import OAI.Geometry.PinnedDistances.RandomGrids

namespace OAI

universe u1 u2 u3 u4

section
noncomputable section
open NumberField
open scoped BigOperators
noncomputable section
open MeasureTheory
open scoped Topology
noncomputable section
open MeasureTheory
open scoped Topology ENNReal

noncomputable section
open MeasureTheory NumberField
open scoped BigOperators
namespace WeakPinned.Global
open Hierarchy
variable {P : Type u1} [Fintype P] [DecidableEq P]
variable {K : Type u2} [Field K] [NumberField K]
variable (Z : P → K) (hZ : Function.Injective Z)
include hZ

def good (v : InfinitePlace K) (ω : Grid.FullSample) : Prop :=
  ∀ x y z : P, x ≠ y → y ≠ z → x ≠ z →
    min (Grid.depth ω (v.embedding (Z x)) (v.embedding (Z y)))
      (Grid.depth ω (v.embedding (Z y)) (v.embedding (Z z))) ≤
        Grid.depth ω (v.embedding (Z x)) (v.embedding (Z z))

omit [Fintype P] [DecidableEq P] [NumberField K] in
lemma embedding_ne (v : InfinitePlace K) {x y : P} (hne : x ≠ y) :
    v.embedding (Z x) ≠ v.embedding (Z y) :=
  fun hh => hne (hZ (v.embedding.injective hh))

omit [DecidableEq P] [NumberField K] in
lemma measurableSet_good (v : InfinitePlace K) : MeasurableSet {ω | good Z v ω} := by
  simp only [good, Set.ofPred_forall]
  apply MeasurableSet.iInter
  intro x
  apply MeasurableSet.iInter
  intro y
  apply MeasurableSet.iInter
  intro z
  apply MeasurableSet.iInter
  intro hxy
  apply MeasurableSet.iInter
  intro hyz
  apply MeasurableSet.iInter
  intro hxz
  exact measurableSet_le
    ((Grid.measurable_depth (embedding_ne Z hZ v hxy)).min
      (Grid.measurable_depth (embedding_ne Z hZ v hyz)))
    (Grid.measurable_depth (embedding_ne Z hZ v hxz))

omit [DecidableEq P] [NumberField K] in
lemma good_ae (v : InfinitePlace K) : ∀ᵐ ω ∂Grid.fullLaw, good Z v ω := by
  simp only [good, Filter.eventually_all]
  intro x y z hxy hyz hxz
  exact Grid.depth_ultra_ae (embedding_ne Z hZ v hxy)
    (embedding_ne Z hZ v hyz) (embedding_ne Z hZ v hxz)

instance good_decidable (v : InfinitePlace K) (ω : Grid.FullSample) : Decidable (good Z v ω) :=
  Classical.propDecidable _

def arch (v : InfinitePlace K) (ω : Grid.FullSample) : Depth P where
  value x y := if good Z v ω ∧ x ≠ y then Grid.depth ω (v.embedding (Z x)) (v.embedding (Z y)) else 0
  symm x y := by
    by_cases h : good Z v ω
    · by_cases hxy : x = y
      · subst y; rfl
      · simp [h, hxy, Ne.symm hxy, Grid.depth_symm]
    · simp [h]
  ultra x y z hxy hyz hxz := by
    by_cases h : good Z v ω
    · simpa [h,hxy,hyz,hxz] using h x y z hxy hyz hxz
    · simp [h]

omit [NumberField K] in
lemma arch_value_ae (v : InfinitePlace K) {x y : P} (hxy : x ≠ y) :
    (fun ω => (arch Z v ω).value x y) =ᵐ[Grid.fullLaw]
      (fun ω => Grid.depth ω (v.embedding (Z x)) (v.embedding (Z y))) := by
  filter_upwards [good_ae Z hZ v] with ω h
  simp [arch,h,hxy]

