Oh, I see! So supposing x represents 2 parameters q and w, I should end up with a 1x2 Jacobian matrix like:
[f1(a1,x)2/dq + f2(a1,x)2/dq + f3(a1,x)2/dq + f1(a2,x)2/dq + ... f3(an,x)2/dq | | f1(a1,x)2/dw + f2(a1,x)2/dw + f3(a1,x)2/dw + f1(a2,x)2/dw + ... f3(an,x)2/dw]