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| import Mathlib | |
| import OAI.Computability.MinUncut.Games.HintSoundness | |
| namespace OAI | |
| noncomputable section | |
| open scoped BigOperators | |
| namespace MinUncut.Outer | |
| open MinUncut.Inner | |
| attribute [local instance] Classical.propDecidable BinaryFourier.dualFintype | |
| def paddedChoice {A : Type*} [Nonempty A] (S : Finset A) {L : ℕ} (i : Fin L) : A := | |
| if h : i.val<S.card then ((Finset.equivFin S).symm ⟨i.val,h⟩).val else Classical.ofNonempty | |
| lemma paddedChoice_covers {A : Type*} [Nonempty A] (S : Finset A) {L : ℕ} | |
| (hS : S.card≤L) (a : A) (ha : a ∈ S) : ∃ i : Fin L, paddedChoice S i=a := by | |
| let j := (Finset.equivFin S) ⟨a,ha⟩ | |
| let i : Fin L := ⟨j.val,j.isLt.trans_le hS⟩ | |
| refine ⟨i,?_⟩ | |
| simp only [paddedChoice,i,dite_eq_left j.isLt] | |
| exact congrArg Subtype.val ((Finset.equivFin S).symm_apply_apply ⟨a,ha⟩) | |
| variable {Name I : Type*} [Fintype I] | |
| structure HintLists (Name I : Type*) [Fintype I] (q : ℕ) where | |
| first : (U : I → Equation Name) → (Fin q → Forms (FirstAlphabet U)) → Finset (FirstAlphabet U) | |
| second : (V : I → SecondQuestion Name) → (Fin q → Forms (SecondAlphabet V)) → Finset (SecondAlphabet V) | |
| def HintLists.strategy {q L R : ℕ} (lists : HintLists Name I q) (z : Fin L × Fin R) : | |
| HintedStrategy Name I q where | |
| first U B := paddedChoice (lists.first U B) z.1 | |
| second V B := paddedChoice (lists.second V B) z.2 | |
| def HintLists.matches {q : ℕ} (lists : HintLists Name I q) | |
| (U : I → Equation Name) (hidden : I → Bool) (pos : I → Fin 3) | |
| (B : Fin q → Forms (SecondAlphabet (secondQuestion U hidden pos))) : Prop := | |
| ∃ a ∈ lists.first U (fun j => formPullback (projection U hidden pos) (B j)), | |
| ∃ b ∈ lists.second (secondQuestion U hidden pos) B, projection U hidden pos a=b | |
| lemma HintLists.matching_le_sum {q L R : ℕ} (lists : HintLists Name I q) | |
| (hL : ∀ U B, (lists.first U B).card≤L) | |
| (hR : ∀ V B, (lists.second V B).card≤R) | |
| (U : I → Equation Name) (hidden : I → Bool) (pos : I → Fin 3) | |
| (B : Fin q → Forms (SecondAlphabet (secondQuestion U hidden pos))) : | |
| (if lists.matches U hidden pos B then (1 : ℝ) else 0) ≤ | |
| ∑ z : Fin L × Fin R, if hintedAcceptance (lists.strategy z) U hidden pos B then 1 else 0 := by | |
| classical | |
| by_cases hm : lists.matches U hidden pos B | |
| · rw [ite_eq_left hm] | |
| obtain ⟨a,ha,b,hb,hab⟩ := hm | |
| obtain ⟨i,hi⟩ := paddedChoice_covers _ (hL _ _) a ha | |
| obtain ⟨j,hj⟩ := paddedChoice_covers _ (hR _ _) b hb | |
| have hwin : hintedAcceptance (lists.strategy (i,j)) U hidden pos B := by | |
| change projection U hidden pos (paddedChoice _ i)=paddedChoice _ j | |
| rw [hi,hj] | |
| exact hab | |
| have hs := Finset.single_le_sum (s := Finset.univ) (f := fun z : Fin L × Fin R => | |
