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Description
It would be useful to allow specifying configuration files to use at runtime.
The use case I have in mind here is to help with hyperparameter tuning. I want to be able to dynamically generate configurations in a script and then send those directly via the APIRunner
API, eg something like
client = FLAdminAPIRunner(
host = SERVER,
port = 8003,
poc = True,
username="admin",
admin_dir=os.environ.get('ADMIN_DIR', '/admin')
)
for i, config in enumerate(config_generator):
client.run(i, APP_NAME, config, restart_all_first=False, shutdown_at_end=False, shutdown_on_error=False)
This could also be useful even for one off experiments as it would allow the use of config management libs (eg hydra).
The closest example I could find is in the cifar example where each app folder only contains the config, I couldn't follow where the app code is actually copied over though.
I think this approach might help to define a differentiation between a run and an app. eg a run is an app + config
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