Are you using Ansor with the CLML extensions? I saw somewhere that CLML uses NCHW. I’m not totally sure, but I do know that the cpp_clml.py script in the tvm project (which converts models to a complete clml model with host code) turns the model into NCHW.
For me, on top off seeing a performance drop, the search process is very slow.