Documentation

MIPRE.Background.Repetition.TenProofs.QuantumParallelRepetition.Part02

theorem QuantumParallelRepetition.dSVMixedProjectorSuccessLoss_le_square {d : Type u_1} [Fintype d] [DecidableEq d] (P R : Matrix d d ℂ) (hcomplement : (1 - P).PosSemidef) (hR : R.PosSemidef) (hPP : P * P = P) (hRR : R * R = R) :
P.trace.re - (P * R).trace.re ≤ ((P - R) * (P - R)).trace.re
theorem QuantumParallelRepetition.dSVWeightedMixedProjectorSuccessLoss_le_square {κ : Type u_1} {d : Type u_2} [Fintype κ] [Fintype d] [DecidableEq d] (w : κ → ℝ) (nonnegative : ∀ (k : κ), 0 ≤ w k) (P R : κ → Matrix d d ℂ) (hcomplement : ∀ (k : κ), (1 - P k).PosSemidef) (hR : ∀ (k : κ), (R k).PosSemidef) (hPP : ∀ (k : κ), P k * P k = P k) (hRR : ∀ (k : κ), R k * R k = R k) :
∑ k : κ, w k * (P k).trace.re - ∑ k : κ, w k * (P k * R k).trace.re ≤ ∑ k : κ, w k * ((P k - R k) * (P k - R k)).trace.re
def QuantumParallelRepetition.dSVGlobalProjectorBinaryPOVM {κ : Type u_1} {d : Type u_2} [Fintype κ] [Fintype d] [DecidableEq κ] [DecidableEq d] (P : κ → Matrix d d ℂ) (positive : ∀ (k : κ), (P k).PosSemidef) (complement : ∀ (k : κ), (1 - P k).PosSemidef) :
POVM Bool ((_ : κ) × d)
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    theorem QuantumParallelRepetition.dSVGlobalProjectorBinaryPOVM_projective {κ : Type u_1} {d : Type u_2} [Fintype κ] [Fintype d] [DecidableEq κ] [DecidableEq d] (P : κ → Matrix d d ℂ) (positive : ∀ (k : κ), (P k).PosSemidef) (complement : ∀ (k : κ), (1 - P k).PosSemidef) (projective : ∀ (k : κ), P k * P k = P k) (b : Bool) :
    (dSVGlobalProjectorBinaryPOVM P positive complement).effect b * (dSVGlobalProjectorBinaryPOVM P positive complement).effect b = (dSVGlobalProjectorBinaryPOVM P positive complement).effect b
    theorem QuantumParallelRepetition.dSVActualGlobalMixedBornSuccess_eq {κ : Type u_1} {d : Type u_2} [Fintype κ] [Fintype d] [DecidableEq κ] [DecidableEq d] (τ : κ → ℝ) (k₀ : κ) (i₀ : d) (nonzero : τ k₀ ≠ 0) (P R : κ → Matrix d d ℂ) (hP : ∀ (k : κ), (P k).PosSemidef) (hPc : ∀ (k : κ), (1 - P k).PosSemidef) (hR : ∀ (k : κ), (R k).PosSemidef) (hRc : ∀ (k : κ), (1 - R k).PosSemidef) (hPP : ∀ (k : κ), P k * P k = P k) (hRR : ∀ (k : κ), R k * R k = R k) :
    theorem QuantumParallelRepetition.dSVRationalSoftPass_sub {t a b : ℝ} (positive : 0 < t) (ha : 0 ≤ a) (hb : 0 ≤ b) :
    dSVRationalSoftPass t a - dSVRationalSoftPass t b = t * (a - b) / ((a + t) * (b + t))
    theorem QuantumParallelRepetition.dSVRationalSoftPass_lipschitz {t a b : ℝ} (positive : 0 < t) (ha : 0 ≤ a) (hb : 0 ≤ b) :
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      theorem QuantumParallelRepetition.dSVHeterogeneousRealPrefix_succ (continuation : ℕ → ℝ) (k : ℕ) :
      dSVHeterogeneousRealPrefix continuation (k + 1) = dSVHeterogeneousRealPrefix continuation k * continuation k
      theorem QuantumParallelRepetition.dSVHeterogeneousRealStopping_escape_identity (continuation : ℕ → ℝ) (N : ℕ) :
      ∑ k ∈ Finset.range N, dSVHeterogeneousRealPrefix continuation k * (1 - continuation k) = 1 - dSVHeterogeneousRealPrefix continuation N
      theorem QuantumParallelRepetition.dSVHeterogeneousRealPrefix_nonneg (continuation : ℕ → ℝ) (nonnegative : ∀ (k : ℕ), 0 ≤ continuation k) (k : ℕ) :
      theorem QuantumParallelRepetition.dSVHeterogeneousRealStopping_escape_budget (continuation escape : ℕ → ℝ) (continuation_nonnegative : ∀ (k : ℕ), 0 ≤ continuation k) (escape_bound : ∀ (k : ℕ), continuation k + escape k ≤ 1) (N : ℕ) :
      ∑ k ∈ Finset.range N, dSVHeterogeneousRealPrefix continuation k * escape k ≤ 1
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        theorem QuantumParallelRepetition.dSVUniformDensityThresholdShared_mixedBorn_eq {N d : ℕ} (grid : 0 < N) (dimension : 0 < d) (P R : Fin N → Matrix (Fin d) (Fin d) ℂ) (hP : ∀ (k : Fin N), (P k).PosSemidef) (hPc : ∀ (k : Fin N), (1 - P k).PosSemidef) (hR : ∀ (k : Fin N), (R k).PosSemidef) (hRc : ∀ (k : Fin N), (1 - R k).PosSemidef) (hPP : ∀ (k : Fin N), P k * P k = P k) (hRR : ∀ (k : Fin N), R k * R k = R k) :
        theorem QuantumParallelRepetition.dSVUniformDensityThresholdShared_diagonalBorn_eq {N d : ℕ} (grid : 0 < N) (dimension : 0 < d) (P : Fin N → Matrix (Fin d) (Fin d) ℂ) (hP : ∀ (k : Fin N), (P k).PosSemidef) (hPc : ∀ (k : Fin N), (1 - P k).PosSemidef) (hPP : ∀ (k : Fin N), P k * P k = P k) :
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              def QuantumParallelRepetition.ClassicalSampling.markedFirst {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (permutation : Equiv.Perm α) :
              α
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                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_mem {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (permutation : Equiv.Perm α) :
                markedFirst rank marked nonempty permutation ∈ marked
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_rank {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (permutation : Equiv.Perm α) :
                rank (permutation (markedFirst rank marked nonempty permutation)) = (Finset.image (fun (a : α) => rank (permutation a)) marked).min' ⋯
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_rank_le {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (permutation : Equiv.Perm α) {a : α} (ha : a ∈ marked) :
                rank (permutation (markedFirst rank marked nonempty permutation)) ≤ rank (permutation a)
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_eq_of_mem_of_rank_le {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (permutation : Equiv.Perm α) {a : α} (ha : a ∈ marked) (hle : ∀ b ∈ marked, rank (permutation a) ≤ rank (permutation b)) :
                markedFirst rank marked nonempty permutation = a
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_subset_eq_of_mem {α : Type u_1} [Fintype α] (rank : α ≃ Fin (Fintype.card α)) {small large : Finset α} (hsmall : small.Nonempty) (hlarge : large.Nonempty) (permutation : Equiv.Perm α) (hsub : small ⊆ large) (hmem : markedFirst rank large hlarge permutation ∈ small) :
                markedFirst rank small hsmall permutation = markedFirst rank large hlarge permutation
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_eq_iff_union_first_mem_inter {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) (permutation : Equiv.Perm α) :
                markedFirst rank left hleft permutation = markedFirst rank right hright permutation ↔ markedFirst rank (left ∪ right) ⋯ permutation ∈ left ∩ right
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_ne_iff_union_first_mem_symmDiff {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) (permutation : Equiv.Perm α) :
                markedFirst rank left hleft permutation ≠ markedFirst rank right hright permutation ↔ markedFirst rank (left ∪ right) ⋯ permutation ∈ left \ right ∪ right \ left
                theorem QuantumParallelRepetition.ClassicalSampling.swap_mem_iff_of_mem {α : Type u_1} [DecidableEq α] {marked : Finset α} {x y : α} (hx : x ∈ marked) (hy : y ∈ marked) (a : α) :
                (Equiv.swap x y) a ∈ marked ↔ a ∈ marked
                theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_swap_trans {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) {x y : α} (hx : x ∈ marked) (hy : y ∈ marked) (permutation : Equiv.Perm α) :
                markedFirst rank marked nonempty (Equiv.trans (Equiv.swap x y) permutation) = (Equiv.swap x y) (markedFirst rank marked nonempty permutation)
                def QuantumParallelRepetition.ClassicalSampling.firstFiber {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (a : α) :
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                  theorem QuantumParallelRepetition.ClassicalSampling.firstFiber_card_eq {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) {x y : α} (hx : x ∈ marked) (hy : y ∈ marked) :
