import Mathlib
import OAI.Computability.VertexCover.Analysis.MidpointGridTail

namespace OAI

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namespace VertexCover
noncomputable section

 theorem finiteMean_equiv {α β : Type*} [Fintype α] [Fintype β]
    (e : α ≃ β) (f : β → ℝ) : finiteMean (fun x => f (e x)) = finiteMean f := by
  unfold finiteMean
  rw [e.sum_comp f, Fintype.card_congr e]

 theorem finiteMean_product {α β : Type*} [Fintype α] [Fintype β] (f : α × β → ℝ) :
    finiteMean f = finiteMean (fun x => finiteMean (fun y => f (x,y))) := by
  simp only [finiteMean, Fintype.sum_prod_type, Fintype.card_prod, Nat.cast_mul,
    ← Finset.sum_div]
  ring

 theorem finiteMean_product_fst {α β : Type*} [Fintype α] [Fintype β] [Nonempty β]
    (f : α → ℝ) : finiteMean (fun x : α × β => f x.1) = finiteMean f := by
  rw [finiteMean_product]
  simp only [finiteMean_const]

def splitSelected {ι κ α : Type*} [DecidableEq κ] (slot : ι → κ) :
    (ι → κ → α) ≃ (ι → α) × ((i : ι) → {k : κ // k ≠ slot i} → α) where
  toFun w := (fun i => w i (slot i), fun i k => w i k.1)
  invFun v i k := if h : k = slot i then v.1 i else v.2 i ⟨k,h⟩
  left_inv w := by funext i k; dsimp; split_ifs with h <;> simp_all
  right_inv v := by
    apply Prod.ext
    · funext i; simp
    · funext i k; simp [k.2]

 theorem finiteMean_selected {ι κ α : Type*} [Fintype ι] [Fintype κ] [Fintype α]
    [DecidableEq ι] [DecidableEq κ] [Nonempty α] (slot : ι → κ) (f : (ι → α) → ℝ) :
    finiteMean (fun w : ι → κ → α => f (fun i => w i (slot i))) = finiteMean f := by
  classical
  calc
    _ = finiteMean (fun v : (ι → α) × ((i : ι) → {k : κ // k ≠ slot i} → α) => f v.1) :=
      finiteMean_equiv (splitSelected slot) (fun v => f v.1)
    _ = _ := finiteMean_product_fst f

 theorem finiteMean_truthValue {α : Type*} [Fintype α] (P : α → Prop) [DecidablePred P] :
    finiteMean (fun x => truthValue (P x)) =
      ((Finset.univ.filter P).card : ℝ) / Fintype.card α := by
  classical
  unfold finiteMean truthValue
  congr 1
  rw [Finset.card_filter, Nat.cast_sum]
  apply Finset.sum_congr rfl
  intro x hx
  by_cases hp : P x <;> simp [hp]

end
end VertexCover

namespace VertexCover.LabelCover
noncomputable section

 theorem gridRational_real (d : ℕ) (u : Fin (2*d+1)) :
    (gridRational d u : ℝ) = FiniteAntiConcentration.grid d u := by
  unfold gridRational FiniteAntiConcentration.grid
  push_cast
  rfl

 theorem honestSum_density (Φ : LabelCover) (d t : ℕ) (A : Φ.Labeling)
    (hA : ∀ e, Φ.Satisfies A e) :
    finiteMean (fun v : Φ.Vertex d => truthValue ((t:ℝ) < Φ.honestSum A hA v)) =
      FiniteAntiConcentration.gridTailDensity d d t := by
  classical
  let : Nonempty (Φ.Seeds d) := ⟨fun _ => ⟨0, Φ.M_pos⟩⟩
  rw [finiteMean_product]
  have hf (seed : Φ.Seeds d) :
      finiteMean (fun w : Fin d → Fin (Φ.WeightDimension d) → Fin (2*d+1) =>
        truthValue ((t:ℝ) < Φ.honestSum A hA (seed,w))) =
      FiniteAntiConcentration.gridTailDensity d d t := by
    unfold honestSum
    simp only [gridRational_real]
    rw [finiteMean_selected
      (fun j => (Φ.query seed j).slot (Φ.localOfSatisfying A hA (Φ.query seed j)))
      (fun x : Fin d → Fin (2*d+1) => truthValue ((t:ℝ) < ∑ i, FiniteAntiConcentration.grid d (x i)))]
    rw [finiteMean_truthValue]
    simp only [FiniteAntiConcentration.gridTailDensity, Fintype.card_fun, Fintype.card_fin, Nat.cast_pow]
  simp only [hf, finiteMean_const]

 theorem graph_completeness (Φ : LabelCover) (m : ℕ) (hm : 4 ≤ m)
    (A : Φ.Labeling) (hA : ∀ e, Φ.Satisfies A e) :
    ∃ I : Finset (Φ.Vertex (Parameters.d m)),
      (Φ.graph (Parameters.d m) (Parameters.t m)).IsIndepSet (I : Set (Φ.Vertex (Parameters.d m))) ∧
      ((1:ℝ)/2-1/(m:ℝ)) * Fintype.card (Φ.Vertex (Parameters.d m)) < I.card := by
  classical
  let I : Finset (Φ.Vertex (Parameters.d m)) :=
    Finset.univ.filter (fun v => (Parameters.t m : ℝ) < Φ.honestSum A hA v)
  refine ⟨I, ?_, ?_⟩
  · have he : (I : Set (Φ.Vertex (Parameters.d m))) = {v | (Parameters.t m : ℝ) < Φ.honestSum A hA v} := by
      ext v
      simp [I]
    rw [he]
    exact Φ.honest_large_sum_independent _ A hA
  · have htail := Parameters.midpoint_grid_tail m hm
    have hdense := Φ.honestSum_density (Parameters.d m) (Parameters.t m) A hA
    rw [finiteMean_truthValue] at hdense
    have hfinal : (1:ℝ)/2-1/(m:ℝ) <
        (I.card : ℝ) / Fintype.card (Φ.Vertex (Parameters.d m)) := by
      rw [hdense]
      exact htail.2.trans htail.1
    have hn : 0 < Fintype.card (Φ.Vertex (Parameters.d m)) := by
      rw [Φ.vertex_card]
      exact Nat.mul_pos (Nat.pow_pos Φ.M_pos) (Nat.pow_pos (by omega))
    exact (lt_div_iff₀ (Nat.cast_pos.mpr hn)).mp hfinal

 theorem graph_completeness_cover (Φ : LabelCover) (m : ℕ) (hm : 4 ≤ m)
    (A : Φ.Labeling) (hA : ∀ e, Φ.Satisfies A e) :
    ∃ C : Finset (Φ.Vertex (Parameters.d m)),
      (Φ.graph (Parameters.d m) (Parameters.t m)).IsVertexCover (C : Set (Φ.Vertex (Parameters.d m))) ∧
      (C.card : ℝ) < ((1:ℝ)/2+1/(m:ℝ)) * Fintype.card (Φ.Vertex (Parameters.d m)) := by
  classical
  obtain ⟨I, hI, hcard⟩ := Φ.graph_completeness m hm A hA
  refine ⟨Iᶜ, ?_, ?_⟩
  · simpa only [Finset.coe_compl] using SimpleGraph.isVertexCover_compl.mpr hI
  · have hn := Finset.card_le_univ I
    rw [Finset.card_compl, Nat.cast_sub hn]
    nlinarith

end
end VertexCover.LabelCover


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end OAI