Install, Uninstall, and Manage Multiple Versions of Python on a Mac
Summary
It’s easy to install multiple versions of python on a Mac computer using installers from python.org, Homebrew, Conda, or other sources. This could create conflicts if a user wants to run one version of python but bash calls a different version instead.
This is guide will show you how to:
- modify your bash profile to change which version of python is called by bash first.
- use virtual environments to specify a version of python that will run a project.
- uninstall specific versions of python.
Warnings
Mac OS needs python
DO NOT remove any versions of Python found in the following folders:
/usr/bin
system/Library
These versions of Python—which should be Python 2.7—are installed by Apple and used by Mac OS and other software to perform some functions. Deleting Python from these directories will break Mac OS and force you to reinstall it on your computer.
Other projects may need specific versions of python
You may have a python project or you may use python packages that require particular versions of Python. Uninstalling those versions would prevent those projects or packages from working until that version of python is reinstalled. For example, Python 3 is a dependency of Numpy; if you uninstalled Python 3, then Numpy wouldn’t work until you reinstalled Python 3.
Installation
Three common methods of installing python can be found here:
Homebrew
First install Homebrew. The instructions are here, or enter the following command:
/usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"
To install Python 3:
brew install python
To install Python 2:
brew install python@2
PATH and .bash_profile
PATH
The path is a list of directories that your shell will look through when you execute a command. You can display the path on your computer using the echo $PATH
command:
$ echo $PATH
/Library/Frameworks/Python.framework/Versions/3.7/bin:/Users/username/anaconda3/bin:/Library/Frameworks/Python.framework/Versions/2.7/bin:/Users/username/miniconda2/bin:/Users/username/miniconda3/bin:/Library/Frameworks/Python.framework/Versions/3.6/bin:/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin:/opt/X11/bin:/usr/X11/bin:/usr/local/git/bin
The directories above are separated by a colon, this is what they look like displayed in sequence:
- /Library/Frameworks/Python.framework/Versions/3.7/bin
- /Users/username/anaconda3/bin
- /Library/Frameworks/Python.framework/Versions/2.7/bin
- /Users/username/miniconda2/bin
- /Users/username/miniconda3/bin
- /Library/Frameworks/Python.framework/Versions/3.6/bin
- /usr/local/bin
- /usr/bin
- /bin
- /usr/sbin
- /sbin
- /usr/texbin
- /opt/X11/bin
- /usr/X11/bin
- /usr/local/git/bin
When you ask your shell to run a particular command or run an interpreter, python
for example, the shell looks through the different directories listed in the PATH in order they’re presented above. When the shell finds that command, it stops and calls it even if there is another version of the same command, with the same name, further down in the list.
.bash_profile
The bash profile is a set of instructions that are run by the shell when the user logs in to bash. You can add a variety of preferences to the bash profile, including modifications to the PATH. When anaconda, miniconda or other versions of python are installed they automatically add paths to their respective versions of python to the top of the bash profile.
Bash reads the bash profile in sequential order — from top to bottom — and adds those paths to the PATH in the order that they’re read. This means that the last path at the bottom of the bash profile will end up as the first path in the PATH. This means that if you have Python 3.6 installed on your computer, and then decide to add python 3.7, but keep 3.6, the installer will add Python 3.7 to the top of the bash profile but it will end up after python 3.6 in the PATH. Entering python3
in bash will call python 3.6, not 3.7.
If that was confusing compare the order that the python paths are added to my bash profile below to the PATH listed above. You’ll notice that their respective orders are opposite from each other.
