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| import OAI.Analysis.CharacterCriterion.PrimeSquare | |
| namespace OAI | |
| noncomputable section | |
| open scoped TensorProduct | |
| open scoped InnerProductSpace | |
| open scoped BigOperators | |
| open Set Module | |
| open Topology | |
| open NormedSpace | |
| open scoped ComplexOrder | |
| open scoped ComplexOrder | |
| open scoped InnerProductSpace | |
| open scoped InnerProductSpace | |
| open NormedSpace | |
| open scoped TensorProduct InnerProductSpace | |
| open UniformSpace | |
| variable [KirchbergRordam.GenericRW.Size] | |
| local notation "rankNum" => KirchbergRordam.GenericRW.Size.n | |
| variable [KirchbergRordam.GenericRW.PauliData] | |
| omit [KirchbergRordam.GenericRW.Size] [KirchbergRordam.GenericRW.PauliData] | |
| open Filter Topology BoundedContinuousFunction | |
| open Filter Topology | |
| open Topology | |
| open scoped TensorProduct CStarAlgebra | |
| open scoped CStarAlgebra ComplexOrder | |
| open NormedSpace | |
| open scoped ComplexOrder | |
| open scoped ComplexOrder | |
| open scoped InnerProductSpace | |
| open scoped CStarAlgebra ComplexOrder | |
| namespace KirchbergRordam.DiagonalIteration | |
| open scoped CStarAlgebra ComplexOrder | |
| open Filter Topology | |
| variable {A B : Type*} [CStarAlgebra A] [CStarAlgebra B] | |
| abbrev conj (v : unitary A) := Unitary.conjStarAlgAut ℂ A v | |
| lemma conj_mul (u v : unitary A) (a : A) : conj (u*v) a=conj u (conj v a) := by | |
| simp [conj,Unitary.conjStarAlgAut_apply,mul_assoc] | |
| lemma conj_one (a : A) : conj (1:unitary A) a=a := by simp [conj] | |
| lemma conj_star (u : unitary A) (a : A) : conj (star u) (conj u a)=a := by | |
| simp only [conj,Unitary.conjStarAlgAut_apply,Unitary.coe_star,star_star] | |
| rw [←mul_assoc,←mul_assoc,u.property.1,one_mul,mul_assoc,u.property.1,mul_one] | |
| lemma normalize_cancel (u v : unitary A) (a : A) : | |
| conj (star (u*star v)) (conj u a)=conj v a := by | |
| rw [star_mul,star_star,conj_mul,conj_star] | |
| def piUnitary {ι : Type*} (v : ι → unitary A) : unitary (ι→A) := | |
| ⟨fun i => v i,⟨by funext i; exact (v i).property.1,by funext i; exact (v i).property.2⟩⟩ | |
| lemma piUnitary_continuous {X ι : Type*} [TopologicalSpace X] | |
| (v : X → ι → unitary A) (hv : ∀ i, Continuous (fun x => v x i)) : | |
| Continuous (fun x => piUnitary (v x)) := by | |
| apply Continuous.subtype_mk | |
| exact continuous_pi (fun i => continuous_subtype_val.comp (hv i)) | |
| lemma mapUnitary_continuous (φ : A →⋆ₐ[ℂ] B) : Continuous (Unitary.map (StarMonoidHom.ofClass φ)) := | |
| ((map_continuous φ).comp continuous_subtype_val).subtype_mk _ | |
| lemma map_pi_conj {ι : Type*} [Fintype ι] (φ : (ι→A) →⋆ₐ[ℂ] B) | |
| (v : ι→unitary A) (a : ι→A) : φ (fun i => conj (v i) (a i)) = | |
| conj (Unitary.map (StarMonoidHom.ofClass φ) (piUnitary v)) (φ a) := by | |
| change φ ((fun i => (v i:A))*a*star (fun i => (v i:A)))= | |
