import OAI.Probability.EntangledGames.Purification

namespace OAI

universe u_n u_m u_A

open scoped BigOperators ComplexOrder
open scoped MatrixOrder
open Matrix
open MeasureTheory Filter Set
open scoped Topology
open scoped Matrix.Norms.Elementwise

noncomputable section
open scoped BigOperators MatrixOrder ComplexOrder
open Matrix

namespace ThresholdParallelRepetition.MeasurementTransport
variable {n : Type u_n} [Fintype n] [DecidableEq n]

def supportInverse (T : Matrix n n ℂ) : Matrix n n ℂ := cfc (fun t : ℝ => t⁻¹) T

lemma supportInverse_isHermitian (T : Matrix n n ℂ) : (supportInverse T).IsHermitian :=
  (cfc_predicate (fun t : ℝ => t⁻¹) T).isHermitian

lemma supportInverse_mul_self_mul {T : Matrix n n ℂ} (hT : T.IsHermitian) :
    supportInverse T * T * supportInverse T = supportInverse T := by
  have hid : cfc (fun t : ℝ => t) T = T := cfc_id' ℝ T hT
  change cfc (fun t : ℝ => t⁻¹) T * T * cfc (fun t : ℝ => t⁻¹) T = _
  calc
    _ = cfc (fun t : ℝ => t⁻¹) T * cfc (fun t : ℝ => t) T *
        cfc (fun t : ℝ => t⁻¹) T := by rw [hid]
    _ = cfc (fun t : ℝ => t⁻¹ * t * t⁻¹) T := by
      erw [← cfc_mul (fun t : ℝ => t⁻¹) (fun t : ℝ => t) T
        (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _),
        ← cfc_mul (fun t : ℝ => t⁻¹ * t) (fun t : ℝ => t⁻¹) T
          (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _)]
    _ = _ := by apply cfc_congr; intro t _; by_cases ht : t = 0 <;> simp [ht]

lemma self_mul_supportInverse_mul {T : Matrix n n ℂ} (hT : T.IsHermitian) :
    T * supportInverse T * T = T := by
  have hid : cfc (fun t : ℝ => t) T = T := cfc_id' ℝ T hT
  change T * cfc (fun t : ℝ => t⁻¹) T * T = T
  calc
    _ = cfc (fun t : ℝ => t) T * cfc (fun t : ℝ => t⁻¹) T *
        cfc (fun t : ℝ => t) T := by rw [hid]
    _ = cfc (fun t : ℝ => t * t⁻¹ * t) T := by
      erw [← cfc_mul (fun t : ℝ => t) (fun t : ℝ => t⁻¹) T
        (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _),
        ← cfc_mul (fun t : ℝ => t * t⁻¹) (fun t : ℝ => t) T
          (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _)]
    _ = cfc (fun t : ℝ => t) T := by apply cfc_congr; intro t _; simp
    _ = T := hid

lemma supportInverse_commute {T : Matrix n n ℂ} (hT : T.IsHermitian) :
    supportInverse T * T = T * supportInverse T := by
  have hid : cfc (fun t : ℝ => t) T = T := cfc_id' ℝ T hT
  change cfc (fun t : ℝ => t⁻¹) T * T = T * cfc (fun t : ℝ => t⁻¹) T
  calc
    _ = cfc (fun t : ℝ => t⁻¹) T * cfc (fun t : ℝ => t) T := by rw [hid]
    _ = cfc (fun t : ℝ => t⁻¹ * t) T := by
      erw [← cfc_mul (fun t : ℝ => t⁻¹) (fun t : ℝ => t) T
        (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _)]
    _ = cfc (fun t : ℝ => t * t⁻¹) T := by
      apply cfc_congr; intro t _; exact mul_comm _ _
    _ = cfc (fun t : ℝ => t) T * cfc (fun t : ℝ => t⁻¹) T := by
      erw [cfc_mul (fun t : ℝ => t) (fun t : ℝ => t⁻¹) T
        (T.finite_real_spectrum.continuousOn _) (T.finite_real_spectrum.continuousOn _)]
    _ = _ := by rw [hid]