                  (firstFiber rank marked nonempty x).card = (firstFiber rank marked nonempty y).card
                  theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_event_card_mul {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (event : Finset α) (hevent : event ⊆ marked) :
                  {permutation : Equiv.Perm α | markedFirst rank marked nonempty permutation ∈ event}.card * marked.card = event.card * Fintype.card (Equiv.Perm α)
                  theorem QuantumParallelRepetition.ClassicalSampling.sharedPermutation_disagreement_card_mul {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) :
                  {permutation : Equiv.Perm α | markedFirst rank left hleft permutation ≠ markedFirst rank right hright permutation}.card * (left ∪ right).card = (left \ right ∪ right \ left).card * Fintype.card (Equiv.Perm α)
                  theorem QuantumParallelRepetition.ClassicalSampling.markedFirst_event_probability {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (marked : Finset α) (nonempty : marked.Nonempty) (event : Finset α) (hevent : event ⊆ marked) :
                  (uniformPermutationProbability fun (permutation : Equiv.Perm α) => markedFirst rank marked nonempty permutation ∈ event) = ↑event.card / ↑marked.card
                  theorem QuantumParallelRepetition.ClassicalSampling.sharedPermutation_disagreement_probability {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) :
                  (uniformPermutationProbability fun (permutation : Equiv.Perm α) => markedFirst rank left hleft permutation ≠ markedFirst rank right hright permutation) = ↑(left \ right ∪ right \ left).card / ↑(left ∪ right).card
                  theorem QuantumParallelRepetition.ClassicalSampling.sharedPermutation_disagreement_probability_le {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) :
                  (uniformPermutationProbability fun (permutation : Equiv.Perm α) => markedFirst rank left hleft permutation ≠ markedFirst rank right hright permutation) ≤ ↑(left \ right ∪ right \ left).card / ↑left.card
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                    theorem QuantumParallelRepetition.ClassicalSampling.sharedPermutation_disagreement_probability_le_two_mul_tv {α : Type u_1} [Fintype α] [DecidableEq α] (rank : α ≃ Fin (Fintype.card α)) (left right : Finset α) (hleft : left.Nonempty) (hright : right.Nonempty) (_equal_card : left.card = right.card) :
                    (uniformPermutationProbability fun (permutation : Equiv.Perm α) => markedFirst rank left hleft permutation ≠ markedFirst rank right hright permutation) ≤ 2 * markedTotalVariation left right
                    def QuantumParallelRepetition.ClassicalSampling.rationalMarked {β : Type u_2} [Fintype β] (denominator : ℕ) (numerator : β → ℕ) :
                    Finset (β × Fin denominator)
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                      theorem QuantumParallelRepetition.ClassicalSampling.rationalMarked_fiber_card {β : Type u_2} [Fintype β] [DecidableEq β] (denominator : ℕ) (numerator : β → ℕ) (letter : β) :
                      {point ∈ rationalMarked denominator numerator | point.1 = letter}.card = min denominator (numerator letter)
                      theorem QuantumParallelRepetition.ClassicalSampling.rationalNumerator_le_denominator {β : Type u_2} [Fintype β] (denominator : ℕ) (numerator : β → ℕ) (normalized : ∑ letter : β, numerator letter = denominator) (letter : β) :
                      numerator letter ≤ denominator
                      theorem QuantumParallelRepetition.ClassicalSampling.rationalMarked_card {β : Type u_2} [Fintype β] [DecidableEq β] (denominator : ℕ) (numerator : β → ℕ) (normalized : ∑ letter : β, numerator letter = denominator) :
                      (rationalMarked denominator numerator).card = denominator
                      theorem QuantumParallelRepetition.ClassicalSampling.rationalMarked_nonempty {β : Type u_2} [Fintype β] [DecidableEq β] (denominator : ℕ) (numerator : β → ℕ) (normalized : ∑ letter : β, numerator letter = denominator) (positive : 0 < denominator) :
                      (rationalMarked denominator numerator).Nonempty
                      theorem QuantumParallelRepetition.ClassicalSampling.rationalMarked_letter_probability {β : Type u_2} [Fintype β] [DecidableEq β] (denominator : ℕ) (numerator : β → ℕ) (normalized : ∑ letter : β, numerator letter = denominator) (nonempty : (rationalMarked denominator numerator).Nonempty) (rank : β × Fin denominator ≃ Fin (Fintype.card (β × Fin denominator))) (letter : β) :
                      (uniformPermutationProbability fun (permutation : Equiv.Perm (β × Fin denominator)) => (markedFirst rank (rationalMarked denominator numerator) nonempty permutation).1 = letter) = ↑(numerator letter) / ↑denominator
                      theorem QuantumParallelRepetition.Pinsker.centered_log_upper_of_le_one {x : ℝ} (hx0 : 0 < x) (hx1 : x ≤ 1) :
                      Real.log x ≤ 2 * (x - 1) / (x + 1)
                      theorem QuantumParallelRepetition.Pinsker.pinsker_rational_coefficient_le {x : ℝ} (hx : 0 < x) :
                      3 * (x + 5) / (2 * (x + 2) ^ 2) ≤ 2 / (x + 1)
                      theorem QuantumParallelRepetition.Pinsker.pinskerScalarGap_derivative_nonneg {x : ℝ} (hx : 1 ≤ x) :
                      0 ≤ Real.log x - 3 * (x - 1) * (x + 5) / (2 * (x + 2) ^ 2)
                      theorem QuantumParallelRepetition.Pinsker.pinskerScalarGap_derivative_nonpos {x : ℝ} (hx0 : 0 < x) (hx1 : x ≤ 1) :
                      Real.log x - 3 * (x - 1) * (x + 5) / (2 * (x + 2) ^ 2) ≤ 0
                      noncomputable def QuantumParallelRepetition.Pinsker.finiteRelativeEntropy {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) :
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                        noncomputable def QuantumParallelRepetition.Pinsker.finiteTotalVariation {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) :
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                          theorem QuantumParallelRepetition.Pinsker.quadratic_density_le_weighted_kl {p q : ℝ} (hp : 0 ≤ p) (hq : 0 < q) :
                          3 * (p - q) ^ 2 / (2 * (p + 2 * q)) ≤ q * InformationTheory.klFun (p / q)
                          theorem QuantumParallelRepetition.Pinsker.finiteRelativeEntropy_eq_log_sum {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) (hq : ∀ (i : ι), 0 < q i) (hp_normalized : ∑ i : ι, p i = 1) (hq_normalized : ∑ i : ι, q i = 1) :
                          finiteRelativeEntropy p q = ∑ i : ι, p i * Real.log (p i / q i)
                          theorem QuantumParallelRepetition.Pinsker.finite_pinsker {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (hq : ∀ (i : ι), 0 < q i) (hp_normalized : ∑ i : ι, p i = 1) (hq_normalized : ∑ i : ι, q i = 1) :
                          theorem QuantumParallelRepetition.Pinsker.sum_over_positive_reference_support {ι : Type u_1} [Fintype ι] (q f : ι → ℝ) (hq : ∀ (i : ι), 0 ≤ q i) (hzero : ∀ (i : ι), q i = 0 → f i = 0) :
                          ∑ i : { i : ι // 0 < q i }, f ↑i = ∑ i : ι, f i
                          theorem QuantumParallelRepetition.Pinsker.finite_pinsker_of_absolute_continuity {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (hq : ∀ (i : ι), 0 ≤ q i) (absolute_continuity : ∀ (i : ι), q i = 0 → p i = 0) (hp_normalized : ∑ i : ι, p i = 1) (hq_normalized : ∑ i : ι, q i = 1) :
                          theorem QuantumParallelRepetition.Pinsker.finiteRelativeEntropy_eq_log_sum_of_absolute_continuity {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) (hq : ∀ (i : ι), 0 ≤ q i) (absolute_continuity : ∀ (i : ι), q i = 0 → p i = 0) (hp_normalized : ∑ i : ι, p i = 1) (hq_normalized : ∑ i : ι, q i = 1) :
