openAI-math-dataset / lean /OAI /Computability /VertexCover /PCP /FinalBooleanVerifier.lean
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import Mathlib
import OAI.Computability.VertexCover.PCP.VerifierToCNF
namespace OAI
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namespace UniqueGames.Foundations.PCP.FinalBooleanVerifier
open Target
abbrev Label := Fin 6 → Bool
variable {V E : Type*} {n m : Nat}
def bitIndex (vertices : V ≃ Fin n) (v : V) (j : Fin 6) : Fin (n * 6) :=
finProdFinEquiv (vertices v, j)
def labelsOfBits (vertices : V ≃ Fin n) (assignment : Fin (n * 6) → Bool) : V → Label :=
fun v j => assignment (bitIndex vertices v j)
def bitsOfLabels (vertices : V ≃ Fin n) (labeling : V → Label) : Fin (n * 6) → Bool :=
fun k =>
let pair : Fin n × Fin 6 := finProdFinEquiv.symm k
labeling (vertices.symm pair.1) pair.2
@[simp] theorem labelsOfBits_bitsOfLabels (vertices : V ≃ Fin n) (labeling : V → Label) :
labelsOfBits vertices (bitsOfLabels vertices labeling) = labeling := by
funext v j
simp only [labelsOfBits, bitsOfLabels, bitIndex, Equiv.symm_apply_apply]
@[simp] theorem bitsOfLabels_labelsOfBits (vertices : V ≃ Fin n)
(assignment : Fin (n * 6) → Bool) : bitsOfLabels vertices (labelsOfBits vertices assignment) = assignment := by
funext k
simp only [bitsOfLabels, labelsOfBits, bitIndex, Equiv.apply_symm_apply, Prod.eta]
abbrev verifier (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n) (edges : E ≃ Fin m) :
VerifierToCNF.FiniteVerifier 12 where
«variables» := n * 6
events := m
query := fun e i => Fin.addCases (motive := fun _ : Fin (6 + 6) => Fin (n * 6))
(fun j : Fin 6 => bitIndex vertices (G.tail (edges.symm e)) j)
(fun j : Fin 6 => bitIndex vertices (G.head (edges.symm e)) j) i
accepts := fun e bits => G.accepts (edges.symm e)
(fun j => bits (Fin.castAdd 6 j)) (fun j => bits (Fin.natAdd 6 j))
theorem query_tail (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (e : Fin m) (j : Fin 6) :
(verifier G vertices edges).query e (Fin.castAdd 6 j) =
bitIndex vertices (G.tail (edges.symm e)) j := by
simp only [verifier, Fin.addCases_left]
theorem query_head (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (e : Fin m) (j : Fin 6) :
(verifier G vertices edges).query e (Fin.natAdd 6 j) =
bitIndex vertices (G.head (edges.symm e)) j := by
simp only [verifier, Fin.addCases_right]
theorem eventValue_eq (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (assignment : Fin (n * 6) → Bool) (e : Fin m) :
VerifierToCNF.eventValue (verifier G vertices edges) assignment e =
G.edgeSatisfied (labelsOfBits vertices assignment) (edges.symm e) := by
simp only [VerifierToCNF.eventValue, Fin.addCases_left, Fin.addCases_right,
ConstraintGraph.edgeSatisfied]
rfl
theorem count_false_map_filter {α : Type*} (xs : List α) (f : α → Bool) :
(xs.map f).count false = (xs.filter (fun x => decide (f x = false))).length := by
induction xs with
| nil => rfl
| cons x xs ih => cases h : f x <;> simp [h, ih, Nat.add_comm]
theorem count_false_finRange (f : Fin m → Bool) :
((List.finRange m).map f).count false =
(Finset.univ.filter (fun e : Fin m => f e = false)).card := by
classical
calc
_ = ((List.finRange m).filter (fun e => decide (f e = false))).length :=
count_false_map_filter _ _
_ = (((List.finRange m).filter (fun e => decide (f e = false))).toFinset).card :=
(List.toFinset_card_of_nodup ((List.nodup_finRange m).filter _)).symm
_ = _ := by
congr 1
ext e
simp
theorem rejection_count_eq [Fintype E] (G : ConstraintGraph V E Label)
(vertices : V ≃ Fin n) (edges : E ≃ Fin m) (assignment : Fin (n * 6) → Bool) :
VerifierToCNF.rejectedEventCount (verifier G vertices edges) assignment =
G.rejectionCount (labelsOfBits vertices assignment) := by
classical
change ((List.finRange m).map
(VerifierToCNF.eventValue (verifier G vertices edges) assignment)).count false = _