| φ (fun i => (v i:A))*φ a*star (φ (fun i => (v i:A))) | |
| rw [map_mul,map_mul,map_star] | |
| structure System where | |
| obj : ℕ → Type* | |
| [cstar : ∀ n, CStarAlgebra (obj n)] | |
| slot : ℕ → Type* | |
| [finite : ∀ n, Fintype (slot n)] | |
| diagonal : ∀ n, (slot n → obj n) →⋆ₐ[ℂ] obj (n+1) | |
| eigen : ∀ n, slot n → C(unitInterval,unitInterval) | |
| twist : ∀ n, C(unitInterval,unitary (obj (n+1))) | |
| attribute [instance] System.cstar System.finite | |
| namespace System | |
| variable (S : System) | |
| def flat (n : ℕ) : (k : ℕ) → (unitInterval → S.obj n) → unitInterval → S.obj (n+k) | |
| | 0, f, t => f t | |
| | k+1, f, t => S.diagonal (n+k) (fun i => flat n k f (S.eigen (n+k) i t)) | |
| def full (n : ℕ) : (k : ℕ) → (unitInterval → S.obj n) → unitInterval → S.obj (n+k) | |
| | 0, f, t => f t | |
| | k+1, f, t => conj (S.twist (n+k) t) | |
| (S.diagonal (n+k) (fun i => full n k f (S.eigen (n+k) i t))) | |
| def unitaryPath (n : ℕ) : (k : ℕ) → unitInterval → unitary (S.obj (n+k)) | |
| | 0, _ => 1 | |
| | k+1, t => S.twist (n+k) t * Unitary.map (StarMonoidHom.ofClass (S.diagonal (n+k))) | |
| (piUnitary (fun i => unitaryPath n k (S.eigen (n+k) i t))) | |
| lemma full_eq (n k : ℕ) (f : unitInterval → S.obj n) (t : unitInterval) : | |
| S.full n k f t=conj (S.unitaryPath n k t) (S.flat n k f t) := by | |
| induction k generalizing t with | |
| | zero => exact (conj_one _).symm | |
| | succ k ih => | |
| simp only [full,flat,unitaryPath,ih,map_pi_conj,conj_mul] | |
| rfl | |
| lemma flat_continuous (n k : ℕ) (f : unitInterval → S.obj n) (hf : Continuous f) : | |
| Continuous (S.flat n k f) := by | |
| induction k with | |
| | zero => exact hf | |
| | succ k ih => | |
| exact (map_continuous (S.diagonal (n+k))).comp | |
| (continuous_pi (fun i => ih.comp (S.eigen (n+k) i).continuous)) | |
| lemma unitaryPath_continuous (n k : ℕ) : Continuous (S.unitaryPath n k) := by | |
| induction k with | |
| | zero => exact continuous_const | |
| | succ k ih => | |
| exact (S.twist (n+k)).continuous.mul ((mapUnitary_continuous _).comp | |
| (piUnitary_continuous _ (fun i => ih.comp (S.eigen (n+k) i).continuous))) | |
| lemma flat_bound (hlip : ∀ n i, LipschitzWith (1/2) (S.eigen n i)) | |
| (n k : ℕ) (f : unitInterval → S.obj n) (ε r : ℝ) (hε : 0≤ε) | |
| (hf : ∀ s t : unitInterval, dist s t ≤ (1/2:ℝ)^k*r → ‖f s-f t‖≤ε) | |
| (s t : unitInterval) (hst : dist s t≤r) : | |
| ‖S.flat n k f s-S.flat n k f t‖≤ε := by | |
| induction k generalizing r s t with | |
| | zero => exact hf s t (by simpa using hst) | |
| | succ k ih => | |
| rw [flat,flat,←map_sub] | |
| apply (NonUnitalStarAlgHom.norm_apply_le (S.diagonal (n+k)) _).trans | |
| apply (pi_norm_le_iff_of_nonneg hε).mpr | |
| intro i | |
| apply ih (r/2) | |
| · intro x y hxy | |
| apply hf x y | |
| convert hxy using 1; ring | |
| · calc | |
| dist (S.eigen (n+k) i s) (S.eigen (n+k) i t) ≤ | |
