Create interfaces for OpenFL components with methods that can be impl… #816
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…ementedCreate interfaces for OpenFL components with methods that can be implemented
Create AggregatorInterface and CollaboratorInterface in openflinterface/interactive_api/experiment.py
Support passing the aggregator object and collaborator object in the method FLExperiment.start()
If aggregator object or collaborator object is None, the default aggregator and collaborator objects will
be created at director and envoy services.
Known issue:
Since the AggregatorInterface and CollaboratorInterface are for ad-hoc algorithm development. We should modify the
definitions of the model, data loader and task interfaces, since we are going to support some algorithms other than Keras, TensorFlow or PyTorch.
Fixes securefederatedai#802
Signed-off-by: He, Dan H <[email protected]>
Signed-off-by: Jiang, Jiaqiu <[email protected]>
Signed-off-by: Li, Qingqing <[email protected]>
Signed-off-by: Wang, Le <[email protected]>
Signed-off-by: Wu, Caili <[email protected]>
Signed-off-by: He, Dan H <[email protected]>
Signed-off-by: He, Dan H <[email protected]>
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@danhe1 and team, thanks for the submission. The maintainer team has determined that there will be a larger refactoring of the code necessary to support the interfaces proposed in #802, so we are going to close this PR for now. If you're interested in staying involved here, I'll loop you into future conversations in this space. I expect this will come in around the OpenFL ~1.7 timeframe. |
Hi, Patrick. Thanks for your comment. I agree that we need to modify a lot of related code for this issue. We are glad if we can continuing contributing to this issue. By saying OpenFL 1.7, I guess this means the 2nd half of this year. We are wondering how should we get involved in the development? What part are we responsible to? Maybe we can talk more about it when we get started. |
Create interfaces for OpenFL components with methods that can be implementedCreate interfaces for OpenFL components with methods that can be implemented.
Create AggregatorInterface and CollaboratorInterface in openflinterface/interactive_api/experiment.py Support passing the aggregator object and collaborator object in the method FLExperiment.start() If aggregator object or collaborator object is None, the default aggregator and collaborator objects will be created at director and envoy services.
Known issue:
Since the AggregatorInterface and CollaboratorInterface are for ad-hoc algorithm development. We should modify the definitions of the model, data loader and task interfaces, since we are going to support some algorithms other than Keras, TensorFlow or PyTorch.
Fixes #802