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| import Mathlib.LinearAlgebra.Basis.Defs | |
| import Mathlib.Tactic.FinCases | |
| import OAI.Computability.UniqueGames.Soundness.PartnerLinearLemmas | |
| import OAI.Computability.UniqueGames.Soundness.ZeroInformationLemmas | |
| namespace OAI | |
| section | |
| /-! | |
| # Every partner linear map has independent raw coefficient coordinates | |
| The coefficient index is exactly `ConditionalIncidences.RawSlot`: one global | |
| coefficient, two coefficients at every full position, and one at every single | |
| position. The coordinate bijection below is for every actual partner linear | |
| map, and its finite-uniform-law theorem has no distributional hypothesis. | |
| -/ | |
| open scoped BigOperators | |
| namespace UniqueGamesTheorem.Soundness.PartnerMapCoordinates | |
| open PartnerProjection | |
| open ConditionalIncidences (PositionInside PositionOutside RawSlot RawCoefficients average) | |
| open UniqueGamesTheorem.Integration.BinaryLinear (F2 ofBit toBit) | |
| noncomputable section | |
| variable {P : Type} [DecidableEq P] (rhs : P → Bool) (J : Finset P) | |
| def activeOf (J : Finset P) (j : P) : Bool := decide (j ∈ J) | |
| def inactiveOfOutside (j : PositionOutside J) : PartnerLinear.Inactive (activeOf J) := | |
| ⟨j.val, by simp [activeOf, j.property]⟩ | |
| def activeOfInside (j : PositionInside J) : PartnerLinear.Active (activeOf J) := | |
| ⟨j.val, by simp [activeOf, j.property]⟩ | |
| def outsideOfInactive (j : PartnerLinear.Inactive (activeOf J)) : PositionOutside J := | |
| ⟨j.val, by simpa [activeOf] using j.property⟩ | |
| def insideOfActive (j : PartnerLinear.Active (activeOf J)) : PositionInside J := | |
| ⟨j.val, by simpa [activeOf] using j.property⟩ | |
| def tupleToRaw (v : PartnerLinear.PartnerCoordinates (activeOf J)) : RawSlot J → F2 | |
| | none => v.1 | |
| | some (.inl (j, i)) => | |
| if i = 0 then (v.2.1 (inactiveOfOutside J j)).1 | |
| else (v.2.1 (inactiveOfOutside J j)).2 | |
| | some (.inr j) => v.2.2 (activeOfInside J j) | |
| def tupleFromRaw (f : RawSlot J → F2) : PartnerLinear.PartnerCoordinates (activeOf J) := | |
| (f none, | |
| (fun j => (f (some (.inl (outsideOfInactive J j, 0))), | |
| f (some (.inl (outsideOfInactive J j, 1)))), | |
| fun j => f (some (.inr (insideOfActive J j))))) | |
| def tupleRawEquiv : PartnerLinear.PartnerCoordinates (activeOf J) ≃ₗ[F2] (RawSlot J → F2) where | |
| toFun := tupleToRaw J | |
| invFun := tupleFromRaw J | |
| left_inv v := by | |
| apply Prod.ext | |
| · rfl | |
| · apply Prod.ext | |
| · funext j | |
| apply Prod.ext <;> rfl | |
| · funext j | |
| rfl | |
| right_inv f := by | |
| funext s | |
| rcases s with _ | (⟨j, i⟩ | j) | |
| · rfl | |
| · fin_cases i <;> rfl | |
| · rfl | |
| map_add' x y := by | |
| funext s | |
| rcases s with _ | (⟨j, i⟩ | j) | |
| · rfl | |
| · fin_cases i <;> rfl | |
| · rfl | |
| map_smul' c x := by | |
| funext s | |
| rcases s with _ | (⟨j, i⟩ | j) | |
| · rfl | |
| · fin_cases i <;> rfl | |
| · rfl | |
| /-- Free coordinates of the actual partner, indexed by the exact raw coefficient slots. -/ | |
| def pointEquiv : PartnerPoint rhs (activeOf J) ≃ₗ[F2] (RawSlot J → F2) := | |
| (PartnerLinear.partnerLinearEquiv rhs (activeOf J)).trans (tupleRawEquiv J) | |
| @[simp] theorem pointEquiv_none (y : PartnerPoint rhs (activeOf J)) : | |
| pointEquiv rhs J y none = ofBit y.homogeneous := rfl | |
| @[simp] theorem pointEquiv_full_first (y : PartnerPoint rhs (activeOf J)) | |
| (j : PositionOutside J) : | |
| pointEquiv rhs J y (some (.inl (j, 0))) = ofBit (y.full j.val).first := rfl | |
| @[simp] theorem pointEquiv_full_second (y : PartnerPoint rhs (activeOf J)) | |
| (j : PositionOutside J) : | |
| pointEquiv rhs J y (some (.inl (j, 1))) = ofBit (y.full j.val).second := rfl | |
| @[simp] theorem pointEquiv_single (y : PartnerPoint rhs (activeOf J)) | |
| (j : PositionInside J) : | |
| pointEquiv rhs J y (some (.inr j)) = ofBit (y.single j.val) := rfl | |
| variable [Fintype P] | |
| def partnerBasis : Module.Basis (RawSlot J) F2 (PartnerPoint rhs (activeOf J)) := | |
| Module.Basis.ofEquivFun (pointEquiv rhs J) | |
