Installation
Depending on how you want to set up OpenFL, choose one of the following installation procedure.
Install the Package
Follow this procedure to prepare the environment and install the OpenFL package. Perform this procedure on every node in the federation.
Install a Python 3.8 (>=3.6, <3.9) virtual environment using venv.
See the Venv installation guide for details.
Create a new Virtualenv environment for the project.
$ python3 -m venv venv
Activate the virtual environment.
$ source venv/bin/activate
Install the OpenFL package.
Installation from PyPI:
$ python -m pip install openfl
Installation from source:
Clone the OpenFL repository:
$ git clone https://github.com/intel/openfl.git
Install build tools, before installing OpenFL:
$ python -m pip install -U pip setuptools wheel $ cd openfl/ $ python -m pip install .
Run the
fx
command in the virtual environment to confirm OpenFL is installed.OpenFL - Open Federated Learning BASH COMPLETE ACTIVATION Run in terminal: _FX_COMPLETE=bash_source fx > ~/.fx-autocomplete.sh source ~/.fx-autocomplete.sh If ~/.fx-autocomplete.sh has already exist: source ~/.fx-autocomplete.sh CORRECT USAGE fx [options] [command] [subcommand] [args] GLOBAL OPTIONS -l, --log-level TEXT Logging verbosity level. --no-warnings Disable third-party warnings. --help Show this message and exit. AVAILABLE COMMANDSAVAILABLE COMMANDS plan Manage Federated Learning Plans. ──────────────────────────────────────────────────────────────────────────────── * freeze Finalize the Data Science plan. * initialize Initialize Data Science plan. * print Print the current plan. * remove Remove this plan. * save Save the current plan to this plan and... * switch Switch the current plan to this plan.
Output of the fx Command
OpenFL with Docker*
Follow this procedure to download or build a Docker* image of OpenFL, which you can use to run your federation in an isolated environment.
Note
The Docker* version of OpenFL is to provide an isolated environment complete with the prerequisites to run a federation. When the execution is over, the container can be destroyed and the results of the computation will be available on a directory on the local host.
Install Docker on all nodes in the federation.
See the Docker installation guide for details.
Check that Docker is running properly with the Hello World command:
$ docker run hello-world Hello from Docker! This message shows that your installation appears to be working correctly. ... ... ...
Build an image from the latest official OpenFL release:
$ docker pull intel/openfl
If you prefer to build an image from a specific commit or branch, perform the following commands:
$ git clone https://github.com/intel/openfl.git $ cd openfl $ docker build -f openfl-docker/Dockerfile.base .