Research Article
Local Epochs Inefficiency Caused by Device Heterogeneity in Federated Learning
Table 5
Layer features in the dense layer.
| Features | Description |
| Batchsize | The size of a batch. | Dim_input | The dimension of input. | Dim_output | The dimension of output. | Opt_SGD | Whether to use SGD optimizer, 0: not use 1: use. | Opt_Adadelta | Whether to use Adadelta optimizer, 0: not use 1: use. | Opt_Adagrad | Whether to use Adagrad optimizer, 0: not use 1: use. | Opt_Momentum | Whether to use momentum optimizer, 0: not use 1: use. | Opt_Adam | Whether to use Adam optimizer, 0: not use 1: use. | Opt_RMSProp | Whether to use RMSProp optimizer, 0: not use 1: use. | Act_relu | Whether to use ReLu activation, 0: not use 1: use. | Act_tanh | Whether to use tanh activation, 0: not use 1: use. | Act_sigmoid | Whether to use sigmoid activation, 0: not use 1: use. |
|
|