Neural architecture component specifications
| Component | Architecture details | Parameters | FLOPs | Memory | Latency |
|---|---|---|---|---|---|
| D-GNN | 6-layer, 512-dim hidden | 15.2 M | 1.8 G | 124 MB | 7.3 ms |
| MST | 8-head, 4-layer, 768-dim | 22.4 M | 2.4 G | 186 MB | 9.1 ms |
| Cross-Attention | 3-layer bidirectional | 5.8 M | 0.6 G | 48 MB | 2.9 ms |
| Hierarchical Controller | 3-level cascade RNN | 8.7 M | 0.9 G | 72 MB | 4.2 ms |
| Action Decoder | MoE with 8 experts | 11.3 M | 1.2 G | 94 MB | 5.6 ms |
| Uncertainty Estimator | Ensemble of 5 models | 3.2 M | 0.4 G | 26 MB | 1.8 ms |
| Total | Integrated System | 66.6 M | 7.3 G | 550 MB | 30.9 ms |
| Component | Architecture details | Parameters | FLOPs | Memory | Latency |
|---|---|---|---|---|---|
| D-GNN | 6-layer, 512-dim hidden | 15.2 M | 1.8 G | 124 MB | 7.3 ms |
| MST | 8-head, 4-layer, 768-dim | 22.4 M | 2.4 G | 186 MB | 9.1 ms |
| Cross-Attention | 3-layer bidirectional | 5.8 M | 0.6 G | 48 MB | 2.9 ms |
| Hierarchical Controller | 3-level cascade RNN | 8.7 M | 0.9 G | 72 MB | 4.2 ms |
| Action Decoder | MoE with 8 experts | 11.3 M | 1.2 G | 94 MB | 5.6 ms |
| Uncertainty Estimator | Ensemble of 5 models | 3.2 M | 0.4 G | 26 MB | 1.8 ms |
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