| if hintedAcceptance (lists.strategy z) U hidden pos B then (1 : ℝ) else 0) | |
| (fun _ _ => by positivity) (Finset.mem_univ (i,j)) | |
| simpa only [ite_eq_left hwin] using hs | |
| · rw [ite_eq_right hm] | |
| exact Finset.sum_nonneg (fun _ _ => by positivity) | |
| theorem HintLists.shared_soundness [Fintype Name] | |
| {S : Type*} [Fintype S] [Nonempty S] (equations : S → Equation Name) | |
| (hsound : ∀ s : Name → F₂, equationFraction equations s ≤ 3/4) | |
| {q L R : ℕ} (lists : HintLists Name I q) | |
| (hL : ∀ U B, (lists.first U B).card≤L) | |
| (hR : ∀ V B, (lists.second V B).card≤R) (hidden : I → Bool) : | |
| (𝔼 w : I → S × Fin 3, | |
| 𝔼 B : Fin q → Forms (SecondAlphabet | |
| (secondQuestion (sampledEquations equations w) hidden (sampledPositions w))), | |
| if lists.matches (sampledEquations equations w) hidden (sampledPositions w) B | |
| then (1 : ℝ) else 0) ≤ | |
| (L : ℝ)*(R : ℝ)*hintRate q ^ Fintype.card {i // hidden i=true} := by | |
| calc | |
| _ ≤ 𝔼 w : I → S × Fin 3, | |
| 𝔼 B : Fin q → Forms (SecondAlphabet | |
| (secondQuestion (sampledEquations equations w) hidden (sampledPositions w))), | |
| ∑ z : Fin L × Fin R, | |
| if hintedAcceptance (lists.strategy z) (sampledEquations equations w) hidden | |
| (sampledPositions w) B then (1 : ℝ) else 0 := by | |
| apply Finset.expect_le_expect | |
| intro w _ | |
| exact Finset.expect_le_expect (fun B _ => lists.matching_le_sum hL hR _ hidden _ B) | |
| _ = ∑ z : Fin L × Fin R, 𝔼 w : I → S × Fin 3, | |
| 𝔼 B : Fin q → Forms (SecondAlphabet | |
| (secondQuestion (sampledEquations equations w) hidden (sampledPositions w))), | |
| if hintedAcceptance (lists.strategy z) (sampledEquations equations w) hidden | |
| (sampledPositions w) B then (1 : ℝ) else 0 := by | |
| simp_rw [Finset.expect_sum_comm] | |
| _ ≤ ∑ _z : Fin L × Fin R, hintRate q ^ Fintype.card {i // hidden i=true} := by | |
| apply Finset.sum_le_sum | |
| intro z _ | |
| exact shared_hint_soundness equations hsound (lists.strategy z) hidden | |
| _ = _ := by simp [mul_assoc] | |
| open scoped BigOperators | |
| open MinUncut.Inner | |
| attribute [local instance] Classical.propDecidable BinaryFourier.dualFintype | |
| variable {Name I : Type*} [Fintype I] | |
| abbrev CoordinateSlot (E : Equation Name) := Fin (Module.finrank F₂ (alphabet E).direction) → F₂ | |
| abbrev FirstCoordinateSpace (U : I → Equation Name) := ∀ i, CoordinateSlot (U i) | |
| def firstCoordinates (U : I → Equation Name) : | |
| FirstCoordinateSpace U ≃ᵃ[F₂] FirstAlphabet U := | |
| (LinearEquiv.piCongrRight (fun i => coordinates (U i))).toAffineEquiv.trans | |
| (AffineEquiv.vaddConst F₂ (fun i => origin (U i))) | |
| omit [Fintype I] in | |
| @[simp] lemma firstCoordinates_apply (U : I → Equation Name) | |
| (v : FirstCoordinateSpace U) (i : I) : | |
| (firstCoordinates U v i).val = directionEmbedding (U i) (v i) + (origin (U i)).val := rfl | |
