This table displays the number of parameters across model layers for the short-wave surrogate model, as well as the output shapes of each layer. n denotes the number of atmospheric columns passed as input to the model; layers correspond to those displayed in Fig. 2.
| Layer . | Output shape . | Number of parameters . |
|---|---|---|
| Main inputs | [(n, 49, 3)] | 0 |
| Auxiliary inputs | [(n, 5)] | 0 |
| |$\text{GRU}_{\downarrow }$| | [(n, 49, 128), (n, 128)] | 51 072 |
| |$\text{Dense}_{1}$| | [(n, 128)] | 17 152 |
| |$\text{GRU}_{\uparrow }$| | [(n, 50, 128)] | 99 072 |
| |$\text{Dense}_{\text{out}}$| | [(n, 50, 2)] | 514 |
| Total number of model parameters: | 167 810 | |
| Layer . | Output shape . | Number of parameters . |
|---|---|---|
| Main inputs | [(n, 49, 3)] | 0 |
| Auxiliary inputs | [(n, 5)] | 0 |
| |$\text{GRU}_{\downarrow }$| | [(n, 49, 128), (n, 128)] | 51 072 |
| |$\text{Dense}_{1}$| | [(n, 128)] | 17 152 |
| |$\text{GRU}_{\uparrow }$| | [(n, 50, 128)] | 99 072 |
| |$\text{Dense}_{\text{out}}$| | [(n, 50, 2)] | 514 |
| Total number of model parameters: | 167 810 | |
This table displays the number of parameters across model layers for the short-wave surrogate model, as well as the output shapes of each layer. n denotes the number of atmospheric columns passed as input to the model; layers correspond to those displayed in Fig. 2.
| Layer . | Output shape . | Number of parameters . |
|---|---|---|
| Main inputs | [(n, 49, 3)] | 0 |
| Auxiliary inputs | [(n, 5)] | 0 |
| |$\text{GRU}_{\downarrow }$| | [(n, 49, 128), (n, 128)] | 51 072 |
| |$\text{Dense}_{1}$| | [(n, 128)] | 17 152 |
| |$\text{GRU}_{\uparrow }$| | [(n, 50, 128)] | 99 072 |
| |$\text{Dense}_{\text{out}}$| | [(n, 50, 2)] | 514 |
| Total number of model parameters: | 167 810 | |
| Layer . | Output shape . | Number of parameters . |
|---|---|---|
| Main inputs | [(n, 49, 3)] | 0 |
| Auxiliary inputs | [(n, 5)] | 0 |
| |$\text{GRU}_{\downarrow }$| | [(n, 49, 128), (n, 128)] | 51 072 |
| |$\text{Dense}_{1}$| | [(n, 128)] | 17 152 |
| |$\text{GRU}_{\uparrow }$| | [(n, 50, 128)] | 99 072 |
| |$\text{Dense}_{\text{out}}$| | [(n, 50, 2)] | 514 |
| Total number of model parameters: | 167 810 | |
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