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Add lean source and binary files (part 121)
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import OAI.Probability.DirectionalWalk.LateEndpoints
namespace OAI
open MeasureTheory ProbabilityTheory Filter Preorder
open scoped ENNReal BigOperators Topology
namespace DirectionalZeroOne
open scoped Classical
def combineTapes {α : Type*} (p : (ℕ → α) × (ℕ → α)) : TwoTape α :=
fun i => if i.1 then p.2 i.2 else p.1 i.2
lemma measurable_combineTapes {α : Type*} [MeasurableSpace α] :
Measurable (combineTapes (α := α)) := by
apply Measurable.of_eval
intro i
cases i with | mk b n =>
cases b <;> simp only [combineTapes,↓reduceIte,Bool.false_eq_true] <;> fun_prop
lemma combineTapes_law {α : Type*} [MeasurableSpace α]
(ν : Bool → Measure α) [∀ b, IsProbabilityMeasure (ν b)] :
((Measure.infinitePi (fun _ : ℕ => ν false)).prod
(Measure.infinitePi (fun _ : ℕ => ν true))).map combineTapes = twoTapeLaw ν := by
have hpair := (twoExtract_independent ν).map_prod_eq_prod_map_map
(Measurable.of_eval (fun i => measurable_pi_apply (false,i))).aemeasurable
(Measurable.of_eval (fun i => measurable_pi_apply (true,i))).aemeasurable
rw [twoExtract_law,twoExtract_law] at hpair
rw [← hpair,Measure.map_map measurable_combineTapes
((Measurable.of_eval (fun i => measurable_pi_apply (false,i))).prodMk
(Measurable.of_eval (fun i => measurable_pi_apply (true,i))))]
have he : combineTapes ∘ (fun Z : TwoTape α => ((fun i => Z (false,i)),(fun i => Z (true,i)))) = id := by
funext Z
funext i
cases i with | mk b n => cases b <;> rfl
rw [he,Measure.map_id]
noncomputable def mixedTapes {d : ℕ} (e : Step d) (p : (ℕ → Word d) × Path d) : TwoTape (Word d) :=
combineTapes (p.1,slabs (axisDirection (oppositeStep e)) p.2)
lemma measurable_mixedTapes {d : ℕ} (e : Step d) : Measurable (mixedTapes e) :=
measurable_combineTapes.comp
(measurable_fst.prodMk ((measurable_slabs (axisDirection (oppositeStep e))).comp measurable_snd))
lemma mixedTapes_law {d : ℕ} (μ : Measure (Row d)) [IsProbabilityMeasure μ]
(hell : StrictEllipticity μ) (e : Step d)
(hp : ∀ b, 0 < annealed μ 0 (nonBacktracking (axisDirection (placedAxis e b)))) :
letI : ∀ b, IsProbabilityMeasure (slabLaw μ (axisDirection (placedAxis e b))) :=
fun b => slabLaw_probability μ _ (hp b)
((Measure.infinitePi (fun _ : ℕ => slabLaw μ (axisDirection e))).prod
(conditioned μ (axisDirection (oppositeStep e)))).map (mixedTapes e) =
twoTapeLaw (fun b => slabLaw μ (axisDirection (placedAxis e b))) := by
let : ∀ b, IsProbabilityMeasure (slabLaw μ (axisDirection (placedAxis e b))) :=
fun b => slabLaw_probability μ _ (hp b)
let := slabLaw_probability μ (axisDirection e) (hp false)
let := conditioned_probability μ (axisDirection (oppositeStep e)) (hp true)
have hpminus : 0 < annealed μ 0 (nonBacktracking (axisDirection (oppositeStep e))) := hp true
change (((Measure.infinitePi (fun _ : ℕ => slabLaw μ (axisDirection e))).prod
(conditioned μ (axisDirection (oppositeStep e)))).map
(combineTapes ∘ (fun p => (p.1,slabs (axisDirection (oppositeStep e)) p.2)))) = _
have hf : Measurable (fun p : (ℕ → Word d) × Path d =>
(p.1,slabs (axisDirection (oppositeStep e)) p.2)) :=
measurable_fst.prodMk ((measurable_slabs (axisDirection (oppositeStep e))).comp measurable_snd)
rw [← Measure.map_map measurable_combineTapes hf]
have hmap := Measure.map_prod_map
(Measure.infinitePi (fun _ : ℕ => slabLaw μ (axisDirection e)))
(conditioned μ (axisDirection (oppositeStep e))) measurable_id
(measurable_slabs (axisDirection (oppositeStep e)))
simp only [Measure.map_id',Prod.map_def,Function.id_def] at hmap
rw [← hmap,slabs_map_eq_infinitePi μ hell _ (axisDirection_ne_zero (oppositeStep e)) hpminus]
exact combineTapes_law (fun b => slabLaw μ (axisDirection (placedAxis e b)))
lemma measurableSet_contactDepth {d : ℕ} (e : Step d) (h : ℕ) :
MeasurableSet {Z : TwoTape (Word d) | contactDepth e Z h} := by
have hsite (b : Bool) (i t : ℕ) : Measurable (fun Z : TwoTape (Word d) => opposedSite e Z b i t) := by
unfold opposedSite opposedAnchor
cases b <;> simp only [Bool.false_eq_true,↓reduceIte]
· exact (Finset.measurable_sum _ (fun j _ => (measurable_of_countable wordEnd).comp
(measurable_pi_apply (X := fun _ : Bool × ℕ => Word d) (false,j)))).neg.add ((measurable_of_countable (fun a : Word d => wordPath a t)).comp
(measurable_pi_apply (X := fun _ : Bool × ℕ => Word d) (false,i)))
· exact (measurable_const.add (Finset.measurable_sum _ (fun j _ =>
(measurable_of_countable wordEnd).comp (measurable_pi_apply (X := fun _ : Bool × ℕ => Word d) (true,j))))).add
((measurable_of_countable (fun a : Word d => wordPath a t)).comp (measurable_pi_apply (X := fun _ : Bool × ℕ => Word d) (true,i)))
have hdep (b : Bool) (y : Site d) : MeasurableSet {Z : TwoTape (Word d) | opposedDeparture e Z b y} := by
simp only [opposedDeparture,Set.ofPred_exists]
apply MeasurableSet.iUnion;intro i
apply MeasurableSet.iUnion;intro t
apply MeasurableSet.inter
· exact (measurable_pi_apply (X := fun _ : Bool × ℕ => Word d) (b,i)) (Set.to_countable {a : Word d | t < a.1}).measurableSet
· exact (hsite b i t) (measurableSet_singleton y)
unfold contactDepth contactAt
simp only [Set.ofPred_exists]
exact MeasurableSet.iUnion (fun y => ((hdep false y).inter (hdep true y)).inter (MeasurableSet.const _))
end DirectionalZeroOne
end OAI