Enter the following command to open the bash profile in TextEdit:
$ open ~/.bash_profile
My .bash_profile currently looks like this:
# Setting PATH for Python 3.6
# The original version is saved in .bash_profile.pysave
PATH="/Library/Frameworks/Python.framework/Versions/3.6/bin:${PATH}"
export PATH
# added by Miniconda3 installer
export PATH="/Users/username/miniconda3/bin:$PATH"
# added by Miniconda2 installer
export PATH="/Users/username/miniconda2/bin:$PATH"
# Setting PATH for Python 2.7
# The original version is saved in .bash_profile.pysave
PATH="/Library/Frameworks/Python.framework/Versions/2.7/bin:${PATH}"
export PATH
# added by Anaconda3 installer
export PATH="/Users/username/anaconda3/bin:$PATH"
# Setting PATH for Python 3.7
# The original version is saved in .bash_profile.pysave
PATH="/Library/Frameworks/Python.framework/Versions/3.7/bin:${PATH}"
export PATH
If you want to keep all of your installed versions of python, but want bash to open a different version first, just copy and paste it to the bottom of the bash profile. If you don’t want bash to run a particular version of python then delete it from bash profile and uninstall that version by following the instructions further down.
Don’t forget to save the bash profile before closing TextEdit. You also have to reload the bash profile in bash before any changes take effect. Just enter one of the following commands:
source ~/.bash_profile
. ~/.bash_profile
Homebrew - pyenv
Pyenv is a Homebrew package that allows a user to install multiple versions of python in Homebrew and specify which version of python they’d like to run.
Install pyenv:
$ brew install pyenv
Install different versions of python:
$ pyenv install 3.5.0
$ pyenv install 3.6.0
Show which versions of python are installed:
$ pyenv versions
* system (set by /Users/username/Programming/python/.python-version)
3.5.0
3.6.0
The asterisk indicates that the system version of python is active, but 3.5.0 and 3.6.0 are also installed.
Pyenv Local
Create a folder called PythonLocalProject
, then display the version of python called by bash by entering python -V
:
$ python -V
Python 3.6.5 :: Anaconda, Inc.
Now enter:
$ pyenv local 3.5.0
This creates a .python-version
file which tells pyenv
which version of python to run in that directory.
Entering ls -la
shows us that file:
$ ls -la
total 8
drwxr-xr-x 3 username staff 96 Aug 3 11:52 .
drwxr-xr-x 4 username staff 128 Aug 3 11:56 ..
-rw-r--r-- 1 username staff 6 Aug 3 12:03 .python-version
Now enter pyenv versions
:
$ pyenv versions
system
* 3.5.0 (set by /Users/username/Programming/python/pythonproject/.python-version)
3.6.0
And running this command shows which version of python is called by pyenv:
$ python -V
Python 3.5.0
To change pyenv to the system version of version 3.6.0 enter:
$ pyenv local system
$ pyenv local 3.6.0
This procedure is fine, you can set a version of python to run in a particular folder. But what if you want to use pyenv to set a global version of python.
Pyenv Global
Pyenv gives these instructions when you enter pyenv init
in bash:
$ pyenv init
# Load pyenv automatically by appending
# the following to ~/.bash_profile:
eval "$(pyenv init -)"
Open the bash profile:
open ~/.bash_profile
Add this text to the bottom of the file:
eval "$(pyenv init -)"
Save the file and then enter:
source ~/.bash_profile
Entering echo $PATH
will show that a pyenv shim has been added to the beginnning of the path:
/Users/username/.pyenv/shims:
And which python
will return:
/Users/username/.pyenv/shims/python
This means that bash will run the version of python set by pyenv.
Navigate to a folder that doesn’t have a .python-version
file and enter:
$ pyenv global 3.6.0
Python 3.6.0
This shows us that the global version of python is 3.6.0 and it is set by pyenv
.
So this shows that bash will run whichever version of python that is set in pyenv.
If you navigate back to the PythonLocalProject
folder with the .python-version
file and run python -V
you will notice that it doesn’t run the global version of python, it runs whichever version was last set with the pyenv local
command.
