Can I leave home to my auntie’s house without mother’s consent? I’m almost 17

I am about to turn 17 and I want to leave home and stay for a while with my aunt until I finish high school and I could legally rent an apartment. But my mother won't let me because she thinks I will end up living with my boyfriend. She has called the cops on me various times because we both have a really short temper and we respond to each other. And I am tired of us fighting I was even willing to end up in a shelter until I turned 17.