                          finiteRelativeEntropy p q = ∑ i : ι, p i * Real.log (p i / q i)
                          theorem QuantumParallelRepetition.Pinsker.finite_pinsker_sqrt_of_absolute_continuity {ι : Type u_1} [Fintype ι] (p q : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (hq : ∀ (i : ι), 0 ≤ q i) (absolute_continuity : ∀ (i : ι), q i = 0 → p i = 0) (hp_normalized : ∑ i : ι, p i = 1) (hq_normalized : ∑ i : ι, q i = 1) :
                          noncomputable def QuantumParallelRepetition.ClassicalInformation.distributionFloorNumerator {ι : Type u_1} (denominator : ℕ) (p : ι → ℝ) :
                          ι → ℕ
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                            noncomputable def QuantumParallelRepetition.ClassicalInformation.distributionFloorResidual {ι : Type u_1} [Fintype ι] (denominator : ℕ) (p : ι → ℝ) :
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                              noncomputable def QuantumParallelRepetition.ClassicalInformation.distributionRoundedNumerator {ι : Type u_1} [Fintype ι] [DecidableEq ι] (base : ι) (denominator : ℕ) (p : ι → ℝ) :
                              ι → ℕ
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                                noncomputable def QuantumParallelRepetition.ClassicalInformation.distributionFloorProbability {ι : Type u_1} (denominator : ℕ) (p : ι → ℝ) :
                                ι → ℝ
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                                  noncomputable def QuantumParallelRepetition.ClassicalInformation.distributionRoundedProbability {ι : Type u_1} [Fintype ι] [DecidableEq ι] (base : ι) (denominator : ℕ) (p : ι → ℝ) :
                                  ι → ℝ
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                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionFloorNumerator_cast_le {ι : Type u_1} (denominator : ℕ) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (i : ι) :
                                    ↑(distributionFloorNumerator denominator p i) ≤ p i * ↑denominator
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionFloorProbability_le {ι : Type u_1} (denominator : ℕ) (positive : 0 < denominator) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (i : ι) :
                                    distributionFloorProbability denominator p i ≤ p i
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionFloorProbability_error_lt {ι : Type u_1} (denominator : ℕ) (positive : 0 < denominator) (p : ι → ℝ) (i : ι) :
                                    p i - distributionFloorProbability denominator p i < 1 / ↑denominator
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionFloorNumerator_sum_le {ι : Type u_1} [Fintype ι] (denominator : ℕ) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (normalized : ∑ i : ι, p i = 1) :
                                    ∑ i : ι, distributionFloorNumerator denominator p i ≤ denominator
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionRoundedNumerator_sum {ι : Type u_1} [Fintype ι] [DecidableEq ι] (base : ι) (denominator : ℕ) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (normalized : ∑ i : ι, p i = 1) :
                                    ∑ i : ι, distributionRoundedNumerator base denominator p i = denominator
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionFloorResidual_probability_eq_sum {ι : Type u_1} [Fintype ι] (denominator : ℕ) (positive : 0 < denominator) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (normalized : ∑ i : ι, p i = 1) :
                                    ↑(distributionFloorResidual denominator p) / ↑denominator = ∑ i : ι, (p i - distributionFloorProbability denominator p i)
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionRoundedProbability_eq_floor_add {ι : Type u_1} [Fintype ι] [DecidableEq ι] (base : ι) (denominator : ℕ) (p : ι → ℝ) (i : ι) :
                                    distributionRoundedProbability base denominator p i = distributionFloorProbability denominator p i + if i = base then ↑(distributionFloorResidual denominator p) / ↑denominator else 0
                                    theorem QuantumParallelRepetition.ClassicalInformation.distributionRoundedProbability_totalVariation_le {ι : Type u_1} [Fintype ι] [DecidableEq ι] (base : ι) (denominator : ℕ) (positive : 0 < denominator) (p : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (normalized : ∑ i : ι, p i = 1) :
                                    Pinsker.finiteTotalVariation p (distributionRoundedProbability base denominator p) ≤ ↑(Fintype.card ι) / ↑denominator
                                    theorem QuantumParallelRepetition.ClassicalInformation.finite_log_sum_inequality {ι : Type u_1} (indices : Finset ι) (p q : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (hq : ∀ (i : ι), 0 ≤ q i) (absolute_continuity : ∀ (i : ι), q i = 0 → p i = 0) (positive_mass : 0 < ∑ i ∈ indices, q i) :
                                    (∑ i ∈ indices, q i) * InformationTheory.klFun ((∑ i ∈ indices, p i) / ∑ i ∈ indices, q i) ≤ ∑ i ∈ indices, q i * InformationTheory.klFun (p i / q i)
                                    def QuantumParallelRepetition.ClassicalInformation.groupedMass {ι : Type u_1} [Fintype ι] {κ : Type u_2} [DecidableEq κ] (map : ι → κ) (p : ι → ℝ) (j : κ) :
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                                      theorem QuantumParallelRepetition.ClassicalInformation.finite_relative_entropy_data_processing {ι : Type u_1} [Fintype ι] {κ : Type u_2} [Fintype κ] [DecidableEq κ] (map : ι → κ) (p q : ι → ℝ) (hp : ∀ (i : ι), 0 ≤ p i) (hq : ∀ (i : ι), 0 ≤ q i) (absolute_continuity : ∀ (i : ι), q i = 0 → p i = 0) :
                                      def QuantumParallelRepetition.ClassicalInformation.jointFirstMarginal {ι : Type u_1} {κ : Type u_2} [Fintype κ] (joint : ι × κ → ℝ) :
                                      ι → ℝ
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                                        theorem QuantumParallelRepetition.ClassicalInformation.jointFirstMarginal_nonneg {ι : Type u_1} {κ : Type u_2} [Fintype κ] (joint : ι × κ → ℝ) (nonnegative : ∀ (point : ι × κ), 0 ≤ joint point) (i : ι) :
                                        theorem QuantumParallelRepetition.ClassicalInformation.jointFirstMarginal_sum {ι : Type u_1} [Fintype ι] {κ : Type u_2} [Fintype κ] (joint : ι × κ → ℝ) :
                                        ∑ i : ι, jointFirstMarginal joint i = ∑ point : ι × κ, joint point
                                        theorem QuantumParallelRepetition.ClassicalInformation.jointFirstMarginal_absolute_continuity {ι : Type u_1} {κ : Type u_2} [Fintype κ] (p q : ι × κ → ℝ) (hq : ∀ (point : ι × κ), 0 ≤ q point) (absolute_continuity : ∀ (point : ι × κ), q point = 0 → p point = 0) (i : ι) :
                                        theorem QuantumParallelRepetition.ClassicalInformation.jointConditional_sum {ι : Type u_1} {κ : Type u_2} [Fintype κ] (joint : ι × κ → ℝ) (i : ι) (nonzero : jointFirstMarginal joint i ≠ 0) :
                                        ∑ j : κ, jointConditional joint i j = 1
                                        theorem QuantumParallelRepetition.ClassicalInformation.finite_relative_entropy_joint_chain_rule {ι : Type u_1} [Fintype ι] {κ : Type u_2} [Fintype κ] (p q : ι × κ → ℝ) (hp : ∀ (point : ι × κ), 0 ≤ p point) (hq : ∀ (point : ι × κ), 0 ≤ q point) (absolute_continuity : ∀ (point : ι × κ), q point = 0 → p point = 0) (hp_normalized : ∑ point : ι × κ, p point = 1) (hq_normalized : ∑ point : ι × κ, q point = 1) :
                                        noncomputable def QuantumParallelRepetition.ClassicalInformation.rationalPermutationOutput {ι : Type u_1} [Fintype ι] (denominator : ℕ) (numerator : ι → ℕ) (nonempty : (ClassicalSampling.rationalMarked denominator numerator).Nonempty) (permutation : Equiv.Perm (ι × Fin denominator)) :