| (1/2:ℝ)*dist s t := (hlip (n+k) i).dist_le_mul s t | |
| _ ≤ r/2 := by linarith | |
| lemma flat_eventually_small (hlip : ∀ n i, LipschitzWith (1/2) (S.eigen n i)) | |
| (n : ℕ) (f : C(unitInterval,S.obj n)) (ε : ℝ) (hε : 0<ε) : | |
| ∀ᶠ k in atTop, ∀ s t : unitInterval, ‖S.flat n k f s-S.flat n k f t‖≤ε := by | |
| obtain ⟨δ,hδ,hf⟩ := Metric.uniformContinuous_iff.mp (CompactSpace.uniformContinuous_of_continuous f.continuous) ε hε | |
| have hp : Tendsto (fun k : ℕ => (1/2:ℝ)^k) atTop (𝓝 0) := | |
| tendsto_pow_atTop_nhds_zero_of_lt_one (by norm_num) (by norm_num) | |
| filter_upwards [hp.eventually (gt_mem_nhds hδ)] with k hk s t | |
| apply S.flat_bound hlip n k f ε 1 hε.le | |
| · intro x y hxy | |
| apply le_of_lt | |
| rw [←dist_eq_norm] | |
| apply hf | |
| exact lt_of_le_of_lt (by simpa using hxy) hk | |
| · change |(s:ℝ)-(t:ℝ)|≤1 | |
| exact abs_le.mpr ⟨by linarith [s.property.1,t.property.2],by linarith [s.property.2,t.property.1]⟩ | |
| end System | |
| end KirchbergRordam.DiagonalIteration | |
| namespace KirchbergRordam.BalancedDropIteration | |
| open scoped CStarAlgebra ComplexOrder | |
| open Filter Topology | |
| open BalancedDropMultiplicity BalancedDropSystem MatrixDiagonalPath DiagonalIteration | |
| abbrev diagonalSystem : DiagonalIteration.System where | |
| obj n := PrimeDimensionDrop.Fiber (stage n) (stage n+1) | |
| slot n := Slot (stage n) | |
| diagonal n := (CStarMatrix.reindexₐ ℂ ℂ (zeroReindex (stage n) (stage_two n))).toStarAlgHom.comp block | |
| eigen n := eigenpath (stage n) | |
| twist n := (MatrixPermutationPath.path 1 | |
| ((zeroReindex (stage n) (stage_two n)).symm.trans (oneReindex (stage n) (stage_two n)))).toContinuousMap | |
| lemma eigen_lipschitz : ∀ n i, LipschitzWith (1/2) (diagonalSystem.eigen n i) := by | |
| intro n i | |
| rcases i with i|i|i | |
| · apply LipschitzWith.of_dist_le_mul | |
| intro s t | |
| change |(s:ℝ)/2-(t:ℝ)/2|≤(1/2:ℝ)*|(s:ℝ)-(t:ℝ)| | |
| rw [←sub_div,abs_div] | |
| norm_num | |
| linarith | |
| · apply LipschitzWith.of_dist_le_mul | |
| intro s t | |
| change |((s:ℝ)+1)/2-((t:ℝ)+1)/2|≤(1/2:ℝ)*|(s:ℝ)-(t:ℝ)| | |
| rw [←sub_div,add_sub_add_right_eq_sub,abs_div] | |
| norm_num | |
| linarith | |
| · exact (LipschitzWith.const _).weaken (by norm_num) | |
| lemma iterate_full (n k : ℕ) (f : BalancedDropLimit.Stage n) (t : unitInterval) : | |
| (BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val t = | |
| diagonalSystem.full n k f.val t := by | |
| induction k generalizing t with | |
| | zero => simp only [Nat.add_zero,BalancedDropLimit.chain.map_self,DiagonalIteration.System.full]; rfl | |
| | succ k ih => | |
| erw [BalancedDropLimit.chain.map_succ n (n+k) (Nat.le_add_right n k)] | |
| change MatrixDiagonalPath.interpolate _ _ t | |
| (block (fun i => (BalancedDropLimit.chain.map n (n+k) _ f).val (eigenpath (stage (n+k)) i t))) = _ | |
| simp only [ih] | |
| rfl | |
| def normalizedPath (n k : ℕ) (t : unitInterval) : | |