omit [NumberField K] in
lemma arch_measurable (v : InfinitePlace K) (x y : P) :
    Measurable (fun ω => (arch Z v ω).value x y) := by
  by_cases hxy : x = y
  · subst y
    simpa only [arch,ne_eq,not_true_eq_false,and_false,reduceIte] using
      (measurable_const : Measurable (fun _ : Grid.FullSample => (0:ℝ)))
  · simpa [arch,hxy] using (Grid.measurable_depth (embedding_ne Z hZ v hxy)).ite
      (measurableSet_good Z hZ v) (measurable_const : Measurable (fun _ : Grid.FullSample => (0:ℝ)))

omit [NumberField K] in
lemma arch_integrable (v : InfinitePlace K) (x y : P) :
    Integrable (fun ω => (arch Z v ω).value x y) Grid.fullLaw := by
  by_cases hxy : x = y
  · subst y
    simpa only [arch,ne_eq,not_true_eq_false,and_false,reduceIte] using
      (integrable_const (0:ℝ) : Integrable (fun _ : Grid.FullSample => (0:ℝ)) Grid.fullLaw)
  · have hi := (Grid.error_integrable_full (embedding_ne Z hZ v hxy)).sub
      (integrable_const (Real.log ‖v.embedding (Z x) - v.embedding (Z y)‖))
    have he : (fun ω => Grid.error ω (v.embedding (Z x)) (v.embedding (Z y)) -
        Real.log ‖v.embedding (Z x) - v.embedding (Z y)‖) =
        (fun ω => Grid.depth ω (v.embedding (Z x)) (v.embedding (Z y))) := by
      funext ω; simp only [Grid.error,add_sub_cancel_right]
    change Integrable (fun ω => Grid.error ω (v.embedding (Z x)) (v.embedding (Z y)) -
        Real.log ‖v.embedding (Z x) - v.embedding (Z y)‖) Grid.fullLaw at hi
    rw [he] at hi
    exact hi.congr (arch_value_ae Z hZ v hxy).symm

lemma arch_mean (v : InfinitePlace K) (x y : P) (hxy : x ≠ y) :
    (∫ ω, (arch Z v ω).value x y ∂Grid.fullLaw) = -Real.log (v (Z x-Z y)) + Grid.kappa := by
  rw [integral_congr_ae (arch_value_ae Z hZ v hxy)]
  have hh := Grid.mean_error_full (embedding_ne Z hZ v hxy)
  have hi := (arch_integrable Z hZ v x y).congr (arch_value_ae Z hZ v hxy)
  simp only [Grid.error] at hh
  rw [integral_add hi (integrable_const _)] at hh
  simp only [integral_const,probReal_univ,one_smul] at hh
  rw [← map_sub, InfinitePlace.norm_embedding_eq] at hh
  linarith

def finite (v : FinitePlace K) : Depth P where
  value x y := if x = y then 0 else -Real.log (v (Z x-Z y))
  symm x y := by
    by_cases hxy : x = y
    · subst y; rfl
    · simp only [hxy,Ne.symm hxy,reduceIte]
      rw [← neg_sub (Z x) (Z y), map_neg_eq_map]
  ultra x y z hxy hyz hxz := by
    simp only [hxy,hyz,hxz,reduceIte]
    exact Arithmetic.finite_raw_ultra v (hZ.ne hxy) (hZ.ne hyz) (hZ.ne hxz)

abbrev DiffPair := {p : P × P // p.1 ≠ p.2}

def badPlaces : Finset (FinitePlace K) :=
  (Arithmetic.finite_nonunit_places (fun p : DiffPair (P := P) => Z p.1.1 - Z p.1.2)
    (fun p => sub_ne_zero.mpr (hZ.ne p.2))).toFinset

