Local Epochs Inefficiency Caused by Device Heterogeneity in Federated Learning

Table 3

The description of datasets.

Datasets	Description
P100_Conv	Convolutional layer feature dataset of P100.
P100_Dense	Dense layer feature dataset of P100.
V100_Conv	Convolutional layer feature dataset of V100.
V100_Dense	Dense layer feature dataset of V100.
K40_Conv	Convolutional layer feature dataset of K40.
K40_Dense	Dense layer feature dataset of K40.
All_Conv	Convolutional layer feature datasets of six different types of GPUs, including P100, V100, K40, K80, M60, and 1080ti (stacked dataset).
All_Dense	Dense layer feature datasets of six different types of GPUs, including P100, V100, K40, K80, M60, and 1080ti (stacked dataset).