Creating Virtual Environment is very important. It solves the problem that people will have different dependencies and versions with yours.
This blog summarizes the typical way I used when creating virtual environment.
1.Complete Process
To create a virtual environment, we need to install virtualenv
module first.
- Open terminal or cmd in windows, change the directory to the place you want to store all your virtual environment files.
- Type
virtualenv <env_name>
. We can also specify which version's of python likevirtualenv python <path of python.exe> <env_name>
- Change to
<env_name>\Scripts
directory and enteractivate
Now we are in this virtual environment, we then can install necessary packages within it. In most cases, we will install packages by following a requirements.txt
file. This file is generated by type pip freeze > requirements.txt
when you are in a virtual environment and it will lists all the packages you have installed. You will always need to share this file to others when people want to reproduce your work.
- To install all the packages in
requirements.txt
, we simply typepip install -r requirements.txt
- At the same time, if you want to use IDE, we can also install IPython or Spyder within this environment and use them. (For using anaconda's IDE, we can also use anaconda navigator to set up the virtual enviornment)
- Finally, if you want to deactivate this virtual environment, just type
deactivate
in your terminal or cmd.
2. With Jupyter Notebook
If we want to make life more easier and this is a long project, we can also add a new kernel for Jupyter Notebook especially use this virtual environment. To do it:
- activate your environment by following the last procedure
- Type
pip install ipykernel
within this virtualenv - Type
python -m ipykernel install --user --name=<kernel_name>
- Then if you re-open your Jupyter Notebook. You will find your new kernel is there.
Hope it helps!