I am about 7 or 8 weeks pregnant and today I have been getting cramps on and off for the entire day. I just went to the bathroom a little while ago and I was peeing out blood. Is this normal?

No. Call your doctor asap.

Any bleeding during pregnancy should be discussed with your doctor immediately.