from sympy.core import Lambda, S, symbols from sympy.concrete import Sum from sympy.functions import adjoint, conjugate, transpose from sympy.matrices import eye, Matrix, ShapeError, ImmutableMatrix from sympy.matrices.expressions import ( Adjoint, Identity, FunctionMatrix, MatrixExpr, MatrixSymbol, Trace, ZeroMatrix, trace, MatPow, MatAdd, MatMul ) from sympy.matrices.expressions.special import OneMatrix from sympy.testing.pytest import raises from sympy.abc import i n = symbols('n', integer=True) A = MatrixSymbol('A', n, n) B = MatrixSymbol('B', n, n) C = MatrixSymbol('C', 3, 4) def test_Trace(): assert isinstance(Trace(A), Trace) assert not isinstance(Trace(A), MatrixExpr) raises(ShapeError, lambda: Trace(C)) assert trace(eye(3)) == 3 assert trace(Matrix(3, 3, [1, 2, 3, 4, 5, 6, 7, 8, 9])) == 15 assert adjoint(Trace(A)) == trace(Adjoint(A)) assert conjugate(Trace(A)) == trace(Adjoint(A)) assert transpose(Trace(A)) == Trace(A) _ = A / Trace(A) # Make sure this is possible # Some easy simplifications assert trace(Identity(5)) == 5 assert trace(ZeroMatrix(5, 5)) == 0 assert trace(OneMatrix(1, 1)) == 1 assert trace(OneMatrix(2, 2)) == 2 assert trace(OneMatrix(n, n)) == n assert trace(2*A*B) == 2*Trace(A*B) assert trace(A.T) == trace(A) i, j = symbols('i j') F = FunctionMatrix(3, 3, Lambda((i, j), i + j)) assert trace(F) == (0 + 0) + (1 + 1) + (2 + 2) raises(TypeError, lambda: Trace(S.One)) assert Trace(A).arg is A assert str(trace(A)) == str(Trace(A).doit()) assert Trace(A).is_commutative is True def test_Trace_A_plus_B(): assert trace(A + B) == Trace(A) + Trace(B) assert Trace(A + B).arg == MatAdd(A, B) assert Trace(A + B).doit() == Trace(A) + Trace(B) def test_Trace_MatAdd_doit(): # See issue #9028 X = ImmutableMatrix([[1, 2, 3]]*3) Y = MatrixSymbol('Y', 3, 3) q = MatAdd(X, 2*X, Y, -3*Y) assert Trace(q).arg == q assert Trace(q).doit() == 18 - 2*Trace(Y) def test_Trace_MatPow_doit(): X = Matrix([[1, 2], [3, 4]]) assert Trace(X).doit() == 5 q = MatPow(X, 2) assert Trace(q).arg == q assert Trace(q).doit() == 29 def test_Trace_MutableMatrix_plus(): # See issue #9043 X = Matrix([[1, 2], [3, 4]]) assert Trace(X) + Trace(X) == 2*Trace(X) def test_Trace_doit_deep_False(): X = Matrix([[1, 2], [3, 4]]) q = MatPow(X, 2) assert Trace(q).doit(deep=False).arg == q q = MatAdd(X, 2*X) assert Trace(q).doit(deep=False).arg == q q = MatMul(X, 2*X) assert Trace(q).doit(deep=False).arg == q def test_trace_constant_factor(): # Issue 9052: gave 2*Trace(MatMul(A)) instead of 2*Trace(A) assert trace(2*A) == 2*Trace(A) X = ImmutableMatrix([[1, 2], [3, 4]]) assert trace(MatMul(2, X)) == 10 def test_trace_rewrite(): assert trace(A).rewrite(Sum) == Sum(A[i, i], (i, 0, n - 1)) assert trace(eye(3)).rewrite(Sum) == 3 def test_trace_normalize(): assert Trace(B*A) != Trace(A*B) assert Trace(B*A)._normalize() == Trace(A*B) assert Trace(B*A.T)._normalize() == Trace(A*B.T) def test_trace_as_explicit(): raises(ValueError, lambda: Trace(A).as_explicit()) X = MatrixSymbol("X", 3, 3) assert Trace(X).as_explicit() == X[0, 0] + X[1, 1] + X[2, 2] assert Trace(eye(3)).as_explicit() == 3