Actually there is some evidence to suggest that the runners high is due to endocannabinoids rather than endorphin release. Interestingly the endocannabinoid system is also activated when consuming cannabis and experiencing the resulting cannabis/runners high.

http://cen.acs.org/articles/93/web/2015/10/Exploring-Molecul...