Table A.1.
VAE encoder architecture. trial dimension = (64 ∗ 1536); n nodes 1 = product (trial dimension) = 98304; kernel size 1 = (1, floor (2 ∗ trial dimension [1]/96)) = (1, 32); kernel size 2 = (trial dimension [0], 1) = (64, 1); strides = (1, max (floor (trial dimension [1]/96), 4)) = (1, 16).
| Layer Type | Filters | Kernel size | Strides | Output | Connected to |
|---|---|---|---|---|---|
| Input 1 | - | - | - | (None, 2) | - |
| Embedding 1 | - | - | - | (None, 2, 10) | Input 1 |
| Flatten 1 | - | - | - | (None, 20) | Embedding 1 |
| Dense 1 | 5 | - | - | (None, 5) | Flatten 1 |
| Dense 2 | n nodes 1 | - | - | (None, 98304) | Dense 1 |
| Reshape 1 | - | - | - | (None, 64, 1536, 1) | Dense 2 |
| Input 2 | - | - | - | (None, 64, 1536, 1) | - |
| Concatenate 1 | - | - | - | (None, 64, 1536, 2) | Input 2 Reshape 1 |
| Conv 1 | 16 | kernel size 1 | strides | (None, 64, 95, 16) | Concatenate 1 |
| LeakyReLU 1 | - | - | - | (None, 64, 95, 16) | Conv 1 |
| Conv 2 | 32 | kernel size 2 | - | (None, 1, 95, 32) | LeakyReLU 1 |
| LeakyReLU 2 | - | - | - | (None, 1, 95, 32) | Conv 2 |
| Flatten 2 | - | - | - | (None, 3040) | LeakyReLU 2 |
| Dense 3 | 16 | - | - | (None, 16) | Flatten 2 |
| Dense 4 | 10 | - | - | (None, 10) | Dense 3 |
| Dense 5 | 10 | - | - | (None, 10) | Dense 3 |
| Sampling 1 | - | - | - | (None, 10) | Dense 4 Dense 5 |