Locate Python
We can use the which
command to identify where specific versions of python are located:
$ which -a python
/Users/username/.pyenv/shims/python
/Users/username/anaconda3/bin/python
/Library/Frameworks/Python.framework/Versions/2.7/bin/python
/Users/username/miniconda2/bin/python
/Users/username/miniconda3/bin/python
/usr/local/bin/python
/usr/bin/python
$ which -a python3
/Users/username/.pyenv/shims/python3
/Library/Frameworks/Python.framework/Versions/3.7/bin/python3
/Users/username/anaconda3/bin/python3
/Users/username/miniconda3/bin/python3
/Library/Frameworks/Python.framework/Versions/3.6/bin/python3
/usr/local/bin/python3
This shows some overlap as some versions of python appear in both searches.
The locations of the anaconda and miniconda versions of python are self explanatory, so are the pyenv installs, the python.org installer places python in the /Library/Frameworks/Python.framework/
directory. Homebrew installs all packages, including python, in /usr/local/Cellar
, then Homebrew adds a symlink to /usr/local/bin
so that its version of python can be found in the path. Finally, Apple installs python in /usr/bin
. Remember, don’t delete that version.
Uninstall python
Follow these instructions if you want to remove particular versions of python.
python.org
The python.org installer places all it’s installed files in the following folders:
- The system applications folder,
/Applications
/Library/Frameworks/Python.framework
/usr/local/bin
To delete all versions of python that were installed using the python.org installer, enter these commands in terminal:
sudo rm -rf '/Applications/Python X.Y' #replace X.Y with the version number on the folder
sudo rm -rf /Library/Frameworks/Python.framework
sudo rm -rf /usr/local/bin/python
sudo rm -rf /usr/local/bin/python3
To remove particular versions of python, you have to refer to the particular framework. The frameworks are installed in /Library/Frameworks/Python.framework
and particular versions are found in /Library/Frameworks/Python.framework/Versions/X.Y
. So for example if you wanted to uninstall only version 3.5 but leave other versions you would enter the following commands in bash:
sudo rm -rf /Library/Frameworks/Python.framework/Versions/3.5
sudo rm -rf '/Applications/Python 3.5'
sudo rm -rf /usr/local/bin/python3
Homebrew
To uninstall python that was installed using homebrew you need to identify what versions of python have been installed by Homebrew:
Enter:
$ brew list | grep 'python'
Currently brew refers to python3 as python
and python 2 is called python@2
.
To uninstall both python2 and python3 enter the following:
$ brew uninstall -f python python@2
Homebrew will refuse to uninstall python if it has dependencies, just uninstall python and ignore the dependencies:
brew uninstall --ignore-dependencies python python@2
Or, add the dependencies to the list of items to be uninstalled:
$ brew uninstall -f python python@2 gdal geos libspatialite libxml2 numpy
Troubleshooting
It’s possible to have Homebrew’s Python directory at the beginning of the $PATH but calling python
will still start the Apple installed version of Python or some other version. If that’s the case it’s possible that Homebrew’s Python install has become unlinked. This command will unlink and relink Python in Homebrew:
brew unlink python python@2 && brew link python python@2
Uninstall Python from Pyenv
To list versions of python installed using pyenv enter:
$ pyenv versions
* system (set by /Applications/.python-version)
3.5.0
3.6.0
To uninstall versions of python installed using pyenv enter:
$ pyenv uninstall 3.5.0
$ pyenv uninstall 3.6.0
Anaconda
The official removal instructions are found here, but deleting anaconda and miniconda is easy.
Anaconda and miniconda are installed in the users home directory: ~/miniconda2
, ~/miniconda3
,~/anaconda2
, or ~/anaconda3
Depending on which version or versions you have, just enter the following commands:
rm -rf ~/anaconda2
rm -rf ~/anaconda3
rm -rf ~/miniconda2
rm -rf ~/miniconda3
Anaconda and miniconda also use several invisible files. Delete them by entering this command:
rm -rf ~/.condarc ~/.conda ~/.continuum