| variable (R : Type) [AddCommGroup R] [Module F2 R] | |
| /-- Arbitrary independent raw coefficients bijectively specify an actual linear map. -/ | |
| def mapEquiv : RawCoefficients J R ≃ₗ[F2] (PartnerPoint rhs (activeOf J) →ₗ[F2] R) := | |
| (partnerBasis rhs J).constr F2 | |
| def coefficients (Y : PartnerPoint rhs (activeOf J) →ₗ[F2] R) : RawCoefficients J R := | |
| (mapEquiv rhs J R).symm Y | |
| theorem map_coefficients (Y : PartnerPoint rhs (activeOf J) →ₗ[F2] R) : | |
| mapEquiv rhs J R (coefficients rhs J R Y) = Y := | |
| (mapEquiv rhs J R).apply_symm_apply Y | |
| theorem coefficients_map (gamma : RawCoefficients J R) : | |
| coefficients rhs J R (mapEquiv rhs J R gamma) = gamma := | |
| (mapEquiv rhs J R).symm_apply_apply gamma | |
| theorem mapEquiv_apply (gamma : RawCoefficients J R) (y : PartnerPoint rhs (activeOf J)) : | |
| mapEquiv rhs J R gamma y = ∑ s, pointEquiv rhs J y s • gamma s := by | |
| rw [mapEquiv, Module.Basis.constr_apply_fintype] | |
| simp only [partnerBasis, Module.Basis.equivFun_ofEquivFun] | |
| /-- The raw-coefficient formula for every partner point. -/ | |
| theorem mapEquiv_expansion (gamma : RawCoefficients J R) (y : PartnerPoint rhs (activeOf J)) : | |
| mapEquiv rhs J R gamma y = | |
| ofBit y.homogeneous • gamma none + | |
| (∑ j : PositionOutside J, | |
| (ofBit (y.full j.val).first • gamma (some (.inl (j, 0))) + | |
| ofBit (y.full j.val).second • gamma (some (.inl (j, 1))))) + | |
| ∑ j : PositionInside J, ofBit (y.single j.val) • gamma (some (.inr j)) := by | |
| rw [mapEquiv_apply, Fintype.sum_option, Fintype.sum_sum_type, Fintype.sum_prod_type] | |
| simp only [Fin.sum_univ_two, pointEquiv_none, pointEquiv_full_first, | |
| pointEquiv_full_second, pointEquiv_single] | |
| simp only [add_assoc] | |
| theorem every_map_expansion (Y : PartnerPoint rhs (activeOf J) →ₗ[F2] R) | |
| (y : PartnerPoint rhs (activeOf J)) : | |
| Y y = ∑ s, pointEquiv rhs J y s • coefficients rhs J R Y s := by | |
| rw [← mapEquiv_apply, map_coefficients] | |
| theorem pullback_expansion (gamma : RawCoefficients J R) (slot : P → Slot) | |
| (x : SourcePoint rhs) : | |
| mapEquiv rhs J R gamma (PartnerLinear.projection rhs (activeOf J) slot x) = | |
| ofBit x.homogeneous • gamma none + | |
| (∑ j : PositionOutside J, | |
| (ofBit (x.coordinates j.val).first • gamma (some (.inl (j, 0))) + | |
| ofBit (x.coordinates j.val).second • gamma (some (.inl (j, 1))))) + | |
| ∑ j : PositionInside J, | |
| ofBit (retained (slot j.val) (x.coordinates j.val)) • gamma (some (.inr j)) := by | |
| rw [mapEquiv_expansion] | |
| congr 1 | |
| · congr 1 | |
| apply Finset.sum_congr rfl | |
| intro j _ | |
| simp [PartnerLinear.projection_apply, project, activeOf, j.property] | |
| · apply Finset.sum_congr rfl | |
| intro j _ | |
| simp [PartnerLinear.projection_apply, project, activeOf, j.property] | |
| instance partnerMapsFintype [Fintype R] : | |
| Fintype (PartnerPoint rhs (activeOf J) →ₗ[F2] R) := by | |
| classical | |
| exact Fintype.ofEquiv (RawCoefficients J R) (mapEquiv rhs J R).toEquiv | |
| /-- Uniform independent coefficient tuples give exactly the uniform law on all maps. -/ | |
| theorem uniform_coefficients_maps [Fintype R] | |
| (H : (PartnerPoint rhs (activeOf J) →ₗ[F2] R) → ℚ) : | |
| average (fun gamma : RawCoefficients J R => H (mapEquiv rhs J R gamma)) = average H := | |
| ConditionalIncidences.average_equiv (mapEquiv rhs J R).toEquiv H | |
| /-- For a uniformly sampled actual map, all raw coefficients have the product uniform law. -/ | |
| theorem uniform_map_coefficients_product [Fintype R] | |
| (H : RawSlot J → R → ℚ) : | |
| average (fun Y : PartnerPoint rhs (activeOf J) →ₗ[F2] R => | |
| ∏ s, H s (coefficients rhs J R Y s)) = ∏ s, average (H s) := by | |
| calc | |
| _ = average (fun gamma : RawCoefficients J R => ∏ s, H s (gamma s)) := | |
| ConditionalIncidences.average_equiv (mapEquiv rhs J R).symm.toEquiv | |
| (fun gamma => ∏ s, H s (gamma s)) | |
| _ = _ := ConditionalIncidences.average_coordinate_product H | |
| end | |
| end UniqueGamesTheorem.Soundness.PartnerMapCoordinates | |
| end | |
| end OAI | |