Can my brother and sister who are US citizen partition for me to stay if I am on a weaver visa?

I assume you mean "petition", correct?

What is a weaver visa? A visa allowing you to work as a weaver?

If petitioners are brothers/sisters, it takes many years to obtain visa number, so you should maintain your status. Do not overstay in US, you should be waiting for your visa number in your home country.