                                        ι
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                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalPermutationOutput_probability {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (numerator : ι → ℕ) (normalized : ∑ i : ι, numerator i = denominator) (nonempty : (ClassicalSampling.rationalMarked denominator numerator).Nonempty) (letter : ι) :
                                          (ClassicalSampling.uniformPermutationProbability fun (permutation : Equiv.Perm (ι × Fin denominator)) => rationalPermutationOutput denominator numerator nonempty permutation = letter) = ↑(numerator letter) / ↑denominator
                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalMarked_inter {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (left right : ι → ℕ) :
                                          ClassicalSampling.rationalMarked denominator left ∩ ClassicalSampling.rationalMarked denominator right = ClassicalSampling.rationalMarked denominator fun (i : ι) => min (left i) (right i)
                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalMarked_inter_card {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (left right : ι → ℕ) (hleft : ∑ i : ι, left i = denominator) (_hright : ∑ i : ι, right i = denominator) :
                                          (ClassicalSampling.rationalMarked denominator left ∩ ClassicalSampling.rationalMarked denominator right).card = ∑ i : ι, min (left i) (right i)
                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalMarked_markedTotalVariation_eq {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (positive : 0 < denominator) (left right : ι → ℕ) (hleft : ∑ i : ι, left i = denominator) (hright : ∑ i : ι, right i = denominator) :
                                          ClassicalSampling.markedTotalVariation (ClassicalSampling.rationalMarked denominator left) (ClassicalSampling.rationalMarked denominator right) = Pinsker.finiteTotalVariation (fun (i : ι) => ↑(left i) / ↑denominator) fun (i : ι) => ↑(right i) / ↑denominator
                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalPermutationOutput_disagreement_le_two_mul_tv {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (left right : ι → ℕ) (hleft : ∑ i : ι, left i = denominator) (hright : ∑ i : ι, right i = denominator) (nonempty_left : (ClassicalSampling.rationalMarked denominator left).Nonempty) (nonempty_right : (ClassicalSampling.rationalMarked denominator right).Nonempty) :
                                          (ClassicalSampling.uniformPermutationProbability fun (permutation : Equiv.Perm (ι × Fin denominator)) => rationalPermutationOutput denominator left nonempty_left permutation ≠ rationalPermutationOutput denominator right nonempty_right permutation) ≤ 2 * ClassicalSampling.markedTotalVariation (ClassicalSampling.rationalMarked denominator left) (ClassicalSampling.rationalMarked denominator right)
                                          theorem QuantumParallelRepetition.ClassicalInformation.rationalPermutationOutput_disagreement_le_two_mul_finiteTotalVariation {ι : Type u_1} [Fintype ι] [DecidableEq ι] (denominator : ℕ) (positive : 0 < denominator) (left right : ι → ℕ) (hleft : ∑ i : ι, left i = denominator) (hright : ∑ i : ι, right i = denominator) (nonempty_left : (ClassicalSampling.rationalMarked denominator left).Nonempty) (nonempty_right : (ClassicalSampling.rationalMarked denominator right).Nonempty) :
                                          (ClassicalSampling.uniformPermutationProbability fun (permutation : Equiv.Perm (ι × Fin denominator)) => rationalPermutationOutput denominator left nonempty_left permutation ≠ rationalPermutationOutput denominator right nonempty_right permutation) ≤ 2 * Pinsker.finiteTotalVariation (fun (i : ι) => ↑(left i) / ↑denominator) fun (i : ι) => ↑(right i) / ↑denominator
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                                                theorem QuantumParallelRepetition.dSVUniformDensityThresholdMismatch_le {N : ℕ} (positive : 0 < N) (alice bob : ℝ) :
                                                dSVUniformDensityThresholdMismatch N alice bob ≤ |alice - bob| + 1 / ↑N
                                                theorem QuantumParallelRepetition.dSVUniformDensityThresholdGrid_count_eq_floor {N : ℕ} (positive : 0 < N) (density : ℝ) (nonnegative : 0 ≤ density) (bounded : density ≤ 1) :
                                                {k : Fin N | dSVUniformDensityThresholdGrid N k ≤ density}.card = ⌊density * ↑N⌋₊
                                                theorem QuantumParallelRepetition.dSVUniformDensitySchmidtVector_sub {d : ℕ} (σ τ : Fin d → ℝ) (U V : ↥(Matrix.unitaryGroup (Fin d) ℂ)) :
                                                schmidtVector σ U V - schmidtVector τ U V = schmidtVector (fun (i : Fin d) => σ i - τ i) U V
                                                noncomputable def QuantumParallelRepetition.normalizeOrDefault {E : Type u_1} [NormedAddCommGroup E] [NormedSpace ℝ E] (fallback z : E) :
                                                E
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                                                  theorem QuantumParallelRepetition.normalizeOrDefault_norm {E : Type u_1} [NormedAddCommGroup E] [NormedSpace ℝ E] (fallback z : E) (hfallback : ‖fallback‖ = 1) :
                                                  theorem QuantumParallelRepetition.normalizeOrDefault_sub_le {E : Type u_1} [NormedAddCommGroup E] [NormedSpace ℝ E] (fallback u v : E) (hfallback : ‖fallback‖ = 1) (hu : u ≠ 0) :
                                                  noncomputable def QuantumParallelRepetition.dSVCanonicalFailureUnitRankFamily (d : ℕ) (positive : 0 < d) (rank : Fin (d + 1)) :
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                                                    def QuantumParallelRepetition.finiteTensorLocalUnitaryMatrix {ι : Type u_1} {β : Type u_2} [Fintype ι] [Fintype β] [DecidableEq β] (U : ι → ↥(Matrix.unitaryGroup β ℂ)) :
                                                    Matrix (ι → β) (ι → β) ℂ
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                                                      def QuantumParallelRepetition.controlledFiniteTensorLocalUnitary {Ω : Type u_1} {ι : Type u_2} {β : Type u_3} [Fintype Ω] [DecidableEq Ω] [Fintype ι] [DecidableEq ι] [Fintype β] [DecidableEq β] (U : Ω → ι → ↥(Matrix.unitaryGroup β ℂ)) :
                                                      ↥(Matrix.unitaryGroup ((_ : Ω) × (ι → β)) ℂ)
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                                                        theorem QuantumParallelRepetition.controlledFiniteTensorLocalUnitary_apply {Ω : Type u_1} {ι : Type u_2} {β : Type u_3} [Fintype Ω] [DecidableEq Ω] [Fintype ι] [DecidableEq ι] [Fintype β] [DecidableEq β] (U : Ω → ι → ↥(Matrix.unitaryGroup β ℂ)) (ω ν : Ω) (q r : ι → β) :
                                                        ↑(controlledFiniteTensorLocalUnitary U) ⟨ω, q⟩ ⟨ν, r⟩ = if ω = ν then ∏ i : ι, ↑(U ω i) (q i) (r i) else 0
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                                                            theorem QuantumParallelRepetition.scalarPurificationLp_coeFn (z : ℝ) (hz : 0 ≤ z) :
                                                            ↑↑(scalarPurificationLp z hz) =ᵐ[MeasureTheory.volume.restrict (Set.Ioi 0)] fun (s : ℝ) => ↑(z / (z + s))
                                                            theorem QuantumParallelRepetition.commonPurificationSubspace_finiteDimensional {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) :
