Indice
Python
Versions of Python available via modules:
- python/2.7.14
- python/3.6.3
- python/3.7.2
- python/3.7.12
- python/3.8.12
- python/3.9.10
- python/3.11.5
Python virtualenv
Virtualenv is a tool to create isolated Python environments.
Python 2.7.14 virtualenv
Create a virtual environment for machine-learning:
module load gnu/5.4.0 module load python/2.7.14 module load cuda/8.0.61.2 module list which python python2 -m pip install --user --upgrade pip python2 -m pip install --user virtualenv mkdir -p "$HOME/local/tools/python/2.7.14/virtualenv/machine-learning" python2 -m virtualenv "$HOME/local/tools/python/2.7.14/virtualenv/machine-learning"
Activate machine-learning virtual environment:
source "$HOME/local/tools/python/2.7.14/virtualenv/machine-learning/bin/activate"
Install packages in machine-learning virtual environment:
pip install --upgrade opencv-python Pillow sklearn h5py scikit-image cython easydict
Deactivate machine-learning virtual environment:
deactivate
Python 3.6.3 virtualenv
Available virtual environments for Python 3.6.3:
- opencv
- tensorflow
- tensorflow-gpu
Site installation
Activate opencv virtual environment:
module load gnu/5.4.0 module load python/3.6.3 source '/hpc/share/tools/python/3.6.3/virtualenv/opencv/bin/activate'
Activate tensorflow virtual environment:
module load gnu/5.4.0 module load python/3.6.3 source '/hpc/share/tools/python/3.6.3/virtualenv/tensorflow/bin/activate'
Activate tensorflow-gpu virtual environment:
module load gnu/5.4.0 module load python/3.6.3 module load cuda/9.0.176 module load cudnn/7.1.1 source '/hpc/share/tools/python/3.6.3/virtualenv/tensorflow-gpu/bin/activate'
Deactivate the virtual environment:
deactivate
User installation
Create opencv virtual environment (just once):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-opencv
Update opencv virtual environment (every time you want to update):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-opencv
Activate opencv virtual environment:
module load gnu/5.4.0 module load python/3.6.3 source "$HOME/local/tools/python/3.6.3/virtualenv/opencv/bin/activate"
Create tensorflow virtual environment (just once):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-tensorflow
Update tensorflow virtual environment (every time you want to update):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-tensorflow
Activate tensorflow virtual environment:
module load gnu/5.4.0 module load python/3.6.3 source "$HOME/local/tools/python/3.6.3/virtualenv/tensorflow/bin/activate"
Create tensorflow-gpu virtual environment (just once):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-tensorflow-gpu
Update tensorflow-gpu virtual environment (every time you want to update):
module load gnu/5.4.0 module load python/3.6.3 hpc-make-virtualenv-tensorflow-gpu
Activate tensorflow-gpu virtual environment:
module load gnu/5.4.0 module load python/3.6.3 module load cuda/9.0.176 module load cudnn/7.1.1 source '/hpc/share/tools/python/3.6.3/virtualenv/tensorflow-gpu/bin/activate'
Deactivate the virtual environment:
deactivate
Python 3.6.8 virtualenv
User installation
Require a node with srun:
srun \
--job-name=srun \
--nodes=1 \
--ntasks-per-node=1 \
--cpus-per-task=1 \
--time=0-01:00:00 \
--mem=1G \
--partition=cpu \
--qos=normal \
--pty \
bash
Create my_venv_with_jupyter virtual environment (just once):
mkdir -p "$HOME/local/tools/python/3.6.8/virtualenv/my_venv_with_jupyter" python3 -m venv "$HOME/local/tools/python/3.6.8/virtualenv/my_venv_with_jupyter" source "$HOME/local/tools/python/3.6.8/virtualenv/my_venv_with_jupyter/bin/activate" python3 -m pip install --upgrade pip python3 -m pip install --upgrade jupyter notebook ipyparallel #python3 -m pip install --upgrade other_packages_for_my_project deactivate
Update my_venv_with_jupyter virtual environment (every time you want to update):
source "$HOME/local/tools/python/3.6.8/virtualenv/my_venv_with_jupyter/bin/activate" python3 -m pip install --upgrade pip python3 -m pip install --upgrade jupyter notebook ipyparallel #python3 -m pip install --upgrade other_packages_for_my_project deactivate
Activate my_venv_with_jupyter virtual environment:
source "$HOME/local/tools/python/3.6.8/virtualenv/my_venv_with_jupyter/bin/activate"
Start the Jupyter Notebook Server:
hpc-jupyter-notebook
Follow the instructions on the screen:
Open another shell and run the following command:
ssh -N -L 127.0.0.1:*****:wn**.hpc.unipr.it:***** ***.***@login.hpc.unipr.it
To access the notebook, open in a browser the URL which starts with
http://127.0.0.1 (last line below)
Stop the Jupyter Notebook Server:
Press CTRL + C.
Deactivate the virtual environment:
deactivate
