Difference between revisions of "HPC:Python"
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=== Python === | === Python === | ||
− | Python | + | Currently, there are 4 different versions of Python installed on the PMACS cluster. The system default version is Python v2.6.6. The other versions of Python installed are: v2.7.5, v2.7.9 & v3.4.2 |
+ | |||
+ | ==== Python packages available across all PMACS HPC cluster nodes ==== | ||
<pre> | <pre> | ||
Line 13: | Line 15: | ||
</pre> | </pre> | ||
− | Python 2.7.5 | + | ==== Python 2.7.5 ==== |
+ | To use a different version of Python, use the appropriate Environment Module. For Python v2.7.5, for example, you can use the `python-2.7.5` environment module | ||
+ | |||
+ | <pre> | ||
+ | |||
+ | [asrini@node062 ~]$ python --version | ||
+ | Python 2.6.6 | ||
+ | |||
+ | [asrini@node062 ~]$ which python | ||
+ | /usr/bin/python | ||
+ | |||
+ | [asrini@node062 ~]$ module load python-2.7.5 | ||
+ | |||
+ | [asrini@node062 ~]$ which python | ||
+ | /opt/software/python/2.7.5/bin/python | ||
+ | |||
+ | [asrini@node062 ~]$ python --version | ||
+ | Python 2.7.5 | ||
+ | </pre> | ||
<pre> | <pre> | ||
echo "module add python-2.7.5" >> ~/.bashrc | echo "module add python-2.7.5" >> ~/.bashrc | ||
+ | </pre> | ||
+ | |||
+ | |||
+ | ==== Python 2.7.9 ==== | ||
+ | To use a different version of Python, use the appropriate Environment Module. For Python v2.7.9, for example, you can use the `python-2.7.9` environment module | ||
+ | |||
+ | <pre> | ||
+ | [asrini@node062 ~]$ module load python-2.7.9 | ||
+ | |||
+ | [asrini@node062 ~]$ python --version | ||
+ | Python 2.7.9 | ||
+ | </pre> | ||
+ | |||
+ | ==== Python 3.4.2 ==== | ||
+ | To use a different version of Python, use the appropriate Environment Module. For Python v3.4.2, for example, you can use the `python-3.4.2` environment module | ||
+ | |||
+ | <pre> | ||
+ | [asrini@node062 ~]$ module load python-3.4.2 | ||
+ | |||
+ | [asrini@node062 ~]$ python --version | ||
+ | Python 3.4.2 | ||
+ | </pre> | ||
+ | |||
+ | '''NOTE: module naming conventions have changed. Run "module avail" first to see what the new module names are, before attempting to load the module.''' | ||
+ | |||
+ | ==== Python 3.6.3 ==== | ||
+ | To use a different version of Python, use the appropriate Environment Module. For Python v3.6.3, for example, you can use the `python/3.6.3` environment module | ||
+ | |||
+ | <pre> | ||
+ | [asrini@node156 ~]$ module load python/3.6.3 | ||
+ | |||
+ | [asrini@node156 ~]$ python --version | ||
+ | Python 3.6.3 | ||
</pre> | </pre> | ||
==== Python Virtualenv ==== | ==== Python Virtualenv ==== | ||
− | We recommend usage of <code>virtualenv</code> to create | + | We recommend usage of <code>virtualenv</code> to create Python environments in one's own home area on the cluster. As an example, here we want to create a virtualenv with the Python 2.7.5 installation. To do this, please enter the following in a shell: |
<pre> | <pre> | ||
Line 33: | Line 86: | ||
− | To default to using this environment during | + | To default to using this environment during an interactive (bsub -Is bash) session, add this to the bottom of your .bashrc file: |
<pre> | <pre> | ||
− | source $HOME/my_python-2.7.5/bin/activate | + | if [ $HOSTNAME != "consign.hpc.local" ] && [ $HOSTNAME != "mercury.pmacs.upenn.edu" ]; then |
+ | source $HOME/my_python-2.7.5/bin/activate | ||
+ | fi | ||
+ | </pre> | ||
+ | |||
+ | To include this in a batch (bsub) job add the following line to the top of your batch submission script: | ||
+ | <pre> | ||
+ | source $HOME/my_python-2.7.5/bin/activate | ||
</pre> | </pre> | ||
+ | |||