                                                            theorem QuantumParallelRepetition.ensemble_scalarPurificationLp_mem_common {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (i : ι) (k : d) :
                                                            theorem QuantumParallelRepetition.mean_scalarPurificationLp_mem_common {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (k : d) :
                                                            theorem QuantumParallelRepetition.ensemble_spectralPurificationFilterEntryLp_mem_common {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (i j : d) :
                                                            theorem QuantumParallelRepetition.mean_spectralPurificationFilterEntryLp_mem_common {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (i j : d) :
                                                            noncomputable def QuantumParallelRepetition.ensemblePurificationSubspaceEntry {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (i j : d) :
                                                            ↥(commonPurificationSubspace F M positive hM)
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                                                              noncomputable def QuantumParallelRepetition.meanPurificationSubspaceEntry {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (i j : d) :
                                                              ↥(commonPurificationSubspace F M positive hM)
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                                                                noncomputable def QuantumParallelRepetition.commonPurificationOrthonormalBasis {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) :
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                                                                  noncomputable def QuantumParallelRepetition.finitePurificationMatrix {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) :
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                                                                    noncomputable def QuantumParallelRepetition.meanFinitePurificationMatrix {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) :
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                                                                      theorem QuantumParallelRepetition.finitePurificationMatrix_gram_apply {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (i j : d) :
                                                                      ((finitePurificationMatrix F M positive hM a).conjTranspose * finitePurificationMatrix F M positive hM a) i j = ∑ r : d, inner ℂ (ensemblePurificationSubspaceEntry F M positive hM a r i) (ensemblePurificationSubspaceEntry F M positive hM a r j)
                                                                      theorem QuantumParallelRepetition.ensemblePurificationSubspaceEntry_inner_eq_integral {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (r i j : d) :
                                                                      inner ℂ (ensemblePurificationSubspaceEntry F M positive hM a r i) (ensemblePurificationSubspaceEntry F M positive hM a r j) = ∫ (s : ℝ) in Set.Ioi 0, star (spectralPurificationFilter (F a) ⋯ s r i) * spectralPurificationFilter (F a) ⋯ s r j
                                                                      theorem QuantumParallelRepetition.finitePurificationMatrix_gram_eq_integral {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) :
                                                                      theorem QuantumParallelRepetition.finitePurificationMatrix_gram {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) :
                                                                      (finitePurificationMatrix F M positive hM a).conjTranspose * finitePurificationMatrix F M positive hM a = F a
                                                                      theorem QuantumParallelRepetition.finitePurificationMatrix_difference_gram_apply {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (i j : d) :
                                                                      ((finitePurificationMatrix F M positive hM a - meanFinitePurificationMatrix F M positive hM).conjTranspose * (finitePurificationMatrix F M positive hM a - meanFinitePurificationMatrix F M positive hM)) i j = ∑ r : d, inner ℂ (ensemblePurificationSubspaceEntry F M positive hM a r i - meanPurificationSubspaceEntry F M positive hM r i) (ensemblePurificationSubspaceEntry F M positive hM a r j - meanPurificationSubspaceEntry F M positive hM r j)
                                                                      theorem QuantumParallelRepetition.purificationSubspaceEntry_difference_inner_eq_integral {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) (r i j : d) :
                                                                      theorem QuantumParallelRepetition.finitePurificationMatrix_difference_gram_eq_integral {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) (a : ι) :
                                                                      theorem QuantumParallelRepetition.weighted_finitePurificationMatrix_difference_gram {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (weight : ι → ℝ) (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (positive : ∀ (i : ι), (F i).PosSemidef) (hM : M.PosSemidef) :
                                                                      ∑ a : ι, weight a • ((finitePurificationMatrix F M positive hM a - meanFinitePurificationMatrix F M positive hM).conjTranspose * (finitePurificationMatrix F M positive hM a - meanFinitePurificationMatrix F M positive hM)) = ∫ (s : ℝ) in Set.Ioi 0, weightedSpectralFilterVariance weight F M positive hM s
                                                                      theorem QuantumParallelRepetition.finite_purification_log_entropy_jensen {ι : Type u_1} {d : Type u_2} [Fintype ι] [Fintype d] [DecidableEq d] (weight : ι → ℝ) (F : ι → Matrix d d ℂ) (M : Matrix d d ℂ) (nonnegative : ∀ (i : ι), 0 ≤ weight i) (normalized : ∑ i : ι, weight i = 1) (mean : ∑ i : ι, weight i • F i = M) (positive : ∀ (i : ι), (F i).PosSemidef) :
                                                                      have hM := ⋯; (∑ i : ι, weight i • cfc (fun (z : ℝ) => z * Real.log z) (F i) - cfc (fun (z : ℝ) => z * Real.log z) M - ∑ i : ι, weight i • ((finitePurificationMatrix F M positive hM i - meanFinitePurificationMatrix F M positive hM).conjTranspose * (finitePurificationMatrix F M positive hM i - meanFinitePurificationMatrix F M positive hM))).PosSemidef
                                                                      def QuantumParallelRepetition.strategyPurificationShuffle (dA dB : Type) :
                                                                      (dA × dA × dB) × dB ≃ (dA × dB) × dA × dB
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                                                                        noncomputable def QuantumParallelRepetition.strategyPurificationVector {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] {G : Game X Y A B} (S : Strategy G) :
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                                                                          theorem QuantumParallelRepetition.strategyPurificationVector_norm {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] {G : Game X Y A B} (S : Strategy G) :
                                                                          theorem QuantumParallelRepetition.reindexedMatrixQuadratic {d : Type u_1} {e : Type u_2} [Fintype d] [Fintype e] [DecidableEq d] [DecidableEq e] (φ : e ≃ d) (M : Matrix d d ℂ) (v : d → ℂ) :
