I am a spouse of a foreign diplomat. We are not US citizens but living in the US at the moment. I work for a US company. Should I file my tax separately in this case?

Her income is from the government in Taiwan so she doesn't have US income. I do have US income working in a private US company. I think we might be considered nonresident aliens?