Local Epochs Inefficiency Caused by Device Heterogeneity in Federated Learning

Table 12

Baseline vs. baseline_small.

Datasets	Model	Test RMSE	Test MAPE	Validation RMSE	Validation MAPE
P100_Conv	Baseline	2.962 ms	14.36%	3.455 ms	15.17%
	Baseline_small	2.838 ms	15.27%	3.0948 ms	15.47%
V100_Conv	Baseline	1.722 ms	11.44%	1.547 ms	11.13%
	Baseline_small	1.762 ms	11.80%	1.791 ms	11.80%
K40_Conv	Baseline	10.136 ms	15.59%	10.361 ms	16.39%
	Baseline_small	9.882 ms	16.01%	11.508 ms	16.68%
P100_Dense	Baseline	0.033 ms	3.15%	0.032 ms	3.04%
	Baseline_small	0.027 ms	2.86%	0.031 ms	2.92%
V100_Dense	Baseline	0.051 ms	6.26%	0.046 ms	5.84%
	Baseline_small	0.044 ms	5.49%	0.045 ms	5.45%
K40_Dense	Baseline	0.157 ms	7.57%	0.179 ms	7.92%
	Baseline_small	0.154 ms	6.60%	0.140 ms	6.60%
All_Conv	Baseline	4.079 ms	11.44%	4.021 ms	11.16%
	Baseline_small	4.001 ms	11.89%	4.090 ms	12.10%
All_Dense	Baseline	0.077 ms	4.70%	0.074 ms	4.68%
	Baseline_small	0.069 ms	4.70%	0.070 ms	4.75%