import OAI.Computability.UniqueGames.Reduction.ActualGame

namespace OAI

section

namespace UniqueGamesTheorem.Decoder.TableKeysGame

open UniqueGamesTheorem.Integration.BinaryLinear UniqueGamesTheorem.Reduction
open ActualSource Foundations.Target
open scoped BigOperators

abbrev Question (S : Source) (k : Nat) := ActualGame.Question S k
abbrev Map (k s d : Nat) := ActualGame.Map k s d
abbrev Dual (k : Nat) := ActualGame.Dual k
abbrev Query (S : Source) (k s d : Nat) := ActualGame.Query S k s d
abbrev canonical (S : Source) (k s d : Nat) := ActualGame.canonical S k s d

/-- One realized key orbit, with no prover-side copy. -/
abbrev Vertex (S : Source) (k s d : Nat) := ActualGame.Vertex S k s d
abbrev vertex (S : Source) (k s d : Nat) := ActualGame.vertex S k s d
abbrev offset (S : Source) (k s d : Nat) := ActualGame.offset S k s d
abbrev shiftQuery (S : Source) (k s d : Nat) := ActualGame.shiftQuery S k s d

noncomputable def vertexCount (S : Source) (k s d : Nat) : Nat :=
  Fintype.card (Vertex S k s d)

noncomputable def vertexEncoding (S : Source) (k s d : Nat) :
    Vertex S k s d ≃ Fin (vertexCount S k s d) := Fintype.equivFin _

/-- All four sampling choices remain separate occurrence indices. -/
abbrev Outcome (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) :=
  Query S k s d × g.NoiseIndex × Dual k

abbrev leftQuery (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) :=
  ActualGame.leftQuery S k g
abbrev rightQuery (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) :=
  ActualGame.rightQuery S k g

noncomputable def edge (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d)
    (ω : Outcome S k g) : Constraint (vertexCount S k s d) (2^s) where
  source := vertexEncoding S k s d (vertex S k s d (leftQuery S k g ω))
  target := vertexEncoding S k s d (vertex S k s d (rightQuery S k g ω))
  permutation := Encoding.translationTable
    (offset S k s d (leftQuery S k g ω)) (offset S k s d (rightQuery S k g ω))

noncomputable def outcomes (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) :=
  ActualGame.outcomes S k g

noncomputable def outputInstance (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) :
    Instance (2^s) where
  vertices := vertexCount S k s d
  constraints := (outcomes S k g).map (edge S k g)
  nonempty := by
    intro h
    let ω : Outcome S k g := Classical.choice inferInstance
    have hm : edge S k g ω ∈ (outcomes S k g).map (edge S k g) :=
      List.mem_map.mpr ⟨ω, ActualGame.mem_outcomes S k g ω, rfl⟩
    rw [h] at hm
    exact List.not_mem_nil hm

@[simp] theorem outputInstance_constraints_length (S : Source) (k : Nat)
    {s d : Nat} (g : SplitGadget s d) :
    (outputInstance S k g).constraints.length = Fintype.card (Outcome S k g) := by
  simp [outputInstance, outcomes]

noncomputable def vertexLabel (S : Source) (k s d : Nat)
    (labeling : Fin (vertexCount S k s d) → Fin (2^s)) :
    Vertex S k s d → Alphabet s := fun v =>
  (Encoding.alphabetEquiv s).symm (labeling (vertexEncoding S k s d v))

noncomputable def labelingOf (S : Source) (k s d : Nat)
    (labels : Vertex S k s d → Alphabet s) :
    Fin (vertexCount S k s d) → Fin (2^s) := fun i =>
  Encoding.alphabetEquiv s (labels ((vertexEncoding S k s d).symm i))

@[simp] theorem vertexLabel_labelingOf (S : Source) (k s d : Nat)
    (labels : Vertex S k s d → Alphabet s) :
    vertexLabel S k s d (labelingOf S k s d labels) = labels := by
  funext v
  simp [vertexLabel, labelingOf]