| unitary (PrimeDimensionDrop.Fiber (stage (n+k)) (stage (n+k)+1)) := | |
| diagonalSystem.unitaryPath n k t * star (diagonalSystem.unitaryPath n k 0) | |
| lemma normalizedPath_continuous (n k : ℕ) : Continuous (normalizedPath n k) := | |
| (diagonalSystem.unitaryPath_continuous n k).mul continuous_const | |
| @[simp] lemma normalizedPath_zero (n k : ℕ) : normalizedPath n k 0=1 := by | |
| exact mul_inv_cancel _ | |
| lemma untwist (n k : ℕ) (f : BalancedDropLimit.Stage n) (t : unitInterval) : | |
| conj (star (normalizedPath n k t)) | |
| ((BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val t) = | |
| conj (diagonalSystem.unitaryPath n k 0) (diagonalSystem.flat n k f.val t) := by | |
| rw [iterate_full,diagonalSystem.full_eq] | |
| exact DiagonalIteration.normalize_cancel _ _ _ | |
| lemma untwist_norm (n k : ℕ) (f : BalancedDropLimit.Stage n) (t : unitInterval) : | |
| ‖conj (star (normalizedPath n k t)) | |
| ((BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val t)- | |
| (BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val 0‖ = | |
| ‖diagonalSystem.flat n k f.val t-diagonalSystem.flat n k f.val 0‖ := by | |
| rw [untwist,iterate_full,diagonalSystem.full_eq] | |
| rw [←map_sub,StarAlgEquiv.norm_map] | |
| lemma eventually_untwist_small (n : ℕ) (f : BalancedDropLimit.Stage n) (ε : ℝ) (hε : 0<ε) : | |
| ∀ᶠ k in atTop, ∀ t : unitInterval, | |
| ‖conj (star (normalizedPath n k t)) | |
| ((BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val t)- | |
| (BalancedDropLimit.chain.map n (n+k) (Nat.le_add_right n k) f).val 0‖≤ε := by | |
| filter_upwards [diagonalSystem.flat_eventually_small eigen_lipschitz n f.val ε hε] with k hk t | |
| rw [untwist_norm] | |
| exact hk t 0 | |
| end KirchbergRordam.BalancedDropIteration | |
| namespace KirchbergRordam.FiniteHalfFlipSequence | |
| open scoped CStarAlgebra ComplexOrder | |
| open Filter Topology | |
| variable {A B : Type*} [CStarAlgebra A] [CStarAlgebra B] | |
| abbrev conj (u : unitary B) := Unitary.conjStarAlgAut ℂ B u | |
| lemma perturbation (φ ψ : A →⋆ₐ[ℂ] B) (u : unitary B) (x y : A) : | |
| ‖conj u (φ x)-ψ x‖ ≤ 2*‖x-y‖+‖conj u (φ y)-ψ y‖ := by | |
| have he : conj u (φ x)-ψ x = | |
| conj u (φ (x-y))+(conj u (φ y)-ψ y)-ψ (x-y) := by | |
| rw [map_sub,map_sub,map_sub] | |
| abel | |
| rw [he] | |
| have h1 : ‖conj u (φ (x-y))‖≤‖x-y‖ := by | |
| rw [StarAlgEquiv.norm_map] | |
| exact NonUnitalStarAlgHom.norm_apply_le φ _ | |
| have h2 : ‖ψ (x-y)‖≤‖x-y‖ := NonUnitalStarAlgHom.norm_apply_le ψ _ | |
| have h3 := norm_sub_le (conj u (φ (x-y))+(conj u (φ y)-ψ y)) (ψ (x-y)) | |
| have h4 := norm_add_le (conj u (φ (x-y))) (conj u (φ y)-ψ y) | |
| linarith | |
| theorem exists_sequence [TopologicalSpace.SeparableSpace A] | |
| (φ ψ : A →⋆ₐ[ℂ] B) | |
| (h : ∀ F : Finset A, ∀ ε : ℝ, 0<ε → ∃ u : unitary B, | |
| ∀ x∈F, ‖conj u (φ x)-ψ x‖≤ε) : | |
| ∃ u : ℕ → unitary B, ∀ x : A, | |
| Tendsto (fun n => conj (u n) (φ x)) atTop (𝓝 (ψ x)) := by | |
