Resource and Latency Estimation on wa-hls4ml Dense (test)
0.47R^2 Score (BRAM)MLP
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MLPArchitecture=MLP2025.11 | 0.47 | 0.03 | 0.13 | 0.49 | 0.74 | 0.77 | 33.3 | 106.6 | 24.5 | 14.8 | 30.9 | 24.8 | 9.3 | 603 | 31,441 | 41,221.3 | 1,548.5 | 639.8 | |
| TransformerArchitecture=Transformer2025.11 | 0.39 | 0.29 | 0.71 | 0.67 | 0.95 | 0.91 | 13.6 | 10.2 | 2.7 | 2.7 | 9.9 | 14.1 | 54.9 | 1,509.2 | 58,463.5 | 118,826.6 | 659.7 | 395.6 | |
| GNNArchitecture=GNN2025.11 | -0.51 | -0.74 | 0.73 | 0.73 | 0.82 | 0.91 | 24.6 | 23.9 | 11.8 | 11.6 | 15.8 | 13.4 | 86.1 | 18,950.8 | 56,341.8 | 107,544.5 | 1,304.9 | 415.1 |