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You seem to fail to appreciate the fact that immediately when you introduce a quadratic equality, you leave the field of convex programming.
Consider the absolutely most simple case possible. Let x be real scalar and look at x*x == 1. What is the feasible set? Is that a convex set? Now look at x*x + y*y == 1. What is it geometrically? Convex?