| classical | |
| let a := TopologicalSpace.denseSeq A | |
| have he (n : ℕ) : 0<(1:ℝ)/((n:ℝ)+1) := by positivity | |
| choose u hu using fun n : ℕ => h ((Finset.range (n+1)).image a) (1/((n:ℝ)+1)) (he n) | |
| refine ⟨u,fun x => ?_⟩ | |
| apply Metric.tendsto_atTop.mpr | |
| intro ε hε | |
| obtain ⟨i,hi⟩ := (TopologicalSpace.denseRange_denseSeq A).exists_dist_lt x (by positivity : 0<ε/4) | |
| have hp : Tendsto (fun n : ℕ => (1:ℝ)/((n:ℝ)+1)) atTop (𝓝 0) := | |
| tendsto_one_div_add_atTop_nhds_zero_nat | |
| obtain ⟨N,hN⟩ := eventually_atTop.mp (hp.eventually (gt_mem_nhds (by positivity : 0<ε/2))) | |
| refine ⟨max i N,fun n hn => ?_⟩ | |
| have hin : i∈Finset.range (n+1) := Finset.mem_range.mpr (Nat.lt_succ_of_le ((le_max_left i N).trans hn)) | |
| have hb := hu n (a i) (Finset.mem_image_of_mem a hin) | |
| have hp' := perturbation φ ψ (u n) x (a i) | |
| rw [dist_eq_norm] at hi ⊢ | |
| have hn' := hN n ((le_max_right i N).trans hn) | |
| have hx : ‖x-a i‖<ε/4 := by simpa only [a,norm_sub_rev] using hi | |
| linarith | |
| end KirchbergRordam.FiniteHalfFlipSequence | |
| namespace KirchbergRordam.CStarInductiveLimit | |
| lemma approximation_common_stage (S : System) (F : Finset (Algebra S)) (ε : ℝ) (hε : 0<ε) : | |
| ∃ n : ℕ, ∃ a : Algebra S → S.obj n, ∀ x∈F, ‖of S n (a x)-x‖<ε := by | |
| classical | |
| choose v hv using fun x : Algebra S => (denseRange_of S).exists_dist_lt x hε | |
| let n := F.sup (fun x => (v x).1) | |
| let a : Algebra S → S.obj n := fun x => if hx : x∈F then | |
| S.map (v x).1 n (Finset.le_sup (f:=fun x => (v x).1) hx) (v x).2 else 0 | |
| refine ⟨n,a,fun x hx => ?_⟩ | |
| dsimp only [a] | |
| rw [dite_eq_left hx,of_map] | |
| simpa only [dist_eq_norm,norm_sub_rev] using hv x | |
| end KirchbergRordam.CStarInductiveLimit | |
| namespace KirchbergRordam.BalancedDropHalfFlip | |
| open scoped CStarAlgebra ComplexOrder | |
| open Filter Topology | |
| open BalancedDropLimit BalancedDropIteration | |
| open UnitaryDisplacement | |
| universe u | |
| variable {A B : Type u} [CStarAlgebra A] [CStarAlgebra B] | |
| def squareMap (φ : A →⋆ₐ[ℂ] B) : MaxTensor.Algebra A A →⋆ₐ[ℂ] MaxTensor.Algebra B B := | |
| MaxTensor.lift (MaxTensor.includeLeft.comp φ) (MaxTensor.includeRight.comp φ) | |
| (fun a b => MaxTensor.legs_commute (φ a) (φ b)) | |
| lemma squareMap_left (φ : A →⋆ₐ[ℂ] B) (a : A) : | |
| squareMap φ (MaxTensor.includeLeft a)=MaxTensor.includeLeft (φ a) := by | |
| exact DFunLike.congr_fun (MaxTensor.lift_includeLeft _ _ _) a | |
| lemma squareMap_right (φ : A →⋆ₐ[ℂ] B) (a : A) : | |
| squareMap φ (MaxTensor.includeRight a)=MaxTensor.includeRight (φ a) := by | |
| exact DFunLike.congr_fun (MaxTensor.lift_includeRight _ _ _) a | |
| lemma control_map (φ : A →⋆ₐ[ℂ] B) (w : unitary (MaxTensor.Algebra A A)) (a : A) : | |
| ‖conj (Unitary.map (StarMonoidHom.ofClass (squareMap φ)) w) | |
| (MaxTensor.includeLeft (φ a))-MaxTensor.includeRight (φ a)‖≤ | |