                                                                          def QuantumParallelRepetition.purificationAlicePOVM {ι : Type u_1} {d : Type u_2} {k : Type u_3} [Fintype ι] [Fintype d] [Fintype k] [DecidableEq d] [DecidableEq k] (P : POVM ι d) :
                                                                          POVM ι (d × k)
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                                                                            theorem QuantumParallelRepetition.purificationJointEffect_submatrix {dA dB : Type} [Fintype dA] [Fintype dB] [DecidableEq dA] [DecidableEq dB] (A : Matrix dA dA ℂ) (B : Matrix dB dB ℂ) :
                                                                            Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) (Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) A 1) B = (Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) 1 (Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) A B)).submatrix ⇑(strategyPurificationShuffle dA dB) ⇑(strategyPurificationShuffle dA dB)
                                                                            theorem QuantumParallelRepetition.strategyPurificationVector_quadratic {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] {G : Game X Y A B} (S : Strategy G) (EA : Matrix S.Alice S.Alice ℂ) (EB : Matrix S.Bob S.Bob ℂ) :
                                                                            quadraticExpectation (Matrix.toEuclideanCLM (Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) (Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) EA 1) EB)) (strategyPurificationVector S) = (S.state.matrix * Matrix.kroneckerMap (fun (x1 x2 : ℂ) => x1 * x2) EA EB).trace.re
                                                                            noncomputable def QuantumParallelRepetition.purifiedStrategy {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] {G : Game X Y A B} (S : Strategy G) :
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                                                                              theorem QuantumParallelRepetition.purifiedStrategy_outcomeProbability {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] {G : Game X Y A B} (S : Strategy G) (x : X) (y : Y) (a : A) (b : B) :
                                                                              def QuantumParallelRepetition.finiteLocalPurificationJointMatrix {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} {eA : Type u_5} {eB : Type u_6} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] [Fintype eA] [Fintype eB] {G : Game X Y A B} (S : Strategy G) (KA : Matrix eA S.Alice ℂ) (KB : Matrix eB S.Bob ℂ) :
                                                                              Matrix ((eA × S.Alice × S.Bob) × eB) ((S.Alice × S.Alice × S.Bob) × S.Bob) ℂ
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                                                                                noncomputable def QuantumParallelRepetition.finiteLocalPurificationVector {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} {eA : Type u_5} {eB : Type u_6} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] [Fintype eA] [Fintype eB] {G : Game X Y A B} (S : Strategy G) (KA : Matrix eA S.Alice ℂ) (KB : Matrix eB S.Bob ℂ) :
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                                                                                  theorem QuantumParallelRepetition.finiteLocalPurificationJointMatrix_gram {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} {eA : Type u_5} {eB : Type u_6} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] [Fintype eA] [Fintype eB] {G : Game X Y A B} (S : Strategy G) (KA : Matrix eA S.Alice ℂ) (KB : Matrix eB S.Bob ℂ) :
                                                                                  theorem QuantumParallelRepetition.finiteLocalPurificationVector_norm_sq {X : Type u_1} {Y : Type u_2} {A : Type u_3} {B : Type u_4} {eA : Type u_5} {eB : Type u_6} [Fintype X] [Fintype Y] [Fintype A] [Fintype B] [Fintype eA] [Fintype eB] {G : Game X Y A B} (S : Strategy G) (KA : Matrix eA S.Alice ℂ) (KB : Matrix eB S.Bob ℂ) :
                                                                                  def QuantumParallelRepetition.dSVUniformDensityPhysicalAsyncSigmaContinuation {ι : Type u_1} {κ : Type u_2} [Fintype ι] [DecidableEq ι] [Fintype κ] [DecidableEq κ] (U V : ι → ↥(Matrix.unitaryGroup κ ℂ)) (z : EuclideanSpace ℂ (((_ : ι) × κ) × (_ : ι) × κ)) :
                                                                                  EuclideanSpace ℂ (((_ : ι) × κ) × (_ : ι) × κ)
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                                                                                    theorem QuantumParallelRepetition.dSVUniformDensityFirstAcceptFinitePrefix {L : ℕ} (s : Finset (Fin L)) (j : Fin L) :
                                                                                    (if h : s.Nonempty then (s.min' h).succ else 0) = j.succ ↔ j ∈ s ∧ ∀ i < j, i ∉ s
                                                                                    theorem QuantumParallelRepetition.dSVUniformDensityFirstAcceptControlledTensor_inv_apply {Ω : Type u_1} {ι : Type u_2} {β : Type u_3} [Fintype Ω] [DecidableEq Ω] [Fintype ι] [DecidableEq ι] [Fintype β] [DecidableEq β] (U : Ω → ι → ↥(Matrix.unitaryGroup β ℂ)) (ω ν : Ω) (q r : ι → β) :
                                                                                    ↑(controlledFiniteTensorLocalUnitary U)⁻¹ ⟨ω, q⟩ ⟨ν, r⟩ = if ω = ν then ∏ i : ι, star (↑(U ω i) (r i) (q i)) else 0
                                                                                    theorem QuantumParallelRepetition.dSVUniformDensityPhysicalAsync_doubleProductSum {ι : Type u_1} {β : Type u_2} {γ : Type u_3} [Fintype ι] [DecidableEq ι] [Fintype β] [DecidableEq β] [Fintype γ] [DecidableEq γ] (f : ι → β → γ → ℝ) :
                                                                                    ∑ x : ι → β, ∑ y : ι → γ, ∏ i : ι, f i (x i) (y i) = ∏ i : ι, ∑ a : β, ∑ b : γ, f i a b
                                                                                    theorem QuantumParallelRepetition.spectralPartitionPOVM_effect_eq_spectralDiagonal {κ : Type u_1} {ι : Type u_2} [Fintype κ] [DecidableEq κ] [Fintype ι] [DecidableEq ι] (F : Matrix ι ι ℂ) (positive : F.PosSemidef) (bin : ι → κ) (outcome : κ) :
                                                                                    (spectralPartitionPOVM F positive bin).effect outcome = (spectralConjugationCLM ⋯.eigenvectorUnitary) (Matrix.diagonal fun (i : ι) => if bin i = outcome then 1 else 0)
                                                                                    theorem QuantumParallelRepetition.dSVUniformDensityPhysicalMatched_doubleTensorSourceFactor {ι : Type u_1} {β : Type u_2} [Fintype ι] [DecidableEq ι] [Fintype β] [DecidableEq β] (A B : ι → Matrix β β ℂ) (source : β × β → ℂ) (a b : ι → β) :
                                                                                    ∑ x : ι → β, ∑ y : ι → β, ((∏ i : ι, A i (a i) (x i)) * ∏ i : ι, B i (b i) (y i)) * ∏ i : ι, source (x i, y i) = ∏ i : ι, ∑ x : β, ∑ y : β, A i (a i) x * B i (b i) y * source (x, y)
                                                                                    def QuantumParallelRepetition.dSVUniformDensityCorrectedMatchedSigmaWeightedResidual {H : Type u_1} [Fintype H] {n : ℕ} (history : EuclideanSpace ℂ (H × H)) (work : H → H → EuclideanSpace ℂ (Fin n × Fin n)) :
                                                                                    EuclideanSpace ℂ (((_ : H) × Fin n) × (_ : H) × Fin n)