| omit [Fintype I] in | |
| lemma firstCoordinates_symm_apply (U : I → Equation Name) (a : FirstAlphabet U) (i : I) : | |
| (firstCoordinates U).symm a i = (alphabetCoordinates (U i)).symm (a i) := rfl | |
| def formsTransport {V W A B : Type*} [AddCommGroup V] [Module F₂ V] [AddTorsor V A] | |
| [AddCommGroup W] [Module F₂ W] [AddTorsor W B] (e : A ≃ᵃ[F₂] B) : | |
| Forms B ≃ₗ[F₂] Forms A where | |
| toFun f := f.comp e.toAffineMap | |
| invFun f := f.comp e.symm.toAffineMap | |
| left_inv f := by ext b; simp | |
| right_inv f := by ext a; simp | |
| map_add' f g := by ext a; rfl | |
| map_smul' c f := by ext a; rfl | |
| def firstFormCoordinates (U : I → Equation Name) : | |
| (F₂ × (∀ i, Module.Dual F₂ (CoordinateSlot (U i)))) ≃ₗ[F₂] Forms (FirstAlphabet U) := | |
| ((LinearEquiv.refl F₂ F₂).prodCongr | |
| (LinearMap.lsum F₂ (fun i => CoordinateSlot (U i)) F₂)).trans | |
| ((AffineMap.toConstProdLinearMap F₂).symm.trans (formsTransport (firstCoordinates U)).symm) | |
| lemma firstFormCoordinates_apply (U : I → Equation Name) (κ : F₂) | |
| (b : ∀ i, Module.Dual F₂ (CoordinateSlot (U i))) (a : FirstAlphabet U) : | |
| firstFormCoordinates U (κ,b) a = | |
| (∑ i, b i ((alphabetCoordinates (U i)).symm (a i)))+κ := by | |
| change (∑ i, (b i).comp (LinearMap.proj i)) ((firstCoordinates U).symm a)+κ=_ | |
| simp only [LinearMap.sum_apply,LinearMap.comp_apply,LinearMap.proj_apply, | |
| firstCoordinates_symm_apply] | |
| abbrev TupleCoordinateData (U : I → Equation Name) (d : ℕ) := | |
| (Fin d → F₂) × (∀ i, OuterSmoothness.JointForms.Block | |
| (Module.finrank F₂ (alphabet (U i)).direction) d) | |
| def tupleCoordinateSlice (U : I → Equation Name) (d : ℕ) (k : Fin d) : | |
| TupleCoordinateData U d →ₗ[F₂] (F₂ × (∀ i, Module.Dual F₂ (CoordinateSlot (U i)))) where | |
| toFun z := (z.1 k,fun i => z.2 i k) | |
| map_add' _ _ := rfl | |
| map_smul' _ _ := rfl | |
| def tupleCoordinateGenerator (U : I → Equation Name) (d : ℕ) : | |
| TupleCoordinateData U d →ₗ[F₂] (Fin d → Forms (FirstAlphabet U)) := | |
| LinearMap.pi (fun k => (firstFormCoordinates U).toLinearMap.comp (tupleCoordinateSlice U d k)) | |
| lemma tupleCoordinateGenerator_surjective (U : I → Equation Name) (d : ℕ) : | |
| Function.Surjective (tupleCoordinateGenerator U d) := by | |
| intro f | |
| let z := fun k => (firstFormCoordinates U).symm (f k) | |
| refine ⟨(fun k => (z k).1,fun i k => (z k).2 i),?_⟩ | |
| funext k | |
| exact (firstFormCoordinates U).apply_symm_apply (f k) | |
| lemma uniform_tupleCoordinateGenerator (U : I → Equation Name) (d : ℕ) | |
| (f : (Fin d → Forms (FirstAlphabet U)) → ℝ) : | |
| (𝔼 z : TupleCoordinateData U d, f (tupleCoordinateGenerator U d z)) = 𝔼 L, f L := | |
| IndependentSquares.expect_surjective_linear _ (tupleCoordinateGenerator_surjective U d) f | |
| end MinUncut.Outer | |
| end | |
| end OAI | |