docs(framework:skip) Incorporate 1.12.0 changes/user feedback

doc/source/docker/run-quickstart-examples-docker-compose.rst

@@ -37,8 +37,9 @@ Run the Quickstart Example
    into the example directory:
 
    .. code-block:: bash
+       :substitutions:
 
-       $ curl https://raw.githubusercontent.com/adap/flower/refs/heads/main/src/docker/complete/compose.yml \
+       $ curl https://raw.githubusercontent.com/adap/flower/refs/tags/v|stable_flwr_version|/src/docker/complete/compose.yml \
            -o compose.yml
 
 3. Build and start the services using the following command:
@@ -65,17 +66,11 @@ Run the Quickstart Example
        ``local-deployment`` with your chosen name in both the ``tool.flwr.federations.``
        string and the corresponding ``flwr run .`` command.
 
-5. Run the example:
+5. Run the example and follow the logs of the ServerApp:
 
    .. code-block:: bash
 
-       $ flwr run . local-deployment
-
-6. Follow the logs of the SuperExec service:
-
-   .. code-block:: bash
-
-       $ docker compose logs superexec -f
+       $ flwr run . local-deployment --stream
 
 That is all it takes! You can monitor the progress of the run through the logs of the
 SuperExec.

doc/source/docker/tutorial-deploy-on-multiple-machines.rst

@@ -66,13 +66,14 @@ Step 1: Set Up
 
    .. code-block:: bash
 
-       $ docker compose -f certs.yml -f ../complete/certs.yml up --build
+       $ docker compose -f certs.yml -f ../complete/certs.yml run --rm --build gen-certs
 
 Step 2: Copy the Server Compose Files
 -------------------------------------
 
 Use the method that works best for you to copy the ``server`` directory, the
-certificates, and your Flower project to the remote machine.
+certificates, and the ``pyproject.toml`` file of your Flower project to the remote
+machine.
 
 For example, you can use ``scp`` to copy the directories:
 
@@ -81,7 +82,7 @@ For example, you can use ``scp`` to copy the directories:
     $ scp -r ./server \
            ./superexec-certificates \
            ./superlink-certificates \
-           ../../../examples/quickstart-sklearn-tabular remote:~/distributed
+           ../../../examples/quickstart-sklearn-tabular/pyproject.toml remote:~/distributed
 
 Step 3: Start the Flower Server Components
 ------------------------------------------
@@ -90,17 +91,31 @@ Log into the remote machine using ``ssh`` and run the following command to start
 SuperLink and SuperExec services:
 
 .. code-block:: bash
+    :linenos:
 
-    $ ssh <your-remote-machine>
-    # In your remote machine
-    $ cd <path-to-``distributed``-directory>
-    $ export PROJECT_DIR=../quickstart-sklearn-tabular
-    $ docker compose -f server/compose.yml up --build -d
+     $ ssh <your-remote-machine>
+     # In your remote machine
+     $ cd <path-to-``distributed``-directory>
+     $ export PROJECT_DIR=../
+     $ docker compose -f server/compose.yml up --build -d
+
+.. note::
+
+    The path to the ``PROJECT_DIR`` containing the ``pyproject.toml`` file should be
+    relative to the location of the server ``compose.yml`` file.
 
 .. note::
 
-    The Path of the ``PROJECT_DIR`` should be relative to the location of the ``server``
-    Docker Compose files.
+    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.
+    After exporting the ``PROJECT_DIR`` (after line 4), run the following commands:
+
+    .. code-block:: bash
+
+        $ mkdir server/state
+        $ sudo chown -R 49999:49999 server/state
+
+    For more information, consult the following page: :doc:`persist-superlink-state`.
 
 Go back to your terminal on your local machine.
 
@@ -117,8 +132,8 @@ On your local machine, run the following command to start the client components:
 
 .. note::
 
-    The Path of the ``PROJECT_DIR`` should be relative to the location of the ``client``
-    Docker Compose files.
+    The path to the ``PROJECT_DIR`` containing the ``pyproject.toml`` file should be
+    relative to the location of the client ``compose.yml`` file.
 
 Step 5: Run Your Flower Project
 -------------------------------
@@ -136,14 +151,14 @@ we have named our remote federation ``remote-superexec``:
 
 .. note::
 
-    The Path of the ``root-certificates`` should be relative to the location of the
+    The path of the ``root-certificates`` should be relative to the location of the
     ``pyproject.toml`` file.
 
-To run the project, execute:
+Run the project and follow the ServerApp logs:
 
 .. code-block:: bash
 
-    $ flwr run ../../../examples/quickstart-sklearn-tabular remote-superexec
+    $ flwr run ../../../examples/quickstart-sklearn-tabular remote-superexec --stream
 
 That's it! With these steps, you've set up Flower on two separate machines and are ready
 to start using it.

doc/source/docker/tutorial-quickstart-docker-compose.rst

@@ -16,7 +16,7 @@ Before you start, make sure that:
 
 - The ``flwr`` CLI is :doc:`installed <../how-to-install-flower>` locally.
 - The Docker daemon is running.
-- Docker Compose is `installed <https://docs.docker.com/compose/install/>`_.
+- Docker Compose V2 is `installed <https://docs.docker.com/compose/install/>`_.
 