rw [count_false_finRange]
change (Finset.univ.filter (fun e : Fin m =>
VerifierToCNF.eventValue (verifier G vertices edges) assignment e = false)).card =
(G.rejectedDarts (labelsOfBits vertices assignment)).card
apply Finset.card_equiv edges.symm
intro e
simp only [Finset.mem_filter, Finset.mem_univ, true_and,
ConstraintGraph.rejectedDarts, eventValue_eq]
theorem verifier_completeness (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (labeling : V → Label)
(satisfied : ∀ e, G.edgeSatisfied labeling e = true) :
∀ e, VerifierToCNF.eventValue (verifier G vertices edges)
(bitsOfLabels vertices labeling) e = true := by
intro e
rw [eventValue_eq, labelsOfBits_bitsOfLabels]
exact satisfied (edges.symm e)
theorem verifier_reflects (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (assignment : Fin (n * 6) → Bool)
(accepted : ∀ e, VerifierToCNF.eventValue (verifier G vertices edges) assignment e = true) :
∀ e, G.edgeSatisfied (labelsOfBits vertices assignment) e = true := by
intro e
have h := accepted (edges e)
simpa only [eventValue_eq, Equiv.symm_apply_apply] using h
def cnf (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n) (edges : E ≃ Fin m) : Formula :=
VerifierToCNF.convert (verifier G vertices edges) (by decide)
abbrev OutputAssignment (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) :=
Fin (VerifierToCNF.outputVariables (verifier G vertices edges)) → Bool
def extractLabeling (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (assignment : OutputAssignment G vertices edges) : V → Label :=
labelsOfBits vertices (VerifierToCNF.restrictAssignment (verifier G vertices edges) assignment)
theorem cnf_completeness (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (sat : G.Satisfiable) : (cnf G vertices edges).Satisfiable := by
obtain ⟨labeling, satisfied⟩ := sat
exact VerifierToCNF.convert_completeness (verifier G vertices edges) (by decide)
(bitsOfLabels vertices labeling) (verifier_completeness G vertices edges labeling satisfied)
theorem cnf_count_bridge [Fintype E] (G : ConstraintGraph V E Label)
(vertices : V ≃ Fin n) (edges : E ≃ Fin m) (assignment : OutputAssignment G vertices edges) :
G.rejectionCount (extractLabeling G vertices edges assignment) ≤
NameCompaction.failedCount (cnf G vertices edges) assignment := by
have h := VerifierToCNF.convert_count_bridge (verifier G vertices edges) (by decide) assignment
rw [rejection_count_eq] at h
exact h
theorem failedCount_zero_of_satisfied (F : Formula) (assignment : Fin F.«variables» → Bool)
(satisfied : ∀ «c» ∈ F.clauses, «c».eval assignment = true) :
NameCompaction.failedCount F assignment = 0 := by
apply (VerifierToCNF.zero_false_count_iff_all _).mpr
have h := List.all_eq_true.mpr satisfied
simpa only [NameCompaction.evaluationList, List.all_map, Function.comp_def, id_eq] using h
theorem all_satisfied_of_rejectionCount_zero [Fintype E] (G : ConstraintGraph V E Label)
(labeling : V → Label) (zero : G.rejectionCount labeling = 0) :
∀ e, G.edgeSatisfied labeling e = true := by
intro e
cases h : G.edgeSatisfied labeling e with
| true => rfl
| false =>
have member : e ∈ G.rejectedDarts labeling := (G.mem_rejectedDarts labeling e).mpr h
have positive : 0 < G.rejectionCount labeling := Finset.card_pos.mpr ⟨e, member⟩
omega
theorem cnf_reflects [Fintype E] (G : ConstraintGraph V E Label)
(vertices : V ≃ Fin n) (edges : E ≃ Fin m) (sat : (cnf G vertices edges).Satisfiable) :
G.Satisfiable := by
obtain ⟨assignment, satisfied⟩ := sat
have zero := failedCount_zero_of_satisfied (cnf G vertices edges) assignment satisfied
have bound := cnf_count_bridge G vertices edges assignment
have graphZero : G.rejectionCount (extractLabeling G vertices edges assignment) = 0 := by omega
exact ⟨extractLabeling G vertices edges assignment,
all_satisfied_of_rejectionCount_zero G _ graphZero⟩
