Enable TLS for Secure Connections¶

When operating in a production environment, it is strongly recommended to enable Transport Layer Security (TLS) for each Flower component to ensure secure communication.

참고

테스트 목적으로 자체 서명된 인증서를 생성할 수 있습니다. ‘SSL 연결 사용 <https://flower.ai/docs/framework/how-to-enable-ssl-connections.html#certificates>`__ 페이지에 프로세스를 안내하는 섹션이 있습니다.

참고

Because Flower containers, by default, run with a non-root user app, the mounted files and directories must have the proper permissions for the user ID 49999.

For example, to change the user ID of all files in the certificates/ directory, you can run sudo chown -R 49999:49999 certificates/*.

If you later want to delete the directory, you can change the user ID back to the current user ID by running sudo chown -R $USER:$(id -gn) certificates.

Isolation Mode subprocess

By default, the ServerApp is executed as a subprocess within the SuperLink Docker container, and the ClientApp is run as a subprocess within the SuperNode Docker container. You can learn more about the different process modes here: Run ServerApp or ClientApp as a Subprocess.

To enable TLS between the SuperLink and SuperNode, as well as between the SuperLink and the flwr CLI, you will need a PEM-encoded root certificate, private key, and certificate chain.

SuperLink

Assuming all files we need are in the local superlink-certificates directory, we can use the flag --volume to mount the local directories into the SuperLink container:

$ docker run --rm \
    --volume ./superlink-certificates/:/app/certificates/:ro \
    <superlink-image> \
    --ssl-ca-certfile certificates/ca.crt \
    --ssl-certfile certificates/server.pem \
    --ssl-keyfile certificates/server.key \
    <additional-args>

SuperNode

참고

If you’re generating self-signed certificates and the ca.crt certificate doesn’t exist on the SuperNode, you can copy it over after the generation step.

$ docker run --rm \
    --volume ./superlink-certificates/ca.crt:/app/ca.crt/:ro \
    <supernode-image> \
    --root-certificates ca.crt \
    <additional-args>

Isolation Mode process

In isolation mode process, the ServerApp and ClientApp run in their own processes. Unlike in isolation mode subprocess, the SuperLink or SuperNode does not attempt to create the respective processes; instead, they must be created externally.

It is possible to run only the SuperLink in isolation mode subprocess and the SuperNode in isolation mode process, or vice versa, or even both with isolation mode process.

SuperLink and ServerApp

To enable TLS between the SuperLink and SuperNode, as well as between the SuperLink and the flwr CLI, you will need a PEM-encoded root certificate, private key, and certificate chain.

Assuming all files we need are in the local superlink-certificates directory, we can use the flag --volume to mount the local directory into the SuperLink container:

$ docker run --rm \
    --volume ./superlink-certificates/:/app/certificates/:ro \
    flwr/superlink:1.14.0 \
    --ssl-ca-certfile certificates/ca.crt \
    --ssl-certfile certificates/server.pem \
    --ssl-keyfile certificates/server.key \
    --isolation process \
    <additional-args>

Start the ServerApp container:

$ docker run --rm \
    <serverapp-image> \
    --insecure \
    <additional-args>

SuperNode and ClientApp

참고

If you’re generating self-signed certificates and the ca.crt certificate doesn’t exist on the SuperNode, you can copy it over after the generation step.

Start the SuperNode container:

$ docker run --rm \
    --volume ./superlink-certificates/ca.crt:/app/ca.crt/:ro \
    flwr/supernode:1.14.0 \
    --root-certificates ca.crt \
    --isolation process \
    <additional-args>

Start the ClientApp container:

$ docker run --rm \
    <clientapp-image> \
    --insecure \
    <additional-args>

Append the following lines to the end of the pyproject.toml file and save it:

pyproject.toml¶

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

The path of the root-certificates should be relative to the location of the pyproject.toml file.

참고

You can customize the string that follows tool.flwr.federations. to fit your needs. However, please note that the string cannot contain a dot (.).

In this example, local-deployment-tls has been used. Just remember to replace local-deployment-tls with your chosen name in both the tool.flwr.federations. string and the corresponding flwr run . command.