import Mathlib
import OAI.Computability.VertexCover.Analysis.Restriction

namespace OAI

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namespace VertexCover.Restriction
open scoped BigOperators
variable {E : Type*} [AddCommGroup E] [Module ℝ E]

namespace EnergyForm

noncomputable def finite {S : Type*} [Fintype S] (B : EnergyForm E) : EnergyForm (S → E) where
  form :=
    { toFun := fun f =>
        { toFun := fun g => (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (f s) (g s)
          map_add' := fun g h => by simp [mul_add, Finset.sum_add_distrib]
          map_smul' := fun a g => by simp [mul_left_comm, Finset.mul_sum] }
      map_add' := fun f g => by
        ext h
        simp [mul_add, Finset.sum_add_distrib]
      map_smul' := fun a f => by
        ext g
        simp [mul_left_comm, Finset.mul_sum] }
  symm f g := by
    change (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (f s) (g s) =
      (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (g s) (f s)
    simp only [B.symm]
  nonneg f := mul_nonneg (inv_nonneg.mpr (Nat.cast_nonneg _))
    (Finset.sum_nonneg (fun s _ => B.nonneg (f s)))

@[simp] theorem finite_form {S : Type*} [Fintype S] (B : EnergyForm E) (f g : S → E) :
    B.finite.form f g = (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (f s) (g s) := rfl

@[simp] theorem finite_energy {S : Type*} [Fintype S] (B : EnergyForm E) (f : S → E) :
    B.finite.energy f = (Fintype.card S : ℝ)⁻¹ * ∑ s, B.energy (f s) := rfl

namespace Projection
variable {B : EnergyForm E}

def lift {S : Type*} [Fintype S] (P : B.Projection) : (B.finite (S := S)).Projection where
  toLinearMap :=
    { toFun := fun f s => P (f s)
      map_add' := fun f g => funext (fun s => P.map_add (f s) (g s))
      map_smul' := fun a f => funext (fun s => P.map_smul a (f s)) }
  idem f := funext (fun s => P.apply_idem (f s))
  selfAdjoint f g := by
    change (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (P (f s)) (g s) =
      (Fintype.card S : ℝ)⁻¹ * ∑ s, B.form (f s) (P (g s))
    simp only [P.selfAdjoint]

@[simp] theorem lift_apply {S : Type*} [Fintype S] (P : B.Projection) (f : S → E) (s : S) :
    P.lift f s = P (f s) := rfl

theorem productMap_lift {S ι : Type*} [Fintype S] (P : ι → B.Projection)
    (is : List ι) (f : S → E) (s : S) :
    productMap (fun i => (P i).lift) is f s = productMap P is (f s) := by
  induction is with
  | nil => rfl
  | cons i is ih => simp only [productMap_cons, lift_apply, ih]

section Conditional
variable {S T : Type*} [Fintype S]

noncomputable def fiberSize (q : S → T) (t : T) : ℕ := by
  classical
  exact (Finset.univ.filter (fun s => q s = t)).card

noncomputable def fiberKernel (q : S → T) (s t : S) : ℝ := by
  classical
  exact if q t = q s then (fiberSize q (q s) : ℝ)⁻¹ else 0

theorem fiberSize_pos (q : S → T) (s : S) : 0 < fiberSize q (q s) := by
  classical
  exact Finset.card_pos.mpr ⟨s, by simp⟩

theorem fiberKernel_symm (q : S → T) (s t : S) : fiberKernel q s t = fiberKernel q t s := by
  classical
  by_cases h : q t = q s
  · simp [fiberKernel, h]
  · simp [fiberKernel, h, Ne.symm h]

theorem fiberKernel_sum (q : S → T) (s : S) : ∑ t, fiberKernel q s t = 1 := by
  classical
  simp only [fiberKernel, ← Finset.sum_filter]
  rw [Finset.sum_const, nsmul_eq_mul]
  change (fiberSize q (q s) : ℝ) * (fiberSize q (q s) : ℝ)⁻¹ = 1
  exact mul_inv_cancel₀ (Nat.cast_ne_zero.mpr (fiberSize_pos q s).ne')

noncomputable def conditionMap (q : S → T) : (S → E) →ₗ[ℝ] (S → E) where
  toFun f s := ∑ t, fiberKernel q s t • f t
  map_add' f g := by
    ext s
    simp [smul_add, Finset.sum_add_distrib]
  map_smul' a f := by
    ext s
    simp [Finset.smul_sum, smul_smul, mul_comm]

