At the gradient is . Therefore the total derivative is the linear maprepresented by the Jacobian matrix .
The total derivative of sends a scalar increment toSince , the function composition is constantly , so . Directly, the Jacobian matrix product isThis verifies the chain rule at every .
The partial derivatives satisfy a global bound of in absolute value. For example,because and ; the same argument applies to . Apply the one-dimensional mean value theorem first along a horizontal segment and then along a vertical segment:Thus is Lipschitz with constant for the coordinate-sum norm.
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