In the tests for repro tests (e.g. tests/test_test_bit_reproducibility.py), there's some checks for the test setup which can be separated out (as suggested in this PR). There probably should be some unit tests for exp_test_helper.py checking the setup methods in a separate test file. Similarly for each model's setup - e.g. set_model_runtime.