def __init__(self, x, y):
self.b, self.c, self.d, self.w = [], [], [], []
self.x = x
self.y = y
self.nx = len(x) # dimension of x
h = np.diff(x)
# calc coefficient c
self.a = [iy for iy in y]
# calc coefficient c
A = self.__calc_A(h)
B = self.__calc_B(h)
self.c = np.linalg.solve(A, B)
# print(self.c1)
# calc spline coefficient b and d
for i in range(self.nx - 1):
self.d.append((self.c[i + 1] - self.c[i]) / (3.0 * h[i]))
tb = (self.a[i + 1] - self.a[i]) / h[i] - h[i] * \
(self.c[i + 1] + 2.0 * self.c[i]) / 3.0
self.b.append(tb)
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