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| import Mathlib | |
| import OAI.Computability.VertexCover.Repetition.Completion | |
| import OAI.Computability.VertexCover.Repetition.SelectedCommon | |
| import OAI.Computability.VertexCover.Repetition.SelectedLikelihood | |
| import OAI.Computability.VertexCover.Repetition.RevealFactorization | |
| namespace OAI | |
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| namespace UniqueGames.Foundations.Repetition | |
| open scoped BigOperators | |
| open Games | |
| noncomputable section | |
| section LocalNormalization | |
| variable {I X Y : Type*} [Fintype I] [DecidableEq I] | |
| [Fintype X] [Fintype Y] | |
| def completionTupleEquiv : (I → X × Y) ≃ ((I → X) × (I → Y)) where | |
| toFun u := (fun i => (u i).1, fun i => (u i).2) | |
| invFun z := fun i => (z.1 i, z.2 i) | |
| left_inv u := by funext i; rfl | |
| right_inv z := by cases z; rfl | |
| def updatedTableFallback (μ : FiniteDistribution X) (j : I) (x : X) : | |
| FiniteDistribution (I → X) := | |
| (FiniteDistribution.table (fun _ : I => μ)).pushforward | |
| (fun l => Function.update l j x) | |
| theorem updatedTableFallback_zero (μ : FiniteDistribution X) (j : I) (x : X) | |
| (l : I → X) (hne : l j ≠ x) : | |
| (updatedTableFallback μ j x).weight l = 0 := by | |
| classical | |
| simp only [updatedTableFallback, FiniteDistribution.pushforward] | |
| apply Finset.sum_eq_zero | |
| intro t _ | |
| apply ite_eq_right | |
| intro h | |
| have he := congrFun h j | |
| exact hne (by simpa only [Function.update_self] using he.symm) | |
| theorem normalizeOr_weight_eq_zero_of_zero | |
| (w : X → ℝ) (hw : ∀ x, 0 ≤ w x) (fallback : FiniteDistribution X) | |
| (x : X) (hraw : w x = 0) (hdefault : fallback.weight x = 0) : | |
| (normalizeOr w hw fallback).weight x = 0 := by | |
| classical | |
| unfold normalizeOr | |
| split | |
| · change normalizedWeight w x = 0 | |
| simp only [normalizedWeight, hraw, zero_div] | |
| · exact hdefault | |
| end LocalNormalization | |
| variable {Q₁ Q₂ A₁ A₂ : Type*} | |
| [Fintype Q₁] [Fintype Q₂] [Fintype A₁] [Fintype A₂] | |
| [DecidableEq Q₁] [DecidableEq Q₂] {n : Nat} | |
| def selectedLeftRaw (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (x : Q₁) (l : {i : Fin n // i ∉ selected} → Q₁) : ℝ := | |
| (if l j = x then 1 else 0) * partialLeftFactor G.questions j s.2 l * | |
| selectedLocalTest strategy.1 selected (fun i => (s.1.1 i).1) s.1.2.1 l | |
| def selectedRightRaw (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (y : Q₂) (r : {i : Fin n // i ∉ selected} → Q₂) : ℝ := | |
| (if r j = y then 1 else 0) * partialRightFactor G.questions j s.2 r * | |
| selectedLocalTest strategy.2 selected (fun i => (s.1.1 i).2) s.1.2.2 r | |
| omit [DecidableEq Q₂] in | |
| theorem selectedLeftRaw_nonnegative (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (x : Q₁) (l : {i : Fin n // i ∉ selected} → Q₁) : | |
| 0 ≤ selectedLeftRaw G strategy selected j s x l := by | |
| apply mul_nonneg | |
| · apply mul_nonneg | |
| · split <;> norm_num | |
| · exact Finset.prod_nonneg (fun i _ => revealLeftFactor_nonnegative G.questions (s.2 i) (l i.1)) | |
| · exact selectedLocalTest_nonnegative _ _ _ _ _ | |
| omit [DecidableEq Q₁] in | |
| theorem selectedRightRaw_nonnegative (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (y : Q₂) (r : {i : Fin n // i ∉ selected} → Q₂) : | |
| 0 ≤ selectedRightRaw G strategy selected j s y r := by | |
