You can write f() to accept function parameters, e.g.:

def f(arr, f1, f2, f3):
    N = len(arr)
    y_vec = np.zeros(N)
    for i in range(N):
        x = x_vec[i]
        if x <= 2000:
            y = f1(x)
        elif x >= 4000:
            y = f2(x)
            y = f3(x)
        y_vec[i] = y
    return y_vec

Make sure that the function you pass are Numba compatible.

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