+ | ==== Installing Python packages in a virtualenv inside your home area ==== | ||
Here is a session example of the above instructions, including and example installation of a local package using <code>pip </code> | Here is a session example of the above instructions, including and example installation of a local package using <code>pip </code> | ||
+ | |||
<pre> | <pre> | ||
[asrini@consign ~]$ bsub -Is bash | [asrini@consign ~]$ bsub -Is bash | ||
Line 90: | Line 153: | ||
Shown above is using virtualenv to create a new custom python environment in your home folder that pulled in numpy/scipy and other system install python libraries . Also shown was installation of a local python package. | Shown above is using virtualenv to create a new custom python environment in your home folder that pulled in numpy/scipy and other system install python libraries . Also shown was installation of a local python package. | ||
+ | ==== Running Python scripts non-interactively ==== | ||
+ | |||
+ | Shown below is a sample Python script: | ||
+ | <pre> | ||
+ | $ cat simple.py | ||
+ | #!/usr/bin/env python | ||
+ | print "Hello!" | ||
+ | </pre> | ||
+ | |||
+ | The above script can be run on the PMACS HPC cluster: | ||
− | === Other | + | <pre> |
+ | $ bsub -e simple.e -o simple.o python simple.py | ||
+ | </pre> | ||
+ | |||
+ | |||
+ | === Other Pages === | ||
+ | ---- | ||
+ | <div class="mw-collapsible mw-collapsed"> | ||
+ | *[[HPC:FAQ|HPC FAQ ]] | ||
+ | *[[HPC:Login|Connecting to the PMACS cluster]] | ||
+ | *[[HPC:User_Guide|User Guide]] | ||
*[[HPC:Software|Available Software]] | *[[HPC:Software|Available Software]] | ||
− | *[[HPC: | + | *[[HPC:Archive System|PMACS Archive System]] |
− | + | </div> | |
− |
Latest revision as of 18:06, 7 December 2020
Contents
Python
Currently, there are 4 different versions of Python installed on the PMACS cluster. The system default version is Python v2.6.6. The other versions of Python installed are: v2.7.5, v2.7.9 & v3.4.2
Python packages available across all PMACS HPC cluster nodes
* virtualenv # create own python isolated workspaces http://pypi.python.org/pypi/virtualenv * virtualenvwrapper # helpers for virtualenv http://www.doughellmann.com/docs/virtualenvwrapper/index.html#introduction * pip # python package installer * ipython # a better python REPL http://ipython.org/ * numpy * scipy * matplotlib # 2D plotting library http://matplotlib.sourceforge.net/index.html * biopython # BioPython tools for bioinformatics http://biopython.org/wiki/Main_Page
Python 2.7.5
To use a different version of Python, use the appropriate Environment Module. For Python v2.7.5, for example, you can use the `python-2.7.5` environment module
[asrini@node062 ~]$ python --version Python 2.6.6 [asrini@node062 ~]$ which python /usr/bin/python [asrini@node062 ~]$ module load python-2.7.5 [asrini@node062 ~]$ which python /opt/software/python/2.7.5/bin/python [asrini@node062 ~]$ python --version Python 2.7.5
echo "module add python-2.7.5" >> ~/.bashrc
Python 2.7.9
To use a different version of Python, use the appropriate Environment Module. For Python v2.7.9, for example, you can use the `python-2.7.9` environment module
[asrini@node062 ~]$ module load python-2.7.9 [asrini@node062 ~]$ python --version Python 2.7.9
Python 3.4.2
To use a different version of Python, use the appropriate Environment Module. For Python v3.4.2, for example, you can use the `python-3.4.2` environment module
[asrini@node062 ~]$ module load python-3.4.2 [asrini@node062 ~]$ python --version Python 3.4.2
NOTE: module naming conventions have changed. Run "module avail" first to see what the new module names are, before attempting to load the module.