omit [DecidableEq P] in
lemma badPlaces_mem (v : FinitePlace K) : v ∈ badPlaces Z hZ ↔ ∃ x y, x ≠ y ∧ v (Z x-Z y) ≠ 1 := by
  simp only [badPlaces, Set.Finite.mem_toFinset]
  constructor
  · rintro ⟨⟨⟨x,y⟩,hne⟩,hh⟩
    exact ⟨x,y,hne,hh⟩
  · rintro ⟨x,y,hne,hh⟩
    exact ⟨⟨(x,y),hne⟩,hh⟩

lemma finite_value_sum (x y : P) (hxy : x ≠ y) :
    (∑ v ∈ badPlaces Z hZ, (finite Z hZ v).value x y) =
      ∑ᶠ v : FinitePlace K, -Real.log (v (Z x-Z y)) := by
  simp only [finite,hxy,reduceIte]
  symm
  apply finsum_eq_sum_of_support_subset
  intro v hv
  apply (badPlaces_mem Z hZ v).mpr
  refine ⟨x,y,hxy,?_⟩
  intro hh
  exact hv (by simp [hh])

def S (x : P) : ℝ :=
  (∑ v : InfinitePlace K, Arithmetic.archWeight v * ∫ ω, (arch Z v ω).potential x ∂Grid.fullLaw) +
    (Module.finrank ℚ K : ℝ)⁻¹ * ∑ v ∈ badPlaces Z hZ, (finite Z hZ v).potential x

def L (x y : P) (hxy : x ≠ y) : ℝ :=
  (∑ v : InfinitePlace K, Arithmetic.archWeight v * ∫ ω, (arch Z v ω).overlapLength x y hxy ∂Grid.fullLaw) +
    (Module.finrank ℚ K : ℝ)⁻¹ * ∑ v ∈ badPlaces Z hZ, (finite Z hZ v).overlapLength x y hxy

def M : ℝ :=
  (∑ v : InfinitePlace K, Arithmetic.archWeight v * ∫ ω, (arch Z v ω).M ∂Grid.fullLaw) +
    (Module.finrank ℚ K : ℝ)⁻¹ * ∑ v ∈ badPlaces Z hZ, (finite Z hZ v).M

lemma coordinate_overlap_identity (hn : 2 ≤ Fintype.card P) (x y : P) (hxy : x ≠ y) :
    L Z hZ x y hxy = Grid.kappa - M Z hZ + S Z hZ x + S Z hZ y := by
  have harch : (∑ v : InfinitePlace K, Arithmetic.archWeight v *
      (∫ ω, (arch Z v ω).M ∂Grid.fullLaw)) +
      (∑ v : InfinitePlace K, Arithmetic.archWeight v *
      (∫ ω, (arch Z v ω).overlapLength x y hxy ∂Grid.fullLaw)) -
      (∑ v : InfinitePlace K, Arithmetic.archWeight v *
      (∫ ω, (arch Z v ω).potential x ∂Grid.fullLaw)) -
      (∑ v : InfinitePlace K, Arithmetic.archWeight v *
      (∫ ω, (arch Z v ω).potential y ∂Grid.fullLaw)) =
      (∑ v : InfinitePlace K, Arithmetic.archWeight v * (-Real.log (v (Z x-Z y)))) + Grid.kappa := by
    rw [← Finset.sum_add_distrib, ← Finset.sum_sub_distrib, ← Finset.sum_sub_distrib]
    have he : ∀ v : InfinitePlace K,
        Arithmetic.archWeight v * (∫ ω, (arch Z v ω).M ∂Grid.fullLaw) +
        Arithmetic.archWeight v * (∫ ω, (arch Z v ω).overlapLength x y hxy ∂Grid.fullLaw) -
        Arithmetic.archWeight v * (∫ ω, (arch Z v ω).potential x ∂Grid.fullLaw) -
        Arithmetic.archWeight v * (∫ ω, (arch Z v ω).potential y ∂Grid.fullLaw) =
        Arithmetic.archWeight v * (-Real.log (v (Z x-Z y))) + Arithmetic.archWeight v * Grid.kappa := by
      intro v
      have hh := Depth.integral_depth_identity (arch Z v) (arch_measurable Z hZ v)
        (arch_integrable Z hZ v) hn x y hxy
      rw [arch_mean Z hZ v x y hxy] at hh
      linear_combination -Arithmetic.archWeight v * hh
    simp_rw [he]
    rw [Finset.sum_add_distrib, ← Finset.sum_mul, Arithmetic.sum_archWeight,one_mul]
  have hfin : (∑ v ∈ badPlaces Z hZ, (finite Z hZ v).M) +
      (∑ v ∈ badPlaces Z hZ, (finite Z hZ v).overlapLength x y hxy) -
      (∑ v ∈ badPlaces Z hZ, (finite Z hZ v).potential x) -
      (∑ v ∈ badPlaces Z hZ, (finite Z hZ v).potential y) =
      ∑ᶠ v : FinitePlace K, -Real.log (v (Z x-Z y)) := by
    rw [← finite_value_sum Z hZ x y hxy, ← Finset.sum_add_distrib,
      ← Finset.sum_sub_distrib, ← Finset.sum_sub_distrib]
    apply Finset.sum_congr rfl
    intro v _
    exact ((finite Z hZ v).depth_identity hn x y hxy).symm
  have hprod := Arithmetic.normalized_log_product_formula (Z x-Z y) (sub_ne_zero.mpr (hZ.ne hxy))
  dsimp only [L,M,S]
  linear_combination harch + (Module.finrank ℚ K : ℝ)⁻¹ * hfin + hprod