omit [DecidableEq n] in
lemma bounded_mulVec_zero {G T : Matrix n n ℂ} (hG : G.PosSemidef) (hGT : G ≤ T)
    (x : n → ℂ) (hx : T *ᵥ x = 0) : G *ᵥ x = 0 := by
  apply hG.dotProduct_mulVec_zero_iff.mp
  apply le_antisymm _ (hG.dotProduct_mulVec_nonneg x)
  have ht := (Matrix.le_iff.mp hGT).dotProduct_mulVec_nonneg x
  simpa only [Matrix.sub_mulVec, dotProduct_sub, hx, dotProduct_zero, zero_sub,
    dotProduct_neg, neg_nonneg] using ht

omit [DecidableEq n] in
lemma bounded_mul_zero {m : Type u_m} {G T : Matrix n n ℂ}
    (hG : G.PosSemidef) (hGT : G ≤ T) (R : Matrix n m ℂ)
    (hTR : T * R = 0) : G * R = 0 := by
  ext i j
  exact congrFun (bounded_mulVec_zero hG hGT (fun k => R k j)
    (funext fun k => congrFun (congrFun hTR k) j)) i

lemma right_support {G T : Matrix n n ℂ} (hT : T.IsHermitian)
    (hG : G.PosSemidef) (hGT : G ≤ T) : G * (supportInverse T * T) = G := by
  have hzero : T * (1 - supportInverse T * T) = 0 := by
    rw [Matrix.mul_sub, Matrix.mul_one, ← Matrix.mul_assoc, self_mul_supportInverse_mul hT, sub_self]
  have hz := bounded_mul_zero hG hGT _ hzero
  rw [Matrix.mul_sub, Matrix.mul_one, sub_eq_zero] at hz
  exact hz.symm

lemma left_support {G T : Matrix n n ℂ} (hT : T.IsHermitian)
    (hG : G.PosSemidef) (hGT : G ≤ T) : (T * supportInverse T) * G = G := by
  have h := congrArg Matrix.conjTranspose (right_support hT hG hGT)
  simpa only [Matrix.conjTranspose_mul, hT.eq, (supportInverse_isHermitian T).eq,
    hG.isHermitian.eq, Matrix.mul_assoc] using h

variable {m : Type u_m} [Fintype m] [DecidableEq m]

def rangeProjection (F : Matrix m n ℂ) : Matrix m m ℂ :=
  F * supportInverse (Fᴴ * F) * Fᴴ

omit [DecidableEq m] in
lemma rangeProjection_isHermitian (F : Matrix m n ℂ) :
    (rangeProjection F).IsHermitian := by
  unfold Matrix.IsHermitian
  simp only [rangeProjection, Matrix.conjTranspose_mul, Matrix.conjTranspose_conjTranspose,
    (supportInverse_isHermitian _).eq, Matrix.mul_assoc]

omit [DecidableEq m] in
lemma rangeProjection_sq (F : Matrix m n ℂ) :
    rangeProjection F * rangeProjection F = rangeProjection F := by
  have h := supportInverse_mul_self_mul (Matrix.isHermitian_conjTranspose_mul_self F)
  unfold rangeProjection
  calc
    _ = F * (supportInverse (Fᴴ * F) * (Fᴴ * F) * supportInverse (Fᴴ * F)) * Fᴴ := by
      simp only [Matrix.mul_assoc]
    _ = _ := by rw [h]

lemma complement_posSemidef (F : Matrix m n ℂ) : (1 - rangeProjection F).PosSemidef := by
  have h : (1 - rangeProjection F)ᴴ * (1 - rangeProjection F) = 1 - rangeProjection F := by
    rw [Matrix.conjTranspose_sub, Matrix.conjTranspose_one, (rangeProjection_isHermitian F).eq,
      Matrix.sub_mul, Matrix.mul_sub, Matrix.mul_sub, Matrix.one_mul, Matrix.one_mul,
      Matrix.mul_one, rangeProjection_sq]
    abel
  rw [← h]
  exact Matrix.posSemidef_conjTranspose_mul_self _

lemma complement_pullback (F : Matrix m n ℂ) :
    Fᴴ * (1 - rangeProjection F) * F = 0 := by
  have h := self_mul_supportInverse_mul (Matrix.isHermitian_conjTranspose_mul_self F)
  rw [Matrix.mul_sub, Matrix.mul_one, Matrix.sub_mul]
  change Fᴴ * F - Fᴴ * (F * supportInverse (Fᴴ * F) * Fᴴ) * F = 0
  rw [show Fᴴ * (F * supportInverse (Fᴴ * F) * Fᴴ) * F =
      (Fᴴ * F) * supportInverse (Fᴴ * F) * (Fᴴ * F) by simp only [Matrix.mul_assoc], h,
    sub_self]

