Quantile-based Knot Generator Example

Generate knot locations based on quantiles of time points.

Inputs:
x: 0 to 1, length 100
dimension = 10

Generated knots:
[-1.00000000e-05  1.11111111e-01  2.22222222e-01  3.33333333e-01
  4.44444444e-01  5.45454545e-01  6.56565657e-01  7.67676768e-01
  8.78787879e-01  1.00001000e+00]

import numpy as np
from spheresmooth import knots_quantile

# Example input
x = np.linspace(0.0, 1.0, 100)     # time points
dimension = 10                     # number of knots

print("Inputs:")
print("x: 0 to 1, length 100")
print("dimension =", dimension)

# Generate knots
knots = knots_quantile(x, dimension)

print("\nGenerated knots:")
print(knots)