[Relay] Fix CombineParallelDense slicing axis
#13597
Merged
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The current implementation of
CombineParallelDenseis hardcoded to slice along the last axis after the combined dense. I hit an error using this pass on the stable diffusion UNet, since it has a combined group where the dense is followed byexpand_dimswhich changes the slicing axis (see https://github.com/masahi/torchscript-to-tvm/blob/master/stable-diffusion/compile.py for repro)The correct way to generate
strided_slice:As I documented in the code, this fix is probably not 100% fail-proof. I think this is a difficult problem, since it requires tracking how the original output-channel axis of the combined dense moves across shape-changing operations like
reshape /transpose / split. But this is at least "more correct" than the current implementation, so I'm submitting this fix as is for now.With this fix,
CombineParallelDenseworks successfully on the stable diffusion UNet, and it reduces the number ofnn.densefrom 184 to 100.@wrongtest-intellif @comaniac @vinx13