lemma S_nonneg (x : P) : 0 ≤ S Z hZ x := by
  apply add_nonneg
  · exact Finset.sum_nonneg (fun v _ => mul_nonneg (Arithmetic.archWeight_nonneg v)
      (integral_nonneg (fun ω => (arch Z v ω).potential_nonneg x)))
  · exact mul_nonneg (by positivity) (Finset.sum_nonneg (fun v _ => (finite Z hZ v).potential_nonneg x))

lemma L_nonneg (x y : P) (hxy : x ≠ y) : 0 ≤ L Z hZ x y hxy := by
  apply add_nonneg
  · exact Finset.sum_nonneg (fun v _ => mul_nonneg (Arithmetic.archWeight_nonneg v)
      (integral_nonneg (fun ω => (arch Z v ω).overlapLength_nonneg x y hxy)))
  · exact mul_nonneg (by positivity) (Finset.sum_nonneg (fun v _ => (finite Z hZ v).overlapLength_nonneg x y hxy))

end WeakPinned.Global

namespace WeakPinned.Hierarchy.Depth
open MeasureTheory
variable {P : Type u3} [Fintype P] [DecidableEq P]
variable (d : Depth P)

def count (r : ℝ) (C : Finset P) : ℝ := (d.transformed r).count C

def mass (C : Finset P) : ℝ := if 2 ≤ C.card then ∫ r, d.count r C else 0

lemma sum_map_count (m : Multiset (Finset P)) (f : Finset P → ℝ) :
    (m.map f).sum = ∑ C, (m.count C : ℝ) * f C := by
  induction m using Multiset.induction_on with
  | empty => simp
  | @cons a m ih =>
      simp only [Multiset.map_cons, Multiset.sum_cons, ih, Multiset.count_cons]
      simp_rw [Nat.cast_add, add_mul]
      rw [Finset.sum_add_distrib]
      simp [add_comm]

lemma sumCells_count (f : Finset P → ℝ) (r : ℝ) :
    d.sumCells f r = ∑ C, d.count r C * f C := sum_map_count _ _

