Fed-DNN-Debugger: Automatically Debugging Deep Neural Network Models in Federated Learning

Algorithm 2

Fed-DNN-Debugger.

	Require: total number of users , global training rounds , local training rounds , a buggy model , training dataset , test dataset , target accuracy ;
	Ensure: well debugged model ;
	Server-orchestrated training://Server side
(1)	for each round from 0 to do
(2)	(test model using )
(3)	ifthen
(4)	for each user from 0 to in parallel do
(5)	ClientDebugger(n, )
(6)	end for
(7)
(8)	else
(9)	return
(10)	end if
(11)	end for
(12)	returnClientDebugger://Client side
(13)
(14)	//Nonintrusive Metadata Capture
(15)	//Automated Neural Network Model Debugging
(16)	for each round from 0 to do
(17)	( split into size batches)
(18)
(19)	end for
(20)	return