/-- Restore the removed alphabet component of the affine intercept. -/
noncomputable def unfolded (S : Source) (k s d : Nat)
    (labeling : Fin (vertexCount S k s d) → Fin (2^s))
    (q : Query S k s d) : Alphabet s :=
  ActualOrbit.unfold (canonical S k s d) (vertexLabel S k s d labeling) q

theorem unfolded_equivariant (S : Source) (k s d : Nat)
    (labeling : Fin (vertexCount S k s d) → Fin (2^s))
    (q : Query S k s d) (c : Alphabet s) :
    unfolded S k s d labeling (shiftQuery S k s d c q) =
      unfolded S k s d labeling q + c := by
  change vertexLabel S k s d labeling
      (ActualGame.vertex S k s d (ActualGame.shiftQuery S k s d c q)) +
    ActualGame.offset S k s d (ActualGame.shiftQuery S k s d c q) = _
  rw [ActualGame.vertex_shiftQuery, ActualGame.offset_shiftQuery]
  exact (add_assoc _ _ _).symm

theorem edge_satisfied_iff (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d)
    (labeling : Fin (vertexCount S k s d) → Fin (2^s)) (ω : Outcome S k g) :
    (edge S k g ω).satisfied labeling = true ↔
      unfolded S k s d labeling (leftQuery S k g ω) =
        unfolded S k s d labeling (rightQuery S k g ω) := by
  rw [Constraint.satisfied, decide_eq_true_eq]
  have h := Encoding.translationTable_satisfied_iff
    (offset S k s d (leftQuery S k g ω)) (offset S k s d (rightQuery S k g ω))
    (vertexLabel S k s d labeling (vertex S k s d (leftQuery S k g ω)))
    (vertexLabel S k s d labeling (vertex S k s d (rightQuery S k g ω)))
  simp only [vertexLabel, Encoding.alphabetEquiv_apply_symm_apply] at h
  exact h.trans (ActualOrbit.constraint_iff_unfolded (canonical S k s d)
    (vertexLabel S k s d labeling) (vertexLabel S k s d labeling) _ _)

noncomputable def acceptanceProbability (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (labeling : Fin (vertexCount S k s d) → Fin (2^s)) : ℚ :=
  𝔼 ω : Outcome S k g, if (edge S k g ω).satisfied labeling then (1 : ℚ) else 0

theorem acceptanceProbability_eq_test (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (labeling : Fin (vertexCount S k s d) → Fin (2^s)) :
    acceptanceProbability S k g labeling =
      𝔼 ω : Outcome S k g,
        if unfolded S k s d labeling (leftQuery S k g ω) =
            unfolded S k s d labeling (rightQuery S k g ω)
        then (1 : ℚ) else 0 := by
  unfold acceptanceProbability
  apply Finset.expect_congr rfl
  intro ω _
  simp only [edge_satisfied_iff]

private theorem countSatisfied_map {n q : Nat} {I : Type*}
    (labeling : Fin n → Fin q) (edges : I → Constraint n q) (xs : List I) :
    countSatisfied labeling (xs.map edges) =
      (xs.map (fun x => if (edges x).satisfied labeling then 1 else 0)).sum := by
  induction xs with
  | nil => rfl
  | cons x xs ih => simp only [List.map_cons, countSatisfied, List.sum_cons, ih]

theorem countSatisfied_eq_sum (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (labeling : Fin (vertexCount S k s d) → Fin (2^s)) :
    countSatisfied labeling (outputInstance S k g).constraints =
      ∑ ω : Outcome S k g, if (edge S k g ω).satisfied labeling then 1 else 0 := by
  change countSatisfied labeling ((outcomes S k g).map (edge S k g)) = _
  rw [countSatisfied_map]
  exact Finset.sum_map_toList _ _

/-- The test probability is the satisfied fraction of the actual occurrence list. -/
theorem acceptanceProbability_eq_count (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (labeling : Fin (vertexCount S k s d) → Fin (2^s)) :
    acceptanceProbability S k g labeling =
      (countSatisfied labeling (outputInstance S k g).constraints : ℚ) /
        (outputInstance S k g).constraints.length := by
  rw [acceptanceProbability, Fintype.expect_eq_sum_div_card,
    outputInstance_constraints_length, countSatisfied_eq_sum]
  congr 1
  simp

/-- Exhaustive numbering of the same single-orbit vertex type. -/
def explicitVertexCount (S : Source) (k s d : Nat) : Nat :=
  (ActualGame.explicitBodies S k s d).length

def explicitVertexEncoding (S : Source) (k s d : Nat) :
    Vertex S k s d ≃ Fin (explicitVertexCount S k s d) := by
  letI := ActualGame.orbitBodyDecidableEq S k s d
  exact ActualOrbit.explicitVertexEquiv (canonical S k s d)
    (ActualEnumeration.queries S.occurrences k s d) ActualEnumeration.mem_queries

noncomputable def semanticToExplicitVertices (S : Source) (k s d : Nat) :
    Fin (vertexCount S k s d) ≃ Fin (explicitVertexCount S k s d) :=
  (vertexEncoding S k s d).symm.trans (explicitVertexEncoding S k s d)