@[simp] theorem conditionMap_apply (q : S → T) (f : S → E) (s : S) :
    conditionMap q f s = ∑ t, fiberKernel q s t • f t := rfl

theorem conditionMap_congr {R : Type*} (q : S → T) (r : S → R)
    (h : ∀ s t, q s = q t ↔ r s = r t) :
    (conditionMap q : (S → E) →ₗ[ℝ] (S → E)) = conditionMap r := by
  classical
  have hs : ∀ s, fiberSize q (q s) = fiberSize r (r s) := by
    intro s
    unfold fiberSize
    congr 1
    ext t
    simp only [Finset.mem_filter, Finset.mem_univ, true_and, h]
  apply LinearMap.ext
  intro f
  funext s
  simp only [conditionMap_apply, fiberKernel, h, hs]

theorem conditionMap_eq_of_key_eq (q : S → T) (f : S → E) {s t : S}
    (h : q s = q t) : conditionMap q f s = conditionMap q f t := by
  classical
  change (∑ x, (if q x = q s then (fiberSize q (q s) : ℝ)⁻¹ else 0) • f x) =
    ∑ x, (if q x = q t then (fiberSize q (q t) : ℝ)⁻¹ else 0) • f x
  rw [h]

theorem conditionMap_of_invariant (q : S → T) (f : S → E)
    (hf : ∀ s t, q s = q t → f s = f t) (s : S) : conditionMap q f s = f s := by
  classical
  calc
    conditionMap q f s = ∑ t, fiberKernel q s t • f s := by
      apply Finset.sum_congr rfl
      intro t _
      by_cases ht : q t = q s
      · rw [hf t s ht]
      · simp [fiberKernel, ht]
    _ = f s := by rw [← Finset.sum_smul, fiberKernel_sum, one_smul]

noncomputable def condition (q : S → T) : (B.finite (S := S)).Projection where
  toLinearMap := conditionMap q
  idem f := funext (conditionMap_of_invariant q (conditionMap q f)
    (fun _ _ h => conditionMap_eq_of_key_eq q f h))
  selfAdjoint f g := by
    simp only [finite_form, conditionMap_apply, _root_.map_sum, _root_.map_smul,
      LinearMap.sum_apply, LinearMap.smul_apply, smul_eq_mul]
    congr 1
    rw [Finset.sum_comm]
    apply Finset.sum_congr rfl
    intro s _
    apply Finset.sum_congr rfl
    intro t _
    rw [fiberKernel_symm]

@[simp] theorem condition_apply (q : S → T) (f : S → E) (s : S) :
    condition (B := B) q f s = conditionMap q f s := rfl

theorem condition_lift_commute (q : S → T) (P : B.Projection) (f : S → E) :
    condition (B := B) q (P.lift f) = P.lift (condition (B := B) q f) := by
  ext s
  simp only [condition_apply, conditionMap_apply, lift_apply, _root_.map_sum,
    _root_.map_smul]

theorem condition_nested {R : Type*} (q : S → T) (r : S → R)
    (h : ∀ s t, q s = q t → r s = r t) (f : S → E) :
    condition (B := B) q (condition (B := B) r f) = condition (B := B) r f := by
  ext s
  apply conditionMap_of_invariant
  intro s t he
  exact conditionMap_eq_of_key_eq r f (h s t he)

end Conditional
end Projection
end EnergyForm
end VertexCover.Restriction


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end OAI