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I've done some work in the past on NN representations and you actually can represent Conv and MatMul in more primitive ways. I ended up writing an IR called loop_tool that exposes this stuff:

https://github.com/facebookresearch/loop_tool/blob/main/pyth...

The idea is basically this: https://news.ycombinator.com/item?id=28883086



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