I was able to implement a non-static setup method with @BeforeAll annotation. It seems to be working correctly as only gets call once. I am bit confuse as the doc
@BeforeAll
You simply need to annotate your test class (that contains the @BeforeAll method) with the snippet below and you'll be good to go.
@TestInstance(Lifecycle.PER_CLASS)