We are in the process of implementing the Conv1d module and ConvReLU1d fused module. The PR list is here https://github.com/pytorch/pytorch/pull/38438 39. Feel free to try out your model with the changes in this PR. The quantization flow should convert it.
We don’t currently support fusion with PReLU and LayerNorm, so they will have to be executed separately.