Run ClientApp as a Subprocess

In this mode, the ClientApp is executed as a subprocess within the SuperNode Docker container, rather than running in a separate container. This approach reduces the number of running containers, which can be beneficial for environments with limited resources. However, it also means that the ClientApp is no longer isolated from the SuperNode, which may introduce additional security concerns.

先决条件

  1. Before running the ClientApp as a subprocess, ensure that the FAB dependencies have been installed in the SuperNode images. This can be done by extending the SuperNode image:

    Dockerfile.supernode
    1FROM flwr/supernode:1.12.0
2
3WORKDIR /app
4COPY pyproject.toml .
5RUN sed -i 's/.*flwr\[simulation\].*//' pyproject.toml \
6    && python -m pip install -U --no-cache-dir .
7
8ENTRYPOINT ["flower-supernode"]

  2. Next, build the SuperNode Docker image by running the following command in the directory where Dockerfile is located:

    $ docker build -f Dockerfile.supernode -t flwr_supernode:0.0.1 .

Run the ClientApp as a Subprocess

Start the SuperNode with the flag --isolation subprocess, which tells the SuperNode to execute the ClientApp as a subprocess:

$ docker run --rm \
    --detach \
    flwr_supernode:0.0.1 \
    --insecure \
    --superlink superlink:9092 \
    --node-config "partition-id=1 num-partitions=2" \
    --supernode-address localhost:9094 \
    --isolation subprocess