This is taken from https://courses.csail.mit.edu/6.867/wiki/images/a/a7/Qp-cvxopt.pdf

General algorithms for QP (from wikipedia)

• interior point,
• active set,^[2]
• augmented Lagrangian,^[3]
• conjugate gradient,
• gradient projection,
• extensions of the simplex algorithm.^[2]

Standard form

Converting to standard form

Python Code