| apply mul_nonneg | |
| · apply mul_nonneg | |
| · split <;> norm_num | |
| · exact Finset.prod_nonneg (fun i _ => revealRightFactor_nonnegative G.questions (s.2 i) (r i.1)) | |
| · exact selectedLocalTest_nonnegative _ _ _ _ _ | |
| def selectedLeftCompletion (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (x : Q₁) : FiniteDistribution ({i : Fin n // i ∉ selected} → Q₁) := | |
| normalizeOr (selectedLeftRaw G strategy selected j s x) | |
| (selectedLeftRaw_nonnegative G strategy selected j s x) | |
| (updatedTableFallback (G.questions.pushforward Prod.fst) j x) | |
| def selectedRightCompletion (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (y : Q₂) : FiniteDistribution ({i : Fin n // i ∉ selected} → Q₂) := | |
| normalizeOr (selectedRightRaw G strategy selected j s y) | |
| (selectedRightRaw_nonnegative G strategy selected j s y) | |
| (updatedTableFallback (G.questions.pushforward Prod.snd) j y) | |
| omit [DecidableEq Q₂] in | |
| theorem selectedLeftCompletion_zero (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (x : Q₁) (l : {i : Fin n // i ∉ selected} → Q₁) (hne : l j ≠ x) : | |
| (selectedLeftCompletion G strategy selected j s x).weight l = 0 := by | |
| apply normalizeOr_weight_eq_zero_of_zero | |
| · simp only [selectedLeftRaw, ite_eq_right hne, zero_mul] | |
| · exact updatedTableFallback_zero _ j x l hne | |
| omit [DecidableEq Q₁] in | |
| theorem selectedRightCompletion_zero (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (y : Q₂) (r : {i : Fin n // i ∉ selected} → Q₂) (hne : r j ≠ y) : | |
| (selectedRightCompletion G strategy selected j s y).weight r = 0 := by | |
| apply normalizeOr_weight_eq_zero_of_zero | |
| · simp only [selectedRightRaw, ite_eq_right hne, zero_mul] | |
| · exact updatedTableFallback_zero _ j y r hne | |
| omit [DecidableEq Q₂] in | |
| theorem selectedLeftCompletion_support (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (x : Q₁) (l : {i : Fin n // i ∉ selected} → Q₁) | |
| (h : (selectedLeftCompletion G strategy selected j s x).weight l ≠ 0) : l j = x := by | |
| by_contra hne | |
| exact h (selectedLeftCompletion_zero G strategy selected j s x l hne) | |
| omit [DecidableEq Q₁] in | |
| theorem selectedRightCompletion_support (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (y : Q₂) (r : {i : Fin n // i ∉ selected} → Q₂) | |
| (h : (selectedRightCompletion G strategy selected j s y).weight r ≠ 0) : r j = y := by | |
| by_contra hne | |
| exact h (selectedRightCompletion_zero G strategy selected j s y r hne) | |
| def selectedCompletionScale (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (xy : Q₁ × Q₂) : ℝ := | |
| G.questions.weight xy * (∏ i : selected, G.questions.weight (s.1.1 i)) * | |
| (if selectedLabelAccepts G selected s.1.1 s.1.2 then 1 else 0) / | |
| G.selectedSuccess strategy selected | |
| theorem selected_completion_factorization (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (xy : Q₁ × Q₂) | |
| (l : {i : Fin n // i ∉ selected} → Q₁) | |
| (r : {i : Fin n // i ∉ selected} → Q₂) : | |
| selectedCompletionScale G strategy selected j s xy * | |
| selectedLeftRaw G strategy selected j s xy.1 l * | |
| selectedRightRaw G strategy selected j s xy.2 r = | |
| if (l j, r j) = xy then | |
| partialRevealWeight G.questions j s.2 (fun i => (l i,r i)) * | |
| selectedOutsideLikelihood G strategy selected s.1 (fun i => (l i,r i)) | |
| else 0 := by | |
