How to debug :In particular `Tensor[(?, 1, ?, ?), float32]` does not match `Tensor[(?, ?, ?), float32]`

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The freeze_params and relay.transform.DynamicToStatic() help to transfer the dynamic shape to static. mod, params = relay.frontend.from_onnx(onnx_model, shape_dict, freeze_params=True) mod = relay.transform.DynamicToStatic()(mod)

This solves my issue.