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                                                                                        noncomputable def QuantumParallelRepetition.dSVDensityRationalProjectiveThresholdPOVM {ι : Type u_1} [Fintype ι] [DecidableEq ι] (w : ℝ) (N : ℕ) (k : Fin N) (F : Matrix ι ι ℂ) (positive : F.PosSemidef) :
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                                                                                          theorem QuantumParallelRepetition.dSVDensityRationalProjectiveThresholdPOVM_projective {ι : Type u_1} [Fintype ι] [DecidableEq ι] (w : ℝ) (N : ℕ) (k : Fin N) (F : Matrix ι ι ℂ) (positive : F.PosSemidef) (outcome : Bool) :
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                                                                                              theorem QuantumParallelRepetition.dSVUniformDensityGridPrefix_le_density {N : ℕ} (positive : 0 < N) {a : ℝ} (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
                                                                                              theorem QuantumParallelRepetition.dSVUniformDensityGridPrefix_density_sub_lt {N : ℕ} (positive : 0 < N) {a : ℝ} (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
                                                                                              theorem QuantumParallelRepetition.dSVUniformDensityGridPrefix_density_sub_le {N : ℕ} (positive : 0 < N) {a : ℝ} (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
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                                                                                                theorem QuantumParallelRepetition.dSVRationalSoftPass_ge_density_div_width_add_one {w a : ℝ} (width : 0 < w) (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
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                                                                                                  noncomputable def QuantumParallelRepetition.dSVDensityRationalPhysicalDiagonalBornSuccess {d N : ℕ} (grid : 0 < N) (dimension : 0 < d) (w : ℝ) (ξ : BipartiteUnitVector d) :
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                                                                                                          theorem QuantumParallelRepetition.dSVDensityRationalSoftPass_density_defect_le {w a : ℝ} (width : 0 < w) (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
                                                                                                          theorem QuantumParallelRepetition.dSVDensityRationalGrid_rescaled_le_density {N : ℕ} {w a : ℝ} (width : 0 < w) (grid : 0 < N) (nonnegative : 0 ≤ a) :
                                                                                                          theorem QuantumParallelRepetition.dSVDensityRationalGrid_density_defect_le {N : ℕ} {w a : ℝ} (width : 0 < w) (grid : 0 < N) (nonnegative : 0 ≤ a) (bounded : a ≤ 1) :
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                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalCanonicalAcceptedTarget_ne_zero {d N : ℕ} {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N < 1 / (w + 1)) (ξ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalCanonicalNormalizedTarget_distance_le {d N : ℕ} {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N < 1 / (w + 1)) (ξ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalCanonicalAcceptedUnitTarget_distance_le {d N : ℕ} {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N < 1 / (w + 1)) (ξ : BipartiteUnitVector d) :
                                                                                                              ‖↑ξ - ↑(dSVDensityRationalCanonicalAcceptedUnitTarget width grid fine ξ)‖ ≤ 2 * √(1 / w + ↑d * w / ↑N)
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidthDiagonalMass_half {d N : ℕ} {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N ≤ 1 / (2 * (w + 1))) (ξ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidthDiagonalMass_pos {d N : ℕ} {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N ≤ 1 / (2 * (w + 1))) (ξ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidthRelativeMismatch_le_targetDistance {d N : ℕ} {w : ℝ} (large : 1 ≤ w) (grid : 0 < N) (fine : ↑d / ↑N ≤ 1 / (2 * (w + 1))) (ξ ζ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidth_exists_fine_grid (d : ℕ) (dimension : 0 < d) (w : ℝ) (width : 0 < w) (ε : ℝ) (precision : 0 < ε) :
                                                                                                              ∃ (N : ℕ), 0 < N ∧ 2 * (w + 1) * (↑d / ↑N) ≤ ε
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidth_exists_sourceUniformParameters (d : ℕ) (dimension : 0 < d) (ε : ℝ) (precision : 0 < ε) (small : ε ≤ 1) :
                                                                                                              ∃ (w : ℝ) (N : ℕ), 1 ≤ w ∧ 0 < N ∧ 2 * (w + 1) * (↑d / ↑N) ≤ ε ∧ 1 / w + w * (↑d / ↑N) ≤ 3 * ε / 2 ∧ (∀ (ξ : BipartiteUnitVector d), 0 < dSVDensityRationalLeftProjectiveDiagonalMass w N ξ) ∧ ∀ (ξ ζ : BipartiteUnitVector d), dSVDensityRationalLeftProjectiveThresholdAtomMismatch w N ξ ζ / dSVDensityRationalLeftProjectiveDiagonalMass w N ξ ≤ 8 * √2 * ‖↑ξ - ↑ζ‖ + ε
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidthPhysicalDiagonalBornSuccess_pos {d N : ℕ} (dimension : 0 < d) {w : ℝ} (width : 0 < w) (grid : 0 < N) (fine : ↑d / ↑N ≤ 1 / (2 * (w + 1))) (ξ : BipartiteUnitVector d) :
                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalLargeWidthPhysicalRelativeHazard_le {d N : ℕ} (dimension : 0 < d) {w : ℝ} (large : 1 ≤ w) (grid : 0 < N) (fine : ↑d / ↑N ≤ 1 / (2 * (w + 1))) (ξ ζ : BipartiteUnitVector d) :
                                                                                                              dSVDensityRationalPhysicalProjectorCrossHazard N w ξ ζ / dSVDensityRationalPhysicalDiagonalBornSuccess grid dimension w ξ ≤ 8 * √2 * ‖↑ξ - ↑ζ‖ + 2 * (w + 1) * (↑d / ↑N)
                                                                                                              noncomputable def QuantumParallelRepetition.dSVDensityRationalPhysicalMixedBornSuccess {d N : ℕ} (grid : 0 < N) (dimension : 0 < d) (w : ℝ) (ξ ζ : BipartiteUnitVector d) :
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                                                                                                                  noncomputable def QuantumParallelRepetition.dSVDensityRationalPhysicalAcceptedRank {d : ℕ} (w : ℝ) (N : ℕ) (ξ : BipartiteUnitVector d) (i : Fin d) :
                                                                                                                  Fin (N + 1)
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                                                                                                                      noncomputable def QuantumParallelRepetition.dSVDensityRationalMixedSpectralAtomBlock {d : ℕ} (w : ℝ) (N : ℕ) (ξ ζ : BipartiteUnitVector d) (a b : Bool) (k : Fin N) :
                                                                                                                      Matrix (Fin d) (Fin d) ℂ
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                                                                                                                                      theorem QuantumParallelRepetition.dSVBobTargetLocalUniformHarmonicWorkCleanup {T : Type u_1} (d : ℕ) (dimension : 0 < d) (work : T → BipartiteUnitVector d) (ε : ℝ) (precision : 0 < ε) :
                                                                                                                                      ∃ (n : ℕ), 0 < n ∧ ∃ (A : T → ↥(Matrix.unitaryGroup (Fin (d * n)) ℂ)) (B : T → ↥(Matrix.unitaryGroup (Fin (d * n)) ℂ)), (∀ (ζ : T), ‖localUnitaryAction (A ζ) (B ζ) (tensorEmbezzlementTarget (work ζ)) - embezzlementState (d * n)‖ ≤ ε) ∧ ∀ (ξ ζ : T), ‖localUnitaryAction (A ζ) (B ζ) (tensorEmbezzlementTarget (work ξ)) - embezzlementState (d * n)‖ ≤ ‖↑(work ξ) - ↑(work ζ)‖ + ε