| ‖conj w (MaxTensor.includeLeft a)-MaxTensor.includeRight a‖ := by | |
| rw [←squareMap_left,←squareMap_right,PrimeSquareUnitary.conj_map,←map_sub] | |
| exact NonUnitalStarAlgHom.norm_apply_le (squareMap φ) _ | |
| lemma finite_stage (n : ℕ) (F : Finset (Stage n)) (ε : ℝ) (hε : 0<ε) : | |
| ∃ w : unitary (MaxTensor.Algebra Algebra Algebra), ∀ f∈F, | |
| ‖conj w (MaxTensor.includeLeft (inclusion n f))- | |
| MaxTensor.includeRight (inclusion n f)‖≤ε := by | |
| have he : ∀ᶠ k in atTop, ∀ f∈F, ∀ t : unitInterval, | |
| ‖conj (star (normalizedPath n k t)) | |
| ((chain.map n (n+k) (Nat.le_add_right n k) f).val t)- | |
| (chain.map n (n+k) (Nat.le_add_right n k) f).val 0‖≤ε/4 := by | |
| apply (Filter.eventually_all_finset F).mpr | |
| intro f hf | |
| exact eventually_untwist_small n f (ε/4) (by positivity) | |
| obtain ⟨k,hk⟩ := he.exists | |
| obtain ⟨w,hw⟩ := PrimeSquareUnitary.exists_half_flip_control (normalizedPath n k) | |
| (normalizedPath_continuous n k) (normalizedPath_zero n k) | |
| refine ⟨Unitary.map (StarMonoidHom.ofClass (squareMap (inclusion (n+k)))) w,fun f hf => ?_⟩ | |
| have hc := (control_map (inclusion (n+k)) w (chain.map n (n+k) (Nat.le_add_right n k) f)).trans | |
| (hw _ (ε/4) (hk f hf)) | |
| have hm : inclusion (n+k) (chain.map n (n+k) (Nat.le_add_right n k) f)=inclusion n f := | |
| CStarInductiveLimit.of_map system n (n+k) (Nat.le_add_right n k) f | |
| rw [hm] at hc | |
| have he : 4*(ε/4)=ε := by ring | |
| rwa [he] at hc | |
| lemma common_stage (F : Finset Algebra) (ε : ℝ) (hε : 0<ε) : | |
| ∃ n : ℕ, ∃ a : Algebra → Stage n, ∀ x∈F, ‖inclusion n (a x)-x‖<ε := | |
| CStarInductiveLimit.approximation_common_stage system F ε hε | |
| lemma finite_control (F : Finset Algebra) (ε : ℝ) (hε : 0<ε) : | |
| ∃ w : unitary (MaxTensor.Algebra Algebra Algebra), ∀ x∈F, | |
| ‖conj w (MaxTensor.includeLeft x)-MaxTensor.includeRight x‖≤ε := by | |
| classical | |
| obtain ⟨n,a,ha⟩ := common_stage F (ε/4) (by positivity) | |
| obtain ⟨w,hw⟩ := finite_stage n (F.image a) (ε/2) (by positivity) | |
| refine ⟨w,fun x hx => ?_⟩ | |
| have hb := hw (a x) (Finset.mem_image_of_mem a hx) | |
| have hc := FiniteHalfFlipSequence.perturbation MaxTensor.includeLeft MaxTensor.includeRight w x (inclusion n (a x)) | |
| have hd := ha x hx | |
| rw [norm_sub_rev] at hd | |
| change ‖conj w (MaxTensor.includeLeft x)-MaxTensor.includeRight x‖≤ | |
| 2*‖x-inclusion n (a x)‖+‖conj w (MaxTensor.includeLeft (inclusion n (a x)))-MaxTensor.includeRight (inclusion n (a x))‖ at hc | |
| linarith | |
| theorem exists_half_flip : ∃ w : ℕ → unitary (MaxTensor.Algebra Algebra Algebra), | |
| ∀ x : Algebra, Tendsto (fun n => conj (w n) (MaxTensor.includeLeft x)) atTop | |
| (𝓝 (MaxTensor.includeRight x)) := | |
| FiniteHalfFlipSequence.exists_sequence MaxTensor.includeLeft MaxTensor.includeRight finite_control | |
| end KirchbergRordam.BalancedDropHalfFlip | |
| end | |
| end OAI | |