python - Steepest Descent Trace Behavior - Stack Overflow

I've written code that performs steepest descent on a quadratic form given by the formula: 1/2 * (x1^2 + gamma * x2^2). Mathematically, I am taking the equations given in Boyd's Convex Optimization

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python - Steepest Descent Trace Behavior - Stack Overflow

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I want to find x solution using Steepest Descent by Python. But