compress_entries()

static QuadraticOperator.compress_entries(H)

Given \(\Hhat\in\RR^{a\times r^2}\), construct the matrix \(\tilde{\H}\in\RR^{a \times r(r+1)/2}\) such that \(\Hhat[\qhat\otimes\qhat] = \tilde{\H}[\qhat\hat{\otimes}\qhat]\) for all \(\qhat\in\RR^{r}\) where \(\hat{\otimes}\) is the compressed Kronecker product (see ckron()).

Parameters

H(a, r^2) ndarray

Matrix that acts on the full Kronecker product.

Returns

Hc(a, r(r+1)/2) ndarray

Matrix that acts on the compressed Kronecker product.

Examples

>>> from opinf.operators import QuadraticOperator
>>> r = 20
>>> H = np.random.random((r, r**2))
>>> H.shape
(20, 400)
>>> Htilde = QuadraticOperator.compress_entries(H)
>>> Htilde.shape
(20, 210)
>>> q = np.random.random(r)
>>> Hq2 = H @ np.kron(q, q)
>>> np.allclose(Hq2, Htilde @ QuadraticOperator.ckron(q))
True