Run Flower Locally with a Managed SuperLink¶
When you use a local profile in the Flower configuration with options.* and no explicit address, flwr
does not call the simulation runtime directly. Instead, Flower starts a managed local
flower-superlink on demand, submits the run through the Control API, and the local
SuperLink executes the run with the simulation runtime.
This is the default experience for a profile like the one created automatically in your Flower configuration:
[superlink.local]
options.num-supernodes = 10
options.backend.client-resources.num-cpus = 1
options.backend.client-resources.num-gpus = 0
If FLWR_HOME is unset, Flower stores this managed local runtime under
$HOME/.flwr/local-superlink.
What Flower starts for you¶
On the first command that needs the local Control API, Flower starts a local
flower-superlink process automatically. That process:
listens on
127.0.0.1:39093for the Control APIlistens on
127.0.0.1:39094for SimulationIOkeeps running in the background after your command finishes
is reused by later
flwr run,flwr list,flwr log, andflwr stopcommands
You can override those default ports with the environment variables
FLWR_LOCAL_CONTROL_API_PORT and FLWR_LOCAL_SIMULATIONIO_API_PORT.
Submit a run¶
From your Flower App directory, submit a run as usual:
$ flwr run .
Representative output:
Successfully built flwrlabs.myapp.1-0-0.014c8eb3.fab
Starting local SuperLink on 127.0.0.1:39093...
Successfully started run 1859953118041441032
Plain flwr run . submits the run, prints the run ID, and returns. If you want to
submit the run and immediately follow the logs in the same terminal, use:
$ flwr run . --stream
List runs¶
To see all runs known to the local SuperLink:
$ flwr list
To inspect one run in detail:
$ flwr list --run-id 1859953118041441032
View logs¶
To stream logs continuously:
$ flwr log 1859953118041441032 --stream
To fetch the currently available logs once and return:
$ flwr log 1859953118041441032 --show
Representative streamed output:
INFO : Starting FedAvg strategy:
INFO : Number of rounds: 3
INFO : [ROUND 1/3]
INFO : configure_train: Sampled 5 nodes (out of 10)
INFO : aggregate_train: Received 5 results and 0 failures
...
Stop a run¶
To stop a submitted or running run:
$ flwr stop 1859953118041441032
This stops the run only. It does not stop the background local SuperLink process.
Local runtime files and state¶
The managed local SuperLink keeps its files in $FLWR_HOME/local-superlink/:
state.dbstores the local SuperLink stateffs/stores SuperLink file artifactssuperlink.logstores the local SuperLink process output
These files persist across local runs until you remove them yourself.
Stop the background local SuperLink¶
There is currently no dedicated flwr command to stop the managed local SuperLink
process. To stop it, first inspect the matching process and then terminate it.
macOS/Linux¶
Inspect the process:
$ ps aux | grep '[f]lower-superlink.*--control-api-address 127.0.0.1:39093'
Stop the process:
$ pkill -f 'flower-superlink.*--control-api-address 127.0.0.1:39093'
Windows PowerShell¶
Inspect the process:
PS> Get-CimInstance Win32_Process |
>> Where-Object {
>> $_.CommandLine -like '*flower-superlink*--control-api-address 127.0.0.1:39093*'
>> } |
>> Select-Object ProcessId, CommandLine
Stop the process:
PS> Get-CimInstance Win32_Process |
>> Where-Object {
>> $_.CommandLine -like '*flower-superlink*--control-api-address 127.0.0.1:39093*'
>> } |
>> ForEach-Object { Stop-Process -Id $_.ProcessId }
If you changed the local Control API port with FLWR_LOCAL_CONTROL_API_PORT, replace
39093 in the commands above.
Troubleshooting¶
If a local run fails before it starts, or if the managed local SuperLink does not come up correctly, inspect:
$FLWR_HOME/local-superlink/superlink.log
That log contains the output of the background flower-superlink process and is the
first place to check for startup errors, port conflicts, or runtime failures.