The total derivative of at is a linear map satisfying
The gradient is the vector of partial derivatives, . When is totally differentiable, these partial derivatives exist and
Thus the derivative is a linear functional represented by the gradient under the Euclidean inner product. Existence of partial derivatives alone does not imply total differentiability.
The denominator is positive on because . The quotient rule gives the gradient
In particular is continuously differentiable throughout .

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