theorem cnf_satisfiable_iff [Fintype E] (G : ConstraintGraph V E Label)
(vertices : V ≃ Fin n) (edges : E ≃ Fin m) :
(cnf G vertices edges).Satisfiable ↔ G.Satisfiable :=
⟨cnf_reflects G vertices edges, cnf_completeness G vertices edges⟩
theorem cnf_clause_count (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) : (cnf G vertices edges).clauses.length = m * 40960 :=
VerifierToCNF.twelve_query_clause_count (verifier G vertices edges)
theorem twelve_query_auxiliary_factor : 2 ^ 12 * (12 - 3) = 36864 := by decide
theorem cnf_variable_count (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) : (cnf G vertices edges).«variables» = n * 6 + m * 36864 := by
change n * 6 + m * (VerifierToCNF.patterns 12).length * (12 - 3) = _
rw [VerifierToCNF.patterns_length, Nat.mul_assoc, twelve_query_auxiliary_factor]
theorem cnf_nonempty (G : ConstraintGraph V E Label) (vertices : V ≃ Fin n)
(edges : E ≃ Fin m) (nonempty : 0 < m) : (cnf G vertices edges).clauses ≠ [] :=
VerifierToCNF.convert_nonempty (verifier G vertices edges) (by decide) nonempty
theorem cnf_gap [Fintype E] (G : ConstraintGraph V E Label)
(vertices : V ≃ Fin n) (edges : E ≃ Fin m) (a b : Nat)
(source : ∀ labeling : V → Label, a * Fintype.card E ≤ b * G.rejectionCount labeling)
(assignment : OutputAssignment G vertices edges) :
a * (cnf G vertices edges).clauses.length ≤
(b * 40960) * NameCompaction.failedCount (cnf G vertices edges) assignment := by
have cardEdges : Fintype.card E = m := by simpa using Fintype.card_congr edges
have testGap (bits : Fin (n * 6) → Bool) :
a * m ≤ b * VerifierToCNF.rejectedEventCount (verifier G vertices edges) bits := by
rw [rejection_count_eq]
simpa only [cardEdges] using source (labelsOfBits vertices bits)
simpa only [cnf, VerifierToCNF.twelve_query_factor] using
VerifierToCNF.convert_gap (verifier G vertices edges) (by decide) a b testGap assignment
abbrev ReducedVertex (V E A : Type*) :=
QueryIncidence.Vertex (AlphabetGraph.Event E A) (AlphabetGraph.Address V E A)
abbrev ReducedDart (E A : Type*) := QueryIncidence.Dart (AlphabetGraph.Event E A) 6
variable {A : Type*} [Fintype A] [DecidableEq A] [Nonempty A]
[DecidableEq V] [DecidableEq E]
noncomputable def alphabetCNF (G : ConstraintGraph V E A)
(vertices : ReducedVertex V E A ≃ Fin n) (edges : ReducedDart E A ≃ Fin m) : Formula :=
cnf (AlphabetGraph.graph G) vertices edges
omit [DecidableEq A] [Nonempty A] in
theorem alphabetCNF_completeness (G : ConstraintGraph V E A)
(vertices : ReducedVertex V E A ≃ Fin n) (edges : ReducedDart E A ≃ Fin m)
(sat : G.Satisfiable) : (alphabetCNF G vertices edges).Satisfiable :=
cnf_completeness (AlphabetGraph.graph G) vertices edges (AlphabetGraph.perfect_completeness G sat)
omit [DecidableEq A] [Nonempty A] in
theorem alphabetCNF_clause_count (G : ConstraintGraph V E A)
(vertices : ReducedVertex V E A ≃ Fin n) (edges : ReducedDart E A ≃ Fin m) :
(alphabetCNF G vertices edges).clauses.length = m * 40960 :=
cnf_clause_count (AlphabetGraph.graph G) vertices edges
theorem alphabetCNF_gap [Fintype E] (G : ConstraintGraph V E A)
(vertices : ReducedVertex V E A ≃ Fin n) (edges : ReducedDart E A ≃ Fin m)
(a b : Nat)
(source : ∀ labeling : V → A, a * Fintype.card E ≤ b * G.rejectionCount labeling)
(assignment : OutputAssignment (AlphabetGraph.graph G) vertices edges) :
a * (alphabetCNF G vertices edges).clauses.length ≤
(b * 503316480) * NameCompaction.failedCount (alphabetCNF G vertices edges) assignment := by
have h := cnf_gap (AlphabetGraph.graph G) vertices edges a (b * 12288)
(AlphabetGraph.gap_transfer G a b source) assignment
have factor : (b * 12288) * 40960 = b * 503316480 := by omega
simpa only [alphabetCNF, factor] using h
end UniqueGames.Foundations.PCP.FinalBooleanVerifier
end
end
end
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end
end OAI