How to create a CNN layer with varying dilation filers?

I want to create a CNN layer with filters of varying dilations.
For example, in a conv2d layer there are filters with size 55 and also dilated filters with 33 with dilation=1?
Or if I just concatenate the output feature maps from two conv2d layers, the gradient backprop will just be fine?

Thank you for any clarification.

Dilation is related to filter kernel, thus, you cannot set dilations-per-filter. However, you can concatenate and it will backprop properly

Thanks a lot! Appreciated!