Python：包含三个参数的partial

Question

我试图通过阅读Data Science from Scratch by Joel Grus一书来学习Python，在第94页，他们描述了如何使用下面的代码来近似f=x^2的导数

def difference_quotient(f, x, h):
    return (f(x + h) - f(x)) / h

def square(x):
    return x * x

def derivative(x):
    return 2 * x

derivative_estimate = partial(difference_quotient, square, h=0.00001)

# plot to show they're basically the same
import matplotlib.pyplot as plt
x = range(-10,10)
plt.title("Actual Derivatives vs. Estimates")
plt.plot(x, map(derivative, x), 'rx', label='Actual')
plt.plot(x, map(derivative_estimate, x), 'b+', label='Estimate')
plt.legend(loc=9)
plt.show()

一切正常，但是当我将行derivative_estimate = partial(difference_quotient, square, h=0.00001)更改为derivative_estimate = partial(difference_quotient, f=square, h=0.00001)（因为我认为这更容易阅读）时，会出现以下错误

Traceback (most recent call last):
  File "page_93.py", line 37, in <module>
    plt.plot(x, map(derivative_estimate, x), 'b+', label='Estimate')
TypeError: difference_quotient() got multiple values for keyword argument 'f'

这是怎么回事？