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LeanPool.ParameterFreeGradient.O3.Stage8EuclideanRadius

Stage 8: attainment of the Euclidean solution radius #

The public radius is defined as an sInf. In the Euclidean branch that infimum is attained: the minimizer set is closed because the objective is differentiable, and the literal finite-sum lpNorm 2 is the norm transported to the finite-dimensional PiLp 2 space. A closest point in that proper space therefore gives an actual optimizer at the exact frozen radius.

@[reducible, inline]

Finite-dimensional Euclidean space with the PiLp 2 norm.

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Instances For

    The minimizer set of an admissible Euclidean instance is closed.

    The literal lpNorm 2 is exactly distance after transport to PiLp 2.

    The source sInf radius is attained by a genuine optimizer.

    theorem O3.Stage8EuclideanRadius.exists_minimizer_within {d : ℕ} (P : AdmissibleInstance d 2) {D : ℝ} (hDR : P.radius ≤ D) :
    ∃ xstar ∈ MinimizerSet P.f, lpNorm 2 (xstar - P.x0) ≤ D

    Exact optimizer interface consumed by the Euclidean estimate-sequence evaluation: no closest optimizer is added to the public instance data.