What do I stretch/do more for upper quad cramping while biking?

I do standing quad stretches before the ride, I don't believe hydration is an issue, but every now and then I get cramps while I'm leaned over around 45 degrees. It's mitigated when I sit straight up and massage it for a few seconds even while continuing to pedal. It happens on low- and high-intensity rides.