 Step 1: Set Up
 --------------
@@ -63,12 +63,11 @@ Open your terminal and run:
 
 .. code-block:: bash
 
-    $ docker compose -f compose.yml up --build -d
+    $ docker compose up --build -d
 
 .. dropdown:: 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.
 
@@ -86,21 +85,16 @@ addresses in the ``pyproject.toml`` file.
    .. code-block:: toml
        :caption: quickstart-compose/pyproject.toml
 
-       [tool.flwr.federations.docker-compose]
+       [tool.flwr.federations.local-deployment]
        address = "127.0.0.1:9093"
        insecure = true
 
-2. Execute the command to run the quickstart example:
+2. Run the quickstart example, monitor the ServerApp logs and wait for the summary to
+   appear:
 
    .. code-block:: bash
 
-       $ flwr run quickstart-compose docker-compose
-
-3. Monitor the SuperExec logs and wait for the summary to appear:
-
-   .. code-block:: bash
-
-       $ docker compose logs superexec -f
+       $ flwr run quickstart-compose local-deployment --stream
 
 Step 4: Update the Application
 ------------------------------
@@ -135,30 +129,29 @@ In the next step, change the application code.
 
    .. code-block:: bash
 
-       $ docker compose -f compose.yml up --build -d
+       $ docker compose up --build -d
 
 3. Run the updated quickstart example:
 
    .. code-block:: bash
 
-       $ flwr run quickstart-compose docker-compose
-       $ docker compose logs superexec -f
+       $ flwr run quickstart-compose local-deployment --stream
 
    In the SuperExec logs, you should find the ``Get weights`` line:
 
    .. code-block::
        :emphasize-lines: 9
 
-       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
+       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
 --------------------------------------
@@ -194,7 +187,7 @@ service, ensuring that it maintains its state even after a restart.
 
    .. code-block:: bash
 
-       $ flwr run quickstart-compose docker-compose
+       $ flwr run quickstart-compose local-deployment  --stream
 
 3. Check the content of the ``state`` directory:
 
@@ -227,14 +220,14 @@ Step 6: Run Flower with TLS
 
    .. code-block:: bash
 
-       $ docker compose -f certs.yml up --build
+       $ docker compose -f certs.yml run --rm --build gen-certs
 
 2. Add the following lines to the ``quickstart-compose/pyproject.toml``:
 
    .. code-block:: toml
        :caption: quickstart-compose/pyproject.toml
 
-       [tool.flwr.federations.docker-compose-tls]
+       [tool.flwr.federations.local-deployment-tls]
        address = "127.0.0.1:9093"
        root-certificates = "../superexec-certificates/ca.crt"
 
@@ -248,8 +241,7 @@ Step 6: Run Flower with TLS
 
    .. code-block:: bash
 
-       $ flwr run quickstart-compose docker-compose-tls
-       $ docker compose logs superexec -f
+       $ flwr run quickstart-compose local-deployment-tls --stream
 
 Step 7: Add another SuperNode
 -----------------------------
@@ -376,8 +368,7 @@ To run Flower with persisted SuperLink state and enabled TLS, a slight change in
 
    .. code-block:: bash
 
-       $ flwr run quickstart-compose docker-compose-tls
-       $ docker compose logs superexec -f
+       $ flwr run quickstart-compose local-deployment-tls --stream
 
 Step 9: Merge Multiple Compose Files
 ------------------------------------
@@ -402,7 +393,6 @@ Remove all services and volumes:
 .. code-block:: bash
 
     $ docker compose down -v
-    $ docker compose -f certs.yml down -v
 
 Where to Go Next
 ----------------

doc/source/docker/tutorial-quickstart-docker.rst

@@ -34,7 +34,6 @@ Step 1: Set Up
              flwr run
 
        $ cd quickstart-docker
-       $ pip install -e .
 
 2. Create a new Docker bridge network called ``flwr-network``:
 
@@ -324,21 +323,16 @@ Step 6: Run the Quickstart Project
    .. code-block:: toml
        :caption: pyproject.toml
 
-       [tool.flwr.federations.docker]
+       [tool.flwr.federations.local-deployment]
        address = "127.0.0.1:9093"
        insecure = true
 
-2. Run the ``quickstart-docker`` project by executing the command:
+2. Run the ``quickstart-docker`` project and follow the ServerApp logs to track the
+   execution of the run:
 
    .. code-block:: bash
 
-       $ flwr run . docker
-
-3. Follow the SuperExec logs to track the execution of the run:
-
-   .. code-block:: bash
-
-       $ docker logs -f superexec
+       $ flwr run . local-deployment --stream
 
 Step 7: Update the Application
 ------------------------------
@@ -384,7 +378,7 @@ Step 7: Update the Application
 
    .. code-block:: bash
 
-       $ flwr run . docker
+       $ flwr run . local-deployment --stream
 
 Step 8: Clean Up
 ----------------