Yeah, for some models, especially small-scale ones, it can be hard to get a performance gain. There are actually ways of avoiding the locking, e.g., by staging the desired actions and then carrying them out afterwards, resolving conflicts as needed. We actually have a paper on this as well, but I'm going to stop pushing my research at this point ;)