Vega of option with market derived parameters - Quantitative Finance Stack Exchange

Suppose I have a volatility model of the form $\sigma=f(X(x,y), Y(x, y))$ where $f$ is some function of the variables $X, Y$ which are calibrated using some calibration procedure with market implied

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