lemma count_nonneg (r : ℝ) (C : Finset P) : 0 ≤ d.count r C := Nat.cast_nonneg _

lemma count_le_overlap (r : ℝ) (C : Finset P) (x y : P) (hx : x ∈ C) (hy : y ∈ C) :
    d.count r C ≤ d.pairOverlap r x y := by
  rw [pairOverlap, d.sumCells_count]
  calc
    d.count r C = d.count r C * (if x ∈ C ∧ y ∈ C then (1 : ℝ) else 0) := by simp [hx,hy]
    _ ≤ _ := Finset.single_le_sum (f := fun D => d.count r D * (if x ∈ D ∧ y ∈ D then (1 : ℝ) else 0)) (fun D _ => mul_nonneg (d.count_nonneg r D) (by positivity)) (Finset.mem_univ C)

lemma measurable_count (C : Finset P) : Measurable (fun r => d.count r C) := by
  let F : Finset (Finset P) × Finset (Finset P) → ℝ := fun st =>
    (((st.1.filter (fun D => ¬Fintype.card P < 2*D.card)).val +
       st.2.val.map (fun D => Dᶜ)).count C : ℝ)
  have hh : Measurable (fun r => F (d.cells r, d.giants r)) :=
    (measurable_of_finite F).comp (d.measurable_cells.prodMk d.measurable_giants)
  change Measurable (fun r => F (d.cells r, d.giants r))
  exact hh

lemma integrable_count (hn : 2 ≤ Fintype.card P) (C : Finset P) (hC : 2 ≤ C.card) :
    Integrable (fun r => d.count r C) := by
  obtain ⟨x,hx,y,hy,hxy⟩ := Finset.one_lt_card.mp hC
  apply (d.integrable_pairOverlap hn x y hxy).mono' (d.measurable_count C).aestronglyMeasurable
  filter_upwards with r
  simpa only [Real.norm_eq_abs, abs_of_nonneg (d.count_nonneg r C)] using d.count_le_overlap r C x y hx hy

lemma mass_nonneg (C : Finset P) : 0 ≤ d.mass C := by
  unfold mass
  split_ifs
  · exact integral_nonneg (fun r => d.count_nonneg r C)
  · rfl

lemma mass_singleton (C : Finset P) (hC : C.card ≤ 1) : d.mass C = 0 := by
  simp [mass, show ¬2 ≤ C.card by omega]

lemma mass_le_overlap (hn : 2 ≤ Fintype.card P) (C : Finset P) (x y : P)
    (hxy : x ≠ y) (hx : x ∈ C) (hy : y ∈ C) :
    d.mass C ≤ d.overlapLength x y hxy := by
  have hC : 2 ≤ C.card := Finset.one_lt_card.mpr ⟨x,hx,y,hy,hxy⟩
  rw [mass, ite_eq_left hC, overlapLength]
  exact integral_mono (d.integrable_count hn C hC) (d.integrable_pairOverlap hn x y hxy)
    (fun r => d.count_le_overlap r C x y hx hy)

lemma integral_sumCells (hn : 2 ≤ Fintype.card P) (f : Finset P → ℝ)
    (hf : ∀ C, C.card ≤ 1 → f C = 0) :
    (∫ r, d.sumCells f r) = ∑ C, d.mass C * f C := by
  have hi (C : Finset P) : Integrable (fun r => d.count r C * f C) := by
    by_cases hC : 2 ≤ C.card
    · exact (d.integrable_count hn C hC).mul_const _
    · simp [hf C (by omega)]
  simp_rw [d.sumCells_count]
  rw [integral_finsetSum _ (fun C _ => hi C)]
  apply Finset.sum_congr rfl
  intro C _
  by_cases hC : 2 ≤ C.card
  · simp [mass,hC,integral_mul_const]
  · simp [mass,hC,hf C (by omega)]

