Module: Mathlib.Probability.Independence.Kernel.IndepFun

Goal state before:
pp: α : Type u_1
Ω : Type u_2
ι : Type u_3
mα : MeasurableSpace α
mΩ : MeasurableSpace Ω
κ : Kernel α Ω
μ : Measure α
β : ι → Type u_8
m : (i : ι) → MeasurableSpace (β i)
f : (i : ι) → Ω → β i
S T : Finset ι
hST : Disjoint S T
hf_Indep : iIndepFun f κ μ
hf_meas : ∀ (i : ι), Measurable (f i)
⊢ IndepFun (fun a i ↦ f (↑i) a) (fun a i ↦ f (↑i) a) κ μ

Tactic:
rcases eq_or_ne μ 0 with rfl | hμ
  · simp
  obtain ⟨η, η_eq, hη⟩ : ∃ (η : Kernel α Ω), κ =ᵐ[μ] η ∧ IsMarkovKernel η :=
    exists_ae_eq_isMarkovKernel hf_Indep.ae_isProbabilityMeasure hμ
  apply IndepFun.congr (Filter.EventuallyEq.symm η_eq)
  -- We introduce π-systems, built from the π-system of boxes which generates `MeasurableSpace.pi`.
  let πSβ := Set.pi (Set.univ : Set S) ''
    Set.pi (Set.univ : Set S) fun i => { s : Set (β i) | MeasurableSet[m i] s }
  let πS := { s : Set Ω | ∃ t ∈ πSβ, (fun a (i : S) => f i a) ⁻¹' t = s }
  have hπS_pi : IsPiSystem πS := by exact IsPiSystem.comap (@isPiSystem_pi _ _ ?_) _
  have hπS_gen : (MeasurableSpace.pi.comap fun a (i : S) => f i a) = generateFrom πS := by
    rw [generateFrom_pi.symm, comap_generateFrom]
    congr
  let πTβ := Set.pi (Set.univ : Set T) ''
      Set.pi (Set.univ : Set T) fun i => { s : Set (β i) | MeasurableSet[m i] s }
  let πT := { s : Set Ω | ∃ t ∈ πTβ, (fun a (i : T) => f i a) ⁻¹' t = s }
  have hπT_pi : IsPiSystem πT := by exact IsPiSystem.comap (@isPiSystem_pi _ _ ?_) _
  have hπT_gen : (MeasurableSpace.pi.comap fun a (i : T) => f i a) = generateFrom πT := by
    rw [generateFrom_pi.symm, comap_generateFrom]
    congr
  -- To prove independence, we prove independence of the generating π-systems.
  refine IndepSets.indep (Measurable.comap_le (measurable_pi_iff.mpr fun i => hf_meas i))
    (Measurable.comap_le (measurable_pi_iff.mpr fun i => hf_meas i)) hπS_pi hπT_pi hπS_gen hπT_gen
    ?_
  rintro _ _ ⟨s, ⟨sets_s, hs1, hs2⟩, rfl⟩ ⟨t, ⟨sets_t, ht1, ht2⟩, rfl⟩
  simp only [Set.mem_univ_pi, Set.mem_ofPred_eq] at hs1 ht1
  rw [← hs2, ← ht2]
  classical
  let sets_s' : ∀ i : ι, Set (β i) := fun i =>
    dite (i ∈ S) (fun hi => sets_s ⟨i, hi⟩) fun _ => Set.univ
  have h_sets_s'_eq : ∀ {i} (hi : i ∈ S), sets_s' i = sets_s ⟨i, hi⟩ := by
    intro i hi; simp_rw [sets_s', dif_pos hi]
  have h_sets_s'_univ : ∀ {i} (_hi : i ∈ T), sets_s' i = Set.univ := by
    intro i hi; simp_rw [sets_s', dif_neg (Finset.disjoint_right.mp hST hi)]
  let sets_t' : ∀ i : ι, Set (β i) := fun i =>
    dite (i ∈ T) (fun hi => sets_t ⟨i, hi⟩) fun _ => Set.univ
  have h_sets_t'_univ : ∀ {i} (_hi : i ∈ S), sets_t' i = Set.univ := by
    intro i hi; simp_rw [sets_t', dif_neg (Finset.disjoint_left.mp hST hi)]
  have h_meas_s' : ∀ i ∈ S, MeasurableSet (sets_s' i) := by
    intro i hi; rw [h_sets_s'_eq hi]; exact hs1 _
  have h_meas_t' : ∀ i ∈ T, MeasurableSet (sets_t' i) := by
    intro i hi; simp_rw [sets_t', dif_pos hi]; exact ht1 _
  have h_eq_inter_S : (fun (ω : Ω) (i : ↥S) =>
    f (↑i) ω) ⁻¹' Set.pi Set.univ sets_s = ⋂ i ∈ S, f i ⁻¹' sets_s' i := by
    ext1 x
    simp_rw [Set.mem_preimage, Set.mem_univ_pi, Set.mem_iInter]
    grind
  have h_eq_inter_T : (fun (ω : Ω) (i : ↥T) => f (↑i) ω) ⁻¹' Set.pi Set.univ sets_t
    = ⋂ i ∈ T, f i ⁻¹' sets_t' i := by
    ext1 x
    simp only [Set.mem_preimage, Set.mem_univ_pi, Set.mem_iInter]
    constructor <;> intro h
    · intro i hi; simp_rw [sets_t', dif_pos hi]; exact h ⟨i, hi⟩
    · rintro ⟨i, hi⟩; specialize h i hi; simp_rw [sets_t', dif_pos hi] at h; exact h
  replace hf_Indep := hf_Indep.congr η_eq
  rw [iIndepFun_iff_measure_inter_preimage_eq_mul] at hf_Indep
  have h_Inter_inter :
    ((⋂ i ∈ S, f i ⁻¹' sets_s' i) ∩ ⋂ i ∈ T, f i ⁻¹' sets_t' i) =
      ⋂ i ∈ S ∪ T, f i ⁻¹' (sets_s' i ∩ sets_t' i) := by
    ext1 x
    simp_rw [Set.mem_inter_iff, Set.mem_iInter, Set.mem_preimage, Finset.mem_union]
    constructor <;> intro h
    · grind
    · exact ⟨fun i hi => (h i (Or.inl hi)).1, fun i hi => (h i (Or.inr hi)).2⟩
  have h_meas_inter : ∀ i ∈ S ∪ T, MeasurableSet (sets_s' i ∩ sets_t' i) := by
    intro i hi_mem
    rw [Finset.mem_union] at hi_mem
    rcases hi_mem with hi_mem | hi_mem
    · rw [h_sets_t'_univ hi_mem, Set.inter_univ]
      exact h_meas_s' i hi_mem
    · rw [h_sets_s'_univ hi_mem, Set.univ_inter]
      exact h_meas_t' i hi_mem
  filter_upwards [hf_Indep S h_meas_s', hf_Indep T h_meas_t', hf_Indep (S ∪ T) h_meas_inter]
    with a h_indepS h_indepT h_indepST
  rw [h_eq_inter_S, h_eq_inter_T, h_indepS, h_indepT, h_Inter_inter, h_indepST,
    Finset.prod_union hST]
  congr 1
  · refine Finset.prod_congr rfl fun i hi => ?_
    rw [h_sets_t'_univ hi, Set.inter_univ]
  · refine Finset.prod_congr rfl fun i hi => ?_
    rw [h_sets_s'_univ hi, Set.univ_inter]

Goal state after: