Refactor tests in test_max_autotune into a few separate test cases. #153486
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Stack from ghstack (oldest at bottom):
Summary: To support running a subset of these tests with the remote autotuning utilities, I've split out some of the tests into separate classes so that I can derive from the "main" TestMaxAutotune class when creating new tests for remote. I'm not 100% sure what some of these tests do, so please suggest if another grouping / naming might make more sense. The remaining tests in TestMaxAutotune all smelled relevant to me.
Test Plan: existing unit tests
cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov