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from sympy.matrices.expressions.factorizations import lu, LofCholesky, qr, svd from sympy.assumptions.ask import (Q, ask) from sympy.core.symbol import Symbol from sympy.matrices.expressions.matexpr import MatrixSymbol
n = Symbol('n') X = MatrixSymbol('X', n, n)
def test_LU(): L, U = lu(X) assert L.shape == U.shape == X.shape assert ask(Q.lower_triangular(L)) assert ask(Q.upper_triangular(U))
def test_Cholesky(): LofCholesky(X)
def test_QR(): Q_, R = qr(X) assert Q_.shape == R.shape == X.shape assert ask(Q.orthogonal(Q_)) assert ask(Q.upper_triangular(R))
def test_svd(): U, S, V = svd(X) assert U.shape == S.shape == V.shape == X.shape assert ask(Q.orthogonal(U)) assert ask(Q.orthogonal(V)) assert ask(Q.diagonal(S))
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