maven project environment on the system, it has to be decided, if the installation should go on Linux or macOS.

 

TensorFlow Installation for Go Platform

 

The TensorFlow installation for Go platform depends on the TensorFlow C library. It can be installed with the following command.

 

TF_TYPE=”cpu” # Change to “gpu” for GPU support
TARGET_DIRECTORY=’/usr/local’
curl -L \
“https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-${TF_TYPE}-$(go env GOOS)-x86_64-1.8.0.tar.gz” |
sudo tar -C $TARGET_DIRECTORY -xz

 

Once, the installation is complete, the Go platform with TensorFlow C library file will be installed to /usr/local/lib. Go Get command will ensure to get all the necessary Go packages for Tensorflow with the following command.

 

go get github.com/tensorflow/tensorflow/tensorflow/go

 

Once, the installation is complete, it can be tested with a sample Go program.

 

 

 

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