Resource and Latency Estimation on wa-hls4ml Conv1D (test)
0.77R^2 (BRAM)Transformer
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TransformerArchitecture=Transformer2025.11 | 0.77 | 0.41 | 0.97 | 0.96 | 0.96 | 0.96 | 29.9 | 22.7 | 7.2 | 5.8 | 10.4 | 11.2 | 14.5 | 1.3 | 4,275.9 | 3,421.7 | 24,561.6 | 27,547.3 | |
| GNNArchitecture=GNN2025.11 | 0.69 | 0.02 | 0.95 | 0.96 | 0.97 | 0.97 | 33.7 | 36.7 | 7.7 | 6.2 | 11 | 11.1 | 16.9 | 1.7 | 5,137.6 | 3,731.4 | 21,648.4 | 24,199.6 | |
| MLPArchitecture=MLP2025.11 | 0.39 | -0.07 | 0.31 | 0.24 | 0.38 | 0.4 | 44.7 | 80.5 | 28.7 | 27.2 | 48.4 | 43.8 | 8.9 | 2.5 | 14,249.3 | 8,994.6 | 98,637.3 | 48,849.3 |