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from sympy.core.sympify import _sympify from sympy.matrices.expressions import MatrixExpr from sympy import S, I, sqrt, exp class DFT(MatrixExpr): """ Discrete Fourier Transform """ def __new__(cls, n): n = _sympify(n) cls._check_dim(n) obj = super().__new__(cls, n) return obj n = property(lambda self: self.args[0]) # type: ignore shape = property(lambda self: (self.n, self.n)) # type: ignore def _entry(self, i, j, **kwargs): w = exp(-2*S.Pi*I/self.n) return w**(i*j) / sqrt(self.n) def _eval_inverse(self): return IDFT(self.n) class IDFT(DFT): """ Inverse Discrete Fourier Transform """ def _entry(self, i, j, **kwargs): w = exp(-2*S.Pi*I/self.n) return w**(-i*j) / sqrt(self.n) def _eval_inverse(self): return DFT(self.n)