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LeanPool.ParameterFreeGradient.V7.Proofs.Stage2Resume.Amortization

The total local trial cost is bounded by the endpoint costs of the realized controller path.

theorem V7.Stage2Resume.pathGeometricSumsR1 {eps G Ma R : ℝ} (heps : 0 < eps) (hG : 0 < G) (hMa : 0 < Ma) (hR : 0 ≤ R) (S : ℕ) (lastRadius : ℕ → ℕ) :
have Ms := fun (s : ℕ) => 2 ^ s * Ma; have Dsj := fun (s j : ℕ) => 2 ^ j * G / Ms s; have kappa := fun (s j : ℕ) => Ms s * Dsj s j / eps; ∀ (a : ℝ), 0 < a → (∀ s ≤ S, ∑ j ∈ Finset.range (lastRadius s + 1), kappa s j ^ a ≤ kappa s (lastRadius s) ^ a / (1 - 2 ^ (-a))) ∧ ∑ s ∈ Finset.range (S + 1), (Ms s * R / eps) ^ a ≤ (Ms S * R / eps) ^ a / (1 - 2 ^ (-a))

The two source-level sums, proved independently over the realized radius prefix of each epoch and over the realized scale prefix.