variable {A : Type u_A} [Fintype A] [DecidableEq A]

def transportedEffect (F : Matrix m n ℂ) (G : A → Matrix n n ℂ) (a₀ a : A) : Matrix m m ℂ :=
  (F * supportInverse (Fᴴ * F)) * G a * (F * supportInverse (Fᴴ * F))ᴴ +
    if a = a₀ then 1 - rangeProjection F else 0

omit [Fintype A] in
lemma transportedEffect_pos (F : Matrix m n ℂ) (G : A → Matrix n n ℂ)
    (hG : ∀ a, (G a).PosSemidef) (a₀ a : A) : (transportedEffect F G a₀ a).PosSemidef := by
  apply ((hG a).mul_mul_conjTranspose_same _).add
  split_ifs
  · exact complement_posSemidef F
  · exact Matrix.PosSemidef.zero

lemma transportedEffect_sum (F : Matrix m n ℂ) (G : A → Matrix n n ℂ)
    (hG : ∑ a, G a = Fᴴ * F) (a₀ : A) : ∑ a, transportedEffect F G a₀ a = 1 := by
  have h := supportInverse_mul_self_mul (Matrix.isHermitian_conjTranspose_mul_self F)
  simp only [transportedEffect, Finset.sum_add_distrib, ← Matrix.sum_mul, ← Matrix.mul_sum,
    Finset.sum_ite_eq', Finset.mem_univ, ite_true, hG, Matrix.conjTranspose_mul,
    (supportInverse_isHermitian _).eq]
  rw [show (F * supportInverse (Fᴴ * F)) * (Fᴴ * F) * (supportInverse (Fᴴ * F) * Fᴴ) =
      F * (supportInverse (Fᴴ * F) * (Fᴴ * F) * supportInverse (Fᴴ * F)) * Fᴴ by
      simp only [Matrix.mul_assoc], h]
  unfold rangeProjection
  abel

lemma transportedEffect_pullback (F : Matrix m n ℂ) (G : A → Matrix n n ℂ)
    (hG : ∀ a, (G a).PosSemidef) (hGT : ∑ a, G a = Fᴴ * F) (a₀ a : A) :
    Fᴴ * transportedEffect F G a₀ a * F = G a := by
  have hle : G a ≤ Fᴴ * F := by
    rw [← hGT]
    exact Finset.single_le_sum (fun b _ => (hG b).nonneg) (Finset.mem_univ a)
  have hherm := Matrix.isHermitian_conjTranspose_mul_self F
  unfold transportedEffect
  rw [Matrix.mul_add, Matrix.add_mul]
  have hzero : Fᴴ * (if a = a₀ then 1 - rangeProjection F else 0) * F = 0 := by
    split_ifs
    · exact complement_pullback F
    · simp
  rw [hzero, add_zero, Matrix.conjTranspose_mul,
    (supportInverse_isHermitian _).eq]
  calc
    _ = ((Fᴴ * F) * supportInverse (Fᴴ * F)) * G a * (supportInverse (Fᴴ * F) * (Fᴴ * F)) := by
      simp only [Matrix.mul_assoc]
    _ = G a := by rw [left_support hherm (hG a) hle, right_support hherm (hG a) hle]

theorem measurement_transport (F : Matrix m n ℂ) (G : A → Matrix n n ℂ)
    (hG : ∀ a, (G a).PosSemidef) (hGT : ∑ a, G a = Fᴴ * F) (a₀ : A) :
    ∃ E : A → Matrix m m ℂ, (∀ a, (E a).PosSemidef) ∧ ∑ a, E a = 1 ∧
      ∀ a, Fᴴ * E a * F = G a := by
  exact ⟨transportedEffect F G a₀, transportedEffect_pos F G hG a₀,
    transportedEffect_sum F G hGT a₀, transportedEffect_pullback F G hG hGT a₀⟩

end ThresholdParallelRepetition.MeasurementTransport

end

end OAI