Research Article
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% |
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