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Add lean source and binary files (part 64)
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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