Resource and Latency Estimation on wa-hls4ml Conv2D (test)
0.79R^2 Score (BRAM)Transformer
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TransformerArchitecture=Transformer2025.11 | 0.79 | 0.55 | 0.93 | 0.96 | 0.93 | 0.93 | 18.8 | 25.3 | 8 | 6.8 | 16.3 | 16.9 | 16.7 | 5.3 | 22,659.7 | 12,971.7 | 999,953.4 | 1,024,014.3 | |
| GNNArchitecture=GNN2025.11 | 0.44 | 0.51 | 0.92 | 0.95 | 0.84 | 0.88 | 31.2 | 34.8 | 8.8 | 6.7 | 19.5 | 18.5 | 27.4 | 5.5 | 24,145.3 | 15,283.9 | 1,549,792.9 | 1,365,427.3 | |
| MLPArchitecture=MLP2025.11 | -0.5 | 0.15 | 0.51 | 0.41 | 0.33 | 0.35 | 51.5 | 87 | 41.8 | 34.4 | 56.1 | 54.7 | 59.6 | 6 | 57,190.7 | 18,547.8 | 3,181,122.1 | 1,562,928.9 |