@[simp] theorem semanticToExplicitVertices_apply (S : Source) (k s d : Nat)
    (v : Vertex S k s d) :
    semanticToExplicitVertices S k s d (vertexEncoding S k s d v) =
      explicitVertexEncoding S k s d v := by
  simp [semanticToExplicitVertices]

theorem explicitVertexCount_eq (S : Source) (k s d : Nat) :
    explicitVertexCount S k s d = vertexCount S k s d := by
  simpa using (Fintype.card_congr (semanticToExplicitVertices S k s d)).symm

def explicitEdge (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d)
    (ω : Outcome S k g) : Constraint (explicitVertexCount S k s d) (2^s) where
  source := explicitVertexEncoding S k s d (vertex S k s d (leftQuery S k g ω))
  target := explicitVertexEncoding S k s d (vertex S k s d (rightQuery S k g ω))
  permutation := Encoding.translationTable
    (offset S k s d (leftQuery S k g ω)) (offset S k s d (rightQuery S k g ω))

theorem explicitEdge_eq_rename (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (ω : Outcome S k g) :
    explicitEdge S k g ω = Integration.InstanceEquivalences.renameConstraint
      (semanticToExplicitVertices S k s d) (edge S k g ω) := by
  simp only [explicitEdge, Integration.InstanceEquivalences.renameConstraint, edge,
    semanticToExplicitVertices_apply]

/-- Executable finite output, still allowing loops and parallel occurrences. -/
def outputInstanceWithEnumeration (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (en : NoiseEnumeration g) : Instance (2^s) where
  vertices := explicitVertexCount S k s d
  constraints := (ActualGame.explicitOutcomes S k g en).map (explicitEdge S k g)
  nonempty := by
    intro h
    let ω : Outcome S k g := Classical.choice inferInstance
    have hm : explicitEdge S k g ω ∈
        (ActualGame.explicitOutcomes S k g en).map (explicitEdge S k g) :=
      List.mem_map.mpr ⟨ω, ActualGame.mem_explicitOutcomes S k g en ω, rfl⟩
    rw [h] at hm
    exact List.not_mem_nil hm

@[simp] theorem outputInstanceWithEnumeration_length (S : Source) (k : Nat)
    {s d : Nat} (g : SplitGadget s d) (en : NoiseEnumeration g) :
    (outputInstanceWithEnumeration S k g en).constraints.length =
      Explicit.edgeCount S.occurrences k (s+d) en.indices.length := by
  simp only [outputInstanceWithEnumeration, List.length_map,
    ActualGame.explicitOutcomes, ActualEnumeration.length_indexedOutcomes]

theorem explicitConstraints_perm_renamed (S : Source) (k : Nat) {s d : Nat}
    (g : SplitGadget s d) (en : NoiseEnumeration g) :
    (outputInstanceWithEnumeration S k g en).constraints.Perm
      ((outputInstance S k g).constraints.map
        (Integration.InstanceEquivalences.renameConstraint (semanticToExplicitVertices S k s d))) := by
  simpa only [outputInstanceWithEnumeration, outputInstance, List.map_map,
    Function.comp_def, ← explicitEdge_eq_rename, outcomes] using
    (ActualGame.explicitOutcomes_perm_outcomes S k g en).map (explicitEdge S k g)

theorem completeAt_outputInstanceWithEnumeration_iff (error : RationalError)
    (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) (en : NoiseEnumeration g) :
    CompleteAt error (outputInstanceWithEnumeration S k g en) ↔
      CompleteAt error (outputInstance S k g) :=
  Integration.InstanceEquivalences.completeAt_iff_of_rename_perm error
    (outputInstance S k g) (outputInstanceWithEnumeration S k g en)
    (semanticToExplicitVertices S k s d) (explicitConstraints_perm_renamed S k g en)

theorem soundAt_outputInstanceWithEnumeration_iff (error : RationalError)
    (S : Source) (k : Nat) {s d : Nat} (g : SplitGadget s d) (en : NoiseEnumeration g) :
    SoundAt error (outputInstanceWithEnumeration S k g en) ↔
      SoundAt error (outputInstance S k g) :=
  Integration.InstanceEquivalences.soundAt_iff_of_rename_perm error
    (outputInstance S k g) (outputInstanceWithEnumeration S k g en)
    (semanticToExplicitVertices S k s d) (explicitConstraints_perm_renamed S k g en)

end UniqueGamesTheorem.Decoder.TableKeysGame

end

end OAI