| rcases xy with ⟨x,y⟩ | |
| by_cases hl : l j = x <;> by_cases hr : r j = y | |
| · rw [ite_eq_left (Prod.ext hl hr), partialRevealWeight_factorization] | |
| cases hacc : selectedLabelAccepts G selected s.1.1 s.1.2 <;> | |
| simp [selectedOutsideLikelihood, selectedLikelihood_factorization, | |
| selectedCompletionScale, selectedLeftRaw, selectedRightRaw, hl, hr, hacc] ; ring | |
| · simp [selectedLeftRaw, selectedRightRaw, hl, hr, Prod.mk.injEq] | |
| · simp [selectedLeftRaw, selectedRightRaw, hl, hr, Prod.mk.injEq] | |
| · simp [selectedLeftRaw, selectedRightRaw, hl, hr, Prod.mk.injEq] | |
| theorem selectedCommonLaw_completion_row_mass (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (positive : 0 < G.selectedSuccess strategy selected) | |
| (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (xy : Q₁ × Q₂) : | |
| (selectedCommonLaw G strategy selected positive j).weight (s,xy) = | |
| ∑ lr : ({i : Fin n // i ∉ selected} → Q₁) × | |
| ({i : Fin n // i ∉ selected} → Q₂), | |
| selectedCompletionScale G strategy selected j s xy * | |
| selectedLeftRaw G strategy selected j s xy.1 lr.1 * | |
| selectedRightRaw G strategy selected j s xy.2 lr.2 := by | |
| classical | |
| change (∑ u, if u j = xy then partialRevealWeight G.questions j s.2 u * | |
| selectedOutsideLikelihood G strategy selected s.1 u else 0) = _ | |
| rw [← (completionTupleEquiv (I := {i : Fin n // i ∉ selected}) | |
| (X := Q₁) (Y := Q₂)).sum_comp] | |
| apply Finset.sum_congr rfl | |
| intro u _ | |
| exact (selected_completion_factorization G strategy selected j s xy | |
| (fun i => (u i).1) (fun i => (u i).2)).symm | |
| theorem selected_completion_row_recombine (G : Game Q₁ Q₂ A₁ A₂) | |
| (strategy : Strategy (Fin n → Q₁) (Fin n → Q₂) (Fin n → A₁) (Fin n → A₂)) | |
| (selected : Finset (Fin n)) (positive : 0 < G.selectedSuccess strategy selected) | |
| (j : {i : Fin n // i ∉ selected}) | |
| (s : SelectedCommonData (Q₁ := Q₁) (Q₂ := Q₂) (A₁ := A₁) (A₂ := A₂) selected j) | |
| (xy : Q₁ × Q₂) | |
| (l : {i : Fin n // i ∉ selected} → Q₁) | |
| (r : {i : Fin n // i ∉ selected} → Q₂) : | |
| (selectedCommonLaw G strategy selected positive j).weight (s,xy) * | |
| ((selectedLeftCompletion G strategy selected j s xy.1).product | |
| (selectedRightCompletion G strategy selected j s xy.2)).weight (l,r) = | |
| if (l j,r j) = xy then | |
| partialRevealWeight G.questions j s.2 (fun i => (l i,r i)) * | |
| selectedOutsideLikelihood G strategy selected s.1 (fun i => (l i,r i)) | |
| else 0 := by | |
| rw [selectedCommonLaw_completion_row_mass] | |
| calc | |
| _ = selectedCompletionScale G strategy selected j s xy * | |
| selectedLeftRaw G strategy selected j s xy.1 l * | |
| selectedRightRaw G strategy selected j s xy.2 r := | |
| factorized_completion_row | |
| (selectedLeftRaw G strategy selected j s xy.1) | |
| (selectedRightRaw G strategy selected j s xy.2) | |
| (selectedLeftRaw_nonnegative G strategy selected j s xy.1) | |
| (selectedRightRaw_nonnegative G strategy selected j s xy.2) | |
| (updatedTableFallback (G.questions.pushforward Prod.fst) j xy.1) | |
| (updatedTableFallback (G.questions.pushforward Prod.snd) j xy.2) | |
| (selectedCompletionScale G strategy selected j s xy) (l,r) | |
| _ = _ := selected_completion_factorization G strategy selected j s xy l r | |
| end | |
| end UniqueGames.Foundations.Repetition | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end OAI | |