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Running locally with Python


The scripts/ folder contains some simple scripts to help with development. To run them, ensure they are made executable in your filesystem (they may not be by default depending on your OS).

You can do that in whatever File > Permissions > Make Executable menu your desktop provides, or for *nix environments or the WSL you can type chmod +x <filename> to add executable permissions.

Run all scripts from the root of the project, or they won't work.

Running the dGC Server locally with Python


Some of this setup is obvious to experienced Python developers, but it's documented here so that we all know the same obvious. 😁 This helps us reduce development difficulty and speeds up onboarding of new team members.

Managing Python versions, and dependencies such as libraries

Managing Python versions

We are using Python 3.8.3 currently for these algorithms. There are tools available to help you manage multiple different Python versions on the same machine. We are using pyenv here, however there are other ways to solve this problem, and you may already have a preferred method, in which case you should be able to use that.

Managing library / dependencies versions

If you pip install all of the dependencies in requirements.txt globally on your machine, then you can encounter problems if you develop other Python applications on the same machine, for example if ydifferent projects need different versions of the same library.

The solution we have chosen is to use pyenv-virtualenv which is an extension to pyenv which helps you to manage separate 'environments' for each Python project you work on. (again, other solutions are available)

If you install and set up pyenv then the correct Python version will be selected automatically when you navigate to the directory containing this repository, because of the file .python-version

Installing pyenv

pyenv installer

Example setup commands for this repository

git clone this repository into a suitable location on your development machine

git clone

cd into the directory

cd digital-growth-charts-server

Install the correct Python version

pyenv install 3.8.0

Create a virtualenv for this project 'growth-charts' abbreviated to 'gc-3.8' using Python 3.8.0

pyenv virtualenv 3.8.0 dgc-server

Auto-selection of Python and virtualenv

Using the same name 'dgc-server' will enable it to be automatically selected when navigating to this repo (but you can call your own virtualenv whatever you like). This all works using the .python-version file in the project root, which can contain either a Python version name which pyenv recognises, or it can contain a virtualenv name, which pyenv will select for you, and of course this automatically selects the Python version too. A helpful article about this is here

Check virtualenv creation worked.

pyenv virtualenvs should return something like:

dgc-server (created from /home/my-user/.pyenv/versions/3.8.0)

Activate the virtualenv manually if it's not already selected

pyenv activate dgc-server

Install the dependencies inside this virtualenv

pip install -r requirements.txt

Refer to the pyenv command reference if you need further information on pyenv

Extra development packages that may be required on some setups

On some platforms, you may need the additional development header packages. On Ubuntu/Linux Mint this was required when using pyenv and thus compiling Python from source. This should not be necessary if you're running a binary Python, it only affects setups which are compiling a specific Python version from source, on demand, such as pyenv.

sudo apt-get install liblzma-dev libbz2-dev zlib1g-dev

and then recompile the Python that pyenv built earlier

pyenv install 3.8.3

If installing on macOS Big Sur, pyenv install of python 3.8.0 and requirements.txt may fail

To install 3.8.3 via pyenv, set the following 2 environment variables (requires homebrew installed versions of bzip2, openssl and zlib):

export CFLAGS="-I$(brew --prefix openssl)/include -I$(brew --prefix bzip2)/include -I$(brew --prefix readline)/include -I$(xcrun --show-sdk-path)/usr/include"
export LDFLAGS="-L$(brew --prefix openssl)/lib -L$(brew --prefix readline)/lib -L$(brew --prefix zlib)/lib -L$(brew --prefix bzip2)/lib"

Now, run the pyenv install with a patch for Big Sur:

pyenv install --patch 3.8.0 < <(curl -sSL\?full_index\=1)

Now, once ready to install requirements.txt with pip, set one more environment variable:


Start the API server natively with default settings

from the application's root directory, type


You should then see some messages from the uvicorn development server, which should look like:

INFO:     Uvicorn running on (Press CTRL+C to quit)
INFO:     Started reloader process [61645] using watchgod
INFO:     Started server process [61647]
INFO:     Waiting for application startup.
INFO:     Application startup complete.

There may be some other messages at the end of that output for other processes which run on server startup.

If you need to vary any of the parameters passed, you can either modify the startup script or, using the commands in the startup script as a guide, pass the commands to the shell manually.