Python 3.6.3
To use a different version of Python, use the appropriate Environment Module. For Python v3.6.3, for example, you can use the `python/3.6.3` environment module
[asrini@node156 ~]$ module load python/3.6.3 [asrini@node156 ~]$ python --version Python 3.6.3
Python Virtualenv
We recommend usage of virtualenv
to create Python environments in one's own home area on the cluster. As an example, here we want to create a virtualenv with the Python 2.7.5 installation. To do this, please enter the following in a shell:
bsub -Is bash module add python-2.7.5 virtualenv $HOME/my_python-2.7.5 --system-site-packages source $HOME/my_python-2.7.5/bin/activate
The above alters your current PATH
to include the Python 2.7.5 executable. It then creates a new virtualenv that includes all of the system installed packages listed above. You will now be able to install your own python packages as needed using pip
.
To default to using this environment during an interactive (bsub -Is bash) session, add this to the bottom of your .bashrc file:
if [ $HOSTNAME != "consign.hpc.local" ] && [ $HOSTNAME != "mercury.pmacs.upenn.edu" ]; then source $HOME/my_python-2.7.5/bin/activate fi
To include this in a batch (bsub) job add the following line to the top of your batch submission script:
source $HOME/my_python-2.7.5/bin/activate
Installing Python packages in a virtualenv inside your home area
Here is a session example of the above instructions, including and example installation of a local package using pip
[asrini@consign ~]$ bsub -Is bash Job <172231> is submitted to default queue <interactive>. <<Waiting for dispatch ...>> <<Starting on node064.hpc.local>> [asrini@node064 ~]$ module add python-2.7.5 [asrini@node064 ~]$ [asrini@node064 ~]$ virtualenv $HOME/my_python-2.7.5 --system-site-packages New python executable in /home/asrini/my_python-2.7.5/bin/python Installing Setuptools...................................................................................................................................................................................................................................done. Installing Pip..........................................................................................................................................................................................................................................................................................................................................done. [asrini@node064 ~]$ source $HOME/my_python-2.7.5/bin/activate (my_python-2.7.5)[asrini@node064 ~]$ (my_python-2.7.5)[asrini@node064 ~]$ which python ~/my_python-2.7.5/bin/python (my_python-2.7.5)[asrini@node064 ~]$ python --version Python 2.7.5 (my_python-2.7.5)[asrini@node064 ~]$ ipython WARNING: Attempting to work in a virtualenv. If you encounter problems, please install IPython inside the virtualenv. Python 2.7.5 (default, Aug 19 2013, 22:59:01) Type "copyright", "credits" or "license" for more information. IPython 1.0.0 -- An enhanced Interactive Python. ? -> Introduction and overview of IPython's features. %quickref -> Quick reference. help -> Python's own help system. object? -> Details about 'object', use 'object??' for extra details. In [1]: import numpy In [2]: exit() (my_python-2.7.5)[asrini@node064 ~]$ (my_python-2.7.5)[asrini@node064 ~]$ pip install bottle Downloading/unpacking bottle Downloading bottle-0.12.5.tar.gz (69kB): 69kB downloaded Running setup.py egg_info for package bottle Installing collected packages: bottle Running setup.py install for bottle changing mode of build/scripts-2.7/bottle.py from 664 to 775 changing mode of /home/asrini/my_python-2.7.5/bin/bottle.py to 775 Successfully installed bottle Cleaning up... (my_python-2.7.5)[asrini@node064 ~]$ which bottle.py ~/my_python-2.7.5/bin/bottle.py
Shown above is using virtualenv to create a new custom python environment in your home folder that pulled in numpy/scipy and other system install python libraries . Also shown was installation of a local python package.
Running Python scripts non-interactively
Shown below is a sample Python script:
$ cat simple.py #!/usr/bin/env python print "Hello!"
The above script can be run on the PMACS HPC cluster:
$ bsub -e simple.e -o simple.o python simple.py