lemma mass_overlap (hn : 2 ≤ Fintype.card P) (x y : P) (hxy : x ≠ y) :
    (∑ C, d.mass C * (if x ∈ C ∧ y ∈ C then (1 : ℝ) else 0)) =
      d.overlapLength x y hxy := by
  symm
  apply d.integral_sumCells hn
  intro C hC
  have hh : ¬(x ∈ C ∧ y ∈ C) := by
    rintro ⟨hx,hy⟩
    have := Finset.one_lt_card.mpr ⟨x,hx,y,hy,hxy⟩
    omega
  simp [hh]

section Param
variable {Ω : Type u4} [MeasurableSpace Ω] (D : Ω → Depth P)
    (hD : ∀ x y, Measurable (fun ω => (D ω).value x y))
include hD
lemma measurable_count_param (C : Finset P) :
    Measurable (fun p : Ω × ℝ => (D p.1).count p.2 C) := by
  let F : Finset (Finset P) × Finset (Finset P) → ℝ := fun st =>
    (((st.1.filter (fun E => ¬Fintype.card P < 2*E.card)).val +
       st.2.val.map (fun E => Eᶜ)).count C : ℝ)
  have hm : Measurable (fun p : Ω×ℝ => ((D p.1).cells p.2, (D p.1).giants p.2)) :=
    (measurable_cells_param (P:=P) (Ω:=Ω×ℝ) (fun p : Ω×ℝ => D p.1)
      (fun x y => (hD x y).comp measurable_fst) Prod.snd measurable_snd).prodMk
    (measurable_giants_param (P:=P) (Ω:=Ω×ℝ) (fun p : Ω×ℝ => D p.1)
      (fun x y => (hD x y).comp measurable_fst) Prod.snd measurable_snd)
  have hh : Measurable (fun p : Ω×ℝ => F ((D p.1).cells p.2, (D p.1).giants p.2)) :=
    (measurable_of_finite F).comp hm
  change Measurable (fun p : Ω×ℝ => F ((D p.1).cells p.2, (D p.1).giants p.2))
  exact hh

lemma measurable_mass_param (C : Finset P) : Measurable (fun ω => (D ω).mass C) := by
  unfold mass
  split_ifs with hC
  · exact (measurable_count_param D hD C).stronglyMeasurable.integral_prod_right.measurable
  · exact measurable_const

lemma integrable_mass_param {μ : Measure Ω}
    (hi : ∀ x y, Integrable (fun ω => (D ω).value x y) μ)
    (hn : 2 ≤ Fintype.card P) (C : Finset P) :
    Integrable (fun ω => (D ω).mass C) μ := by
  by_cases hC : 2 ≤ C.card
  · obtain ⟨x,hx,y,hy,hxy⟩ := Finset.one_lt_card.mp hC
    apply (integrable_overlapLength_param D hD hi hn x y hxy).mono'
      (measurable_mass_param D hD C).aestronglyMeasurable
    filter_upwards with ω
    simpa only [Real.norm_eq_abs, abs_of_nonneg ((D ω).mass_nonneg C)] using
      (D ω).mass_le_overlap hn C x y hxy hx hy
  · simp only [mass, hC, reduceIte]
    exact integrable_zero _ _ _

lemma averaged_mass_overlap {μ : Measure Ω}
    (hi : ∀ x y, Integrable (fun ω => (D ω).value x y) μ)
    (hn : 2 ≤ Fintype.card P) (x y : P) (hxy : x ≠ y) :
    (∑ C, (∫ ω, (D ω).mass C ∂μ) * (if x ∈ C ∧ y ∈ C then (1 : ℝ) else 0)) =
      ∫ ω, (D ω).overlapLength x y hxy ∂μ := by
  simp_rw [← integral_mul_const]
  rw [← integral_finsetSum _ (fun C _ => (integrable_mass_param D hD hi hn C).mul_const _)]
  exact integral_congr_ae (Filter.Eventually.of_forall (fun ω => (D ω).mass_overlap hn x y hxy))
end Param
end WeakPinned.Hierarchy.Depth

end
end
end
end
end

end OAI