Quickstart with Docker Compose#

This quickstart shows you how to set up Flower using Docker Compose in a single command, allowing you to focus on developing your application without worrying about the underlying infrastructure.

You will also learn how to easily enable TLS encryption and persist application state locally, giving you the freedom to choose the configuration that best suits your project’s needs.

전제 조건#

Before you start, make sure that:

  • The flwr CLI is installed locally.

  • The Docker daemon is running.

  • Docker Compose is installed.

Step 1: Set Up#

  1. Clone the Docker Compose complete directory:

    $ git clone --depth=1 https://github.com/adap/flower.git _tmp \
            && mv _tmp/src/docker/complete . \
            && rm -rf _tmp && cd complete

  2. Create a new Flower project (PyTorch):

    $ flwr new quickstart-compose --framework PyTorch --username flower

  3. Export the path of the newly created project. The path should be relative to the location of the Docker Compose files:

    $ export PROJECT_DIR=quickstart-compose

    Setting the PROJECT_DIR helps Docker Compose locate the pyproject.toml file, allowing it to install dependencies in the SuperExec and SuperNode images correctly.

Step 2: Run Flower in Insecure Mode#

To begin, start Flower with the most basic configuration. In this setup, Flower will run without TLS and without persisting the state.

참고

Without TLS, the data sent between the services remains unencrypted. Use it only for development purposes.

For production-oriented use cases, enable TLS for secure data transmission.

Open your terminal and run:

$ docker compose -f compose.yml up --build -d
Understand the command

  • docker compose: The Docker command to run the Docker Compose tool.

  • -f compose.yml: Specify the YAML file that contains the basic Flower service definitions.

  • --build: Rebuild the images for each service if they don’t already exist.

  • -d: Detach the containers from the terminal and run them in the background.

Step 3: Run the Quickstart Project#

Now that the Flower services have been started via Docker Compose, it is time to run the quickstart example.

To ensure the flwr CLI connects to the SuperExec, you need to specify the SuperExec addresses in the pyproject.toml file.

  1. Add the following lines to the quickstart-compose/pyproject.toml:

    quickstart-compose/pyproject.toml#
    [tool.flwr.federations.docker-compose]
address = "127.0.0.1:9093"
insecure = true

  2. Execute the command to run the quickstart example:

    $ flwr run quickstart-compose docker-compose

  3. Monitor the SuperExec logs and wait for the summary to appear:

    $ docker compose logs superexec -f

Step 4: Update the Application#

In the next step, change the application code.

  1. For example, go to the task.py file in the quickstart-compose/quickstart_compose/ directory and add a print call in the get_weights function:

    quickstart-compose/quickstart_compose/task.py#
    # ...
def get_weights(net):
    print("Get weights")
    return [val.cpu().numpy() for _, val in net.state_dict().items()]
# ...

  2. Rebuild and restart the services.

    참고

    If you have modified the dependencies listed in your pyproject.toml file, it is essential to rebuild images.

    If you haven’t made any changes, you can skip this step.

    Run the following command to rebuild and restart the services:

    $ docker compose -f compose.yml up --build -d

  3. Run the updated quickstart example:

    $ flwr run quickstart-compose docker-compose
$ docker compose logs superexec -f

    In the SuperExec logs, you should find the Get weights line:

    superexec-1  | INFO :      Starting Flower SuperExec
superexec-1  | WARNING :   Option `--insecure` was set. Starting insecure HTTP server.
superexec-1  | INFO :      Starting Flower SuperExec gRPC server on 0.0.0.0:9093
superexec-1  | INFO :      ExecServicer.StartRun
superexec-1  | 🎊 Successfully installed quickstart-compose to /app/.flwr/apps/flower/quickstart-compose/1.0.0.
superexec-1  | INFO :      Created run -6767165609169293507
superexec-1  | INFO :      Started run -6767165609169293507
superexec-1  | WARNING :   Option `--insecure` was set. Starting insecure HTTP client connected to superlink:9091.
superexec-1  | Get weights
superexec-1  | INFO :      Starting Flower ServerApp, config: num_rounds=3, no round_timeout

Step 6: Run Flower with TLS#

  1. To demonstrate how to enable TLS, generate self-signed certificates using the certs.yml Compose file.

    중요

    These certificates should be used only for development purposes.

    For production environments, use a service like Let’s Encrypt to obtain your certificates.

    Run the command:

    $ docker compose -f certs.yml up --build

  2. Add the following lines to the quickstart-compose/pyproject.toml:

    quickstart-compose/pyproject.toml#
    [tool.flwr.federations.docker-compose-tls]
address = "127.0.0.1:9093"
root-certificates = "../superexec-certificates/ca.crt"

  3. Restart the services with TLS enabled:

    $ docker compose -f compose.yml -f with-tls.yml up --build -d

  4. Rerun the quickstart-compose project:

    $ flwr run quickstart-compose docker-compose-tls
$ docker compose logs superexec -f

Step 7: Add another SuperNode#

You can add more SuperNodes and ClientApps by duplicating their definitions in the compose.yml file.

Just give each new SuperNode and ClientApp service a unique service name like supernode-3, clientapp-3, etc.

In compose.yml, add the following:

compose.yml#
  # other service definitions

  supernode-3:
    image: flwr/supernode:${FLWR_VERSION:-1.11.1}
    command:
      - --insecure
      - --superlink
      - superlink:9092
      - --supernode-address
      - 0.0.0.0:9096
      - --isolation
      - process
      - --node-config
      - "partition-id=1 num-partitions=2"
    depends_on:
      - superlink

  clientapp-3:
    build:
      context: ${PROJECT_DIR:-.}
      dockerfile_inline: |
        FROM flwr/clientapp:${FLWR_VERSION:-1.11.1}

        WORKDIR /app
        COPY --chown=app:app pyproject.toml .
        RUN sed -i 's/.*flwr\[simulation\].*//' pyproject.toml \
          && python -m pip install -U --no-cache-dir .

        ENTRYPOINT ["flwr-clientapp"]
    command:
      - --supernode
      - supernode-3:9096
    deploy:
      resources:
        limits:
          cpus: "2"
    stop_signal: SIGINT
    depends_on:
      - supernode-3

If you also want to enable TLS for the new SuperNodes, duplicate the SuperNode definition for each new SuperNode service in the with-tls.yml file.

Make sure that the names of the services match with the one in the compose.yml file.

In with-tls.yml, add the following:

with-tls.yml#
  # other service definitions

  supernode-3:
    command:
      - --superlink
      - superlink:9092
      - --supernode-address
      - 0.0.0.0:9096
      - --isolation
      - process
      - --node-config
      - "partition-id=1 num-partitions=2"
      - --root-certificates
      - certificates/ca.crt
    secrets:
      - source: superlink-ca-certfile
        target: /app/certificates/ca.crt

Step 9: Merge Multiple Compose Files#

You can merge multiple Compose files into a single file. For instance, if you wish to combine the basic configuration with the TLS configuration, execute the following command:

$ docker compose -f compose.yml \
   -f with-tls.yml config --no-path-resolution > my_compose.yml

This will merge the contents of compose.yml and with-tls.yml into a new file called my_compose.yml.

Step 10: Clean Up#

Remove all services and volumes:

$ docker compose down -v
$ docker compose -f certs.yml down -v