There is an inclusive relationship between graduate students and doctoral students. Doctoral students are the highest degree in higher education and a kind of graduate students.

2.

These two definitions are different. Postgraduate is a kind of education in higher education. Postgraduate is the highest degree and doctor is the highest level of postgraduate education. Strictly speaking, students who have not obtained a doctorate can only be called doctoral students.