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 V2 is installed.

Step 1: Set Up¶

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

Create a new Flower project (PyTorch):

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

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 up --build -d

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.

Add the following lines to the quickstart-compose/pyproject.toml:
quickstart-compose/pyproject.toml¶
```
[tool.flwr.federations.local-deployment]
address = "127.0.0.1:9093"
insecure = true
```
Run the quickstart example, monitor the ServerApp logs and wait for the summary to appear:
```
$ flwr run quickstart-compose local-deployment --stream
```

Step 4: Update the Application¶

In the next step, change the application code.

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()]


# ...
```
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 up --build -d
```

Run the updated quickstart example:

$ flwr run quickstart-compose local-deployment --stream

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

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

Step 5: Persisting the SuperLink State¶

In this step, Flower services are configured to persist the state of the SuperLink service, ensuring that it maintains its state even after a restart.

참고

When working with Docker Compose on Linux, you may need to create the state directory first and change its ownership to ensure proper access and permissions.

For more information, consult the following page: Persist the State of the SuperLink.

Run the command:
```
$ docker compose -f compose.yml -f with-state.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.
- -f with-state.yml: Specifies the path to an additional Docker Compose file that
  
  contains the configuration for persisting the SuperLink state.
  
  Docker merges Compose files according to merging rules.
- --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.

Rerun the quickstart-compose project:

$ flwr run quickstart-compose local-deployment  --stream

Check the content of the state directory:
```
$ ls state/
state.db
```
You should see a state.db file in the state directory. If you restart the service, the state file will be used to restore the state from the previously saved data. This ensures that the data persists even if the containers are stopped and started again.

Step 6: Run Flower with TLS¶

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 run --rm --build gen-certs
```

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

quickstart-compose/pyproject.toml¶

[tool.flwr.federations.local-deployment-tls]
address = "127.0.0.1:9093"
root-certificates = "../superexec-certificates/ca.crt"

Restart the services with TLS enabled:

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

Rerun the quickstart-compose project:

$ flwr run quickstart-compose local-deployment-tls --stream

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:-1.12.0}
    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:-1.12.0}

        USER root
        RUN apt-get update \
            && apt-get -y --no-install-recommends install \
            build-essential \
            && rm -rf /var/lib/apt/lists/*
        USER app

        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 8: Persisting the SuperLink State and Enabling TLS¶

To run Flower with persisted SuperLink state and enabled TLS, a slight change in the with-state.yml file is required:

Comment out the lines 2-4 and uncomment the lines 5-9:

with-state.yml¶

  superlink:
    # command:
    #   - --insecure
    #   - --database=state/state.db
    command:
      - --ssl-ca-certfile=certificates/ca.crt
      - --ssl-certfile=certificates/server.pem
      - --ssl-keyfile=certificates/server.key
      - --database=state/state.db
    volumes:
      - ./state/:/app/state/:rw

Restart the services:

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

Rerun the quickstart-compose project:

$ flwr run quickstart-compose local-deployment-tls --stream

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

Where to Go Next¶

Run Flower Quickstart Examples with Docker Compose