                                                                                                                                      theorem QuantumParallelRepetition.dSVDensityRationalPublicBucketLocalHarmonicCleanup_sq {Ω : Type u_1} {I : Type u_2} [DecidableEq I] {N D : ℕ} (dimension : 0 < N) (work : Fin D → BipartiteUnitVector N) (bucket : Ω → Fin D → I) (representative : Ω → I → Fin D) (ε : ℝ) (precision : 0 < ε) :
                                                                                                                                      ∃ (n : ℕ), 0 < n ∧ ∃ (A : Ω → I → ↥(Matrix.unitaryGroup (Fin (N * n)) ℂ)) (B : Ω → I → ↥(Matrix.unitaryGroup (Fin (N * n)) ℂ)), ∀ (phase : Ω) (r s : Fin D), ‖localUnitaryAction (A phase (bucket phase r)) (B phase (bucket phase s)) (tensorEmbezzlementTarget (work r)) - embezzlementState (N * n)‖ ^ 2 ≤ 2 * ε ^ 2 + 2 * ‖↑(work r) - ↑(work (representative phase (bucket phase r)))‖ ^ 2 + 4 * if bucket phase r = bucket phase s then 0 else 1
                                                                                                                                      theorem QuantumParallelRepetition.dSVDensityRationalPublicBucketCanonicalPrefixCleanup_sq {Ω : Type u_1} {I : Type u_2} [DecidableEq I] {N : ℕ} (grid : 0 < N) (bucket : Ω → Fin (N + 1) → I) (representative : Ω → I → Fin (N + 1)) (ε : ℝ) (precision : 0 < ε) :
                                                                                                                                      ∃ (n : ℕ), 0 < n ∧ ∃ (A : Ω → I → ↥(Matrix.unitaryGroup (Fin (N * n)) ℂ)) (B : Ω → I → ↥(Matrix.unitaryGroup (Fin (N * n)) ℂ)), ∀ (phase : Ω) (r s : Fin (N + 1)), ‖localUnitaryAction (A phase (bucket phase r)) (B phase (bucket phase s)) (tensorEmbezzlementTarget (dSVCanonicalFailureUnitRankFamily N grid r)) - embezzlementState (N * n)‖ ^ 2 ≤ 2 * ε ^ 2 + 8 * |↑↑r - ↑↑(representative phase (bucket phase r))| / ↑(max 1 (min ↑r ↑(representative phase (bucket phase r)))) + 4 * if bucket phase r = bucket phase s then 0 else 1
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                                                                                                                                        theorem QuantumParallelRepetition.dSVDensityRationalPublicBucketCoherentPhaseHistory_apply_norm_sq {H : Type u_1} [Fintype H] {B : ℕ} (positive : 0 < B) (history : EuclideanSpace ℂ (H × H)) (φ ψ : Fin B) (a b : H) :
                                                                                                                                        noncomputable def QuantumParallelRepetition.dSVDensityRationalPublicBucketCoherentPhaseSigmaState {H : Type u_1} [Fintype H] {m : ℕ} (B : ℕ) (history : EuclideanSpace ℂ (H × H)) (work : Fin B → H → H → EuclideanSpace ℂ (Fin m × Fin m)) :
                                                                                                                                        EuclideanSpace ℂ (((_ : Fin B × H) × Fin m) × (_ : Fin B × H) × Fin m)
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                                                                                                                                          def QuantumParallelRepetition.dSVDensityRationalPublicBucketCoherentPhaseLocalUnitary {H : Type u_1} {I : Type u_2} [Fintype H] [DecidableEq H] [DecidableEq I] {B D m : ℕ} (rank : H → Fin D) (bucket : Fin B → Fin D → I) (A : Fin B → I → ↥(Matrix.unitaryGroup (Fin m) ℂ)) :
                                                                                                                                          ↥(Matrix.unitaryGroup ((_ : Fin B × H) × Fin m) ℂ)
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                                                                                                                                            theorem QuantumParallelRepetition.dSVDensityRationalPublicBucketCoherentPhaseSigmaReset_distance_sq {H : Type u_1} {I : Type u_2} [Fintype H] [DecidableEq H] [DecidableEq I] {B D m : ℕ} (phase_positive : 0 < B) (history : EuclideanSpace ℂ (H × H)) (rankA rankB : H → Fin D) (bucket : Fin B → Fin D → I) (A C : Fin B → I → ↥(Matrix.unitaryGroup (Fin m) ℂ)) (work target : Fin B → H → H → EuclideanSpace ℂ (Fin m × Fin m)) :
                                                                                                                                            ‖dSVUniformDensityPhysicalAsyncSigmaContinuation (fun (q : Fin B × H) => A q.1 (bucket q.1 (rankA q.2))) (fun (q : Fin B × H) => C q.1 (bucket q.1 (rankB q.2))) (dSVDensityRationalPublicBucketCoherentPhaseSigmaState B history work) - dSVDensityRationalPublicBucketCoherentPhaseSigmaState B history target‖ ^ 2 = (∑ φ : Fin B, ∑ a : H, ∑ b : H, ‖history.ofLp (a, b)‖ ^ 2 * ‖localUnitaryAction (A φ (bucket φ (rankA a))) (C φ (bucket φ (rankB b))) (work φ a b) - target φ a b‖ ^ 2) / ↑B
                                                                                                                                            theorem QuantumParallelRepetition.dSVDensityRationalPublicLogRank_real_log_bound {r s : ℝ} (positive_r : 0 < r) (positive_s : 0 < s) :
                                                                                                                                            theorem QuantumParallelRepetition.dSVDensityRationalPublicLogRank_zeroSafe_fin_bound {N : ℕ} (r s : Fin (N + 1)) :
                                                                                                                                            min ↑↑r ↑↑s * |Real.log ↑(max 1 ↑r) - Real.log ↑(max 1 ↑s)| ≤ |↑↑r - ↑↑s|
                                                                                                                                            theorem QuantumParallelRepetition.dSVDensityRationalPublicLogRankBucket_log_sub_lt {N B Q : ℕ} (positive_Q : 0 < Q) (phase : Fin B) (r s : Fin (N + 1)) (nonzero_r : ↑r ≠ 0) (nonzero_s : ↑s ≠ 0) (same : dSVDensityRationalPublicLogRankBucket Q phase r = dSVDensityRationalPublicLogRankBucket Q phase s) :
                                                                                                                                            |Real.log ↑(max 1 ↑r) - Real.log ↑(max 1 ↑s)| < (↑B + 1) / ↑Q
                                                                                                                                            noncomputable def QuantumParallelRepetition.dSVDensityRationalPublicLogRankBucketRepresentative {N B : ℕ} (Q : ℕ) (phase : Fin B) (label : Option ℕ) :
                                                                                                                                            Fin (N + 1)
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                                                                                                                                              theorem QuantumParallelRepetition.dSVDensityRationalPublicLogRankBucketRepresentative_log_sub_lt {N B Q : ℕ} (positive_Q : 0 < Q) (phase : Fin B) (r : Fin (N + 1)) (nonzero : ↑r ≠ 0) :
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                                                                                                                                                            theorem QuantumParallelRepetition.dSVDensityRationalPublicLogPhaseHarmonicPureSource_norm {B N d L m : ℕ} (phases : 0 < B) (grid : 0 < N) (dimension : 0 < d) (harmonic : 0 < m) :
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