openAI-math-dataset / lean /OAI /Probability /Ballisticity /Estimates /BufferRestorationScript.lean
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import Mathlib
import OAI.Probability.Ballisticity.Estimates.RawPairRetention
import OAI.Probability.Ballisticity.Estimates.BufferFirstFailure
namespace OAI
section
section
open MeasureTheory ProbabilityTheory Filter
open scoped ENNReal NNReal BigOperators Topology Classical
namespace DirectionalTransience
lemma hitWord_dirac_le_hitKernel {d : ℕ} (ω : Environment d) (x : Lattice d)
{S T : Set (Lattice d)} (_ : Disjoint S T) (w : HitWord x S T) :
ENNReal.ofReal (wordWeight ω x w.val) • Measure.dirac (wordPath x w.val w.val.length) ≤
hitKernel S T (ω,x) := by
intro U
have hU := (Set.to_countable U).measurableSet
rw [Measure.smul_apply,smul_eq_mul]
by_cases hu : wordPath x w.val w.val.length ∈ U
· rw [Measure.dirac_apply' _ hU,Set.indicator_of_mem hu,Pi.one_apply,mul_one]
rw [hitKernel_apply]
apply le_trans _ (ENNReal.le_tsum w.val.length)
rw [←quenched_wordCylinder]
apply measure_mono
intro X hX
exact ⟨⟨(hitWord_prefix x S T w hX).1,by simpa only [hX _ le_rfl] using hu⟩,
(hitWord_prefix x S T w hX).2⟩
· rw [Measure.dirac_apply' _ hU,Set.indicator_of_notMem hu,mul_zero]
exact bot_le
lemma elliptic_hitWord_dirac_le_hitKernel {d : ℕ} (ω : Environment d) (x : Lattice d)
{κ : ℝ≥0} (hκ : ∀ y e, κ ≤ (ω y).1 e)
{S T : Set (Lattice d)} (hST : Disjoint S T) (w : HitWord x S T) :
(κ : ℝ≥0∞)^w.val.length • Measure.dirac (wordPath x w.val w.val.length) ≤
hitKernel S T (ω,x) := by
have hw := ENNReal.ofReal_le_ofReal (wordWeight_lower ω hκ x w.val)
simp only [ENNReal.ofReal_pow κ.coe_nonneg,ENNReal.ofReal_coe_nnreal] at hw
intro U
exact (mul_le_mul_left hw ((Measure.dirac _) U)).trans ((hitWord_dirac_le_hitKernel ω x hST w) U)
lemma wordPath_lateral_script_end {d : ℕ} (e f : Direction d) (x : Lattice d) (m : ℕ) :
wordPath x (List.replicate m f ++ [e]) (m+1) = x+m • step f+step e := by
induction m generalizing x with
| zero => simp [wordPath]
| succ m ih =>
simp only [List.replicate_succ,List.cons_append,wordPath,ih,succ_nsmul]
abel
lemma wordPath_lateral_script_prefix {d : ℕ} (e f : Direction d) (x : Lattice d)
(m j : ℕ) (hj : j ≤ m) :
wordPath x (List.replicate m f ++ [e]) j = x+j • step f := by
induction m generalizing x j with
| zero =>
have : j=0 := by omega
subst j
simp
| succ m ih =>
cases j with
| zero => simp
| succ j =>
simp only [List.replicate_succ,List.cons_append,wordPath,
ih (x+step f) j (by omega),succ_nsmul]
abel
lemma signedHeight_add_nsmul_other {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(x : Lattice d) (m : ℕ) : signedHeight e (x+m • step f)=signedHeight e x := by
induction m with
| zero => simp
| succ m ih => rw [succ_nsmul,←add_assoc,signedHeight_add_step_other e f hef,ih]
noncomputable def bufferRestoreWord {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(x : Lattice d) (m : ℕ) : HitWord x
(Strip (realPosition (step e)) x 1) (Upper (realPosition (step e)) x 1) := by
refine ⟨List.replicate m f ++ [e],?_,?_⟩
· simp only [List.length_append,List.length_replicate,List.length_cons,List.length_nil,
zero_add,wordPath_lateral_script_end]
change dot (realPosition x) (realPosition (step e))+1 ≤
dot (realPosition (x+m • step f+step e)) (realPosition (step e))
simp only [signedHeight_projection,signedHeight_add_step_self,
signedHeight_add_nsmul_other e f hef,Int.cast_add,Int.cast_one]
exact le_rfl
· intro j hj
have hjm : j ≤ m := by simpa only [List.length_append,List.length_replicate,
List.length_cons,List.length_nil,zero_add,Nat.lt_succ_iff] using hj
rw [wordPath_lateral_script_prefix e f x m j hjm]
change dot (realPosition x) (realPosition (step e)) ≤
dot (realPosition (x+j • step f)) (realPosition (step e)) ∧
dot (realPosition (x+j • step f)) (realPosition (step e)) <
dot (realPosition x) (realPosition (step e))+1
simp only [signedHeight_projection,signedHeight_add_nsmul_other e f hef]
exact ⟨le_rfl,by norm_num⟩
lemma elliptic_lateral_script {d : ℕ} (ω : Environment d) (e f : Direction d)
(hef : e.1 ≠ f.1) (x : Lattice d) (m : ℕ) {κ : ℝ≥0}
(hκ : ∀ y u, κ ≤ (ω y).1 u) :
(κ : ℝ≥0∞)^(m+1) • Measure.dirac (x+m • step f+step e) ≤
hitKernel (Strip (realPosition (step e)) x 1) (Upper (realPosition (step e)) x 1) (ω,x) := by
have hh := elliptic_hitWord_dirac_le_hitKernel ω x hκ (disjoint_strip_upper _ _ _)
(bufferRestoreWord e f hef x m)
simpa only [bufferRestoreWord,List.length_append,List.length_replicate,List.length_cons,
List.length_nil,zero_add,wordPath_lateral_script_end] using hh
end DirectionalTransience
end
section
open MeasureTheory ProbabilityTheory Filter
open scoped ENNReal NNReal BigOperators Topology Classical
namespace DirectionalTransience
def pairRestore {d : ℕ} (e f : Direction d) (m : ℕ) (x : Lattice d × Lattice d) :
Lattice d × Lattice d := (x.1+step e,x.2+m • step f+step e)
lemma pairRestore_gap {d : ℕ} (e f : Direction d) (m : ℕ) (x : Lattice d × Lattice d) :
signedCoordinate f ((pairRestore e f m x).2-(pairRestore e f m x).1) =
signedCoordinate f (x.2-x.1)+m := by
simp only [pairRestore,signedCoordinate_sub,signedCoordinate_add,signedCoordinate_nsmul,
signedCoordinate_step_self,mul_one]
ring
lemma pairRestore_height {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(m : ℕ) (a : ℝ) (x : Lattice d × Lattice d) (hx : x ∈ PairAtHeight (realPosition (step e)) a) :
pairRestore e f m x ∈ PairAtHeight (realPosition (step e)) (a+1) := by
have h1 := hx.1
have h2 := hx.2
simp only [signedHeight_projection] at h1 h2
constructor
· change dot (realPosition (x.1+step e)) (realPosition (step e))=a+1
simp only [signedHeight_projection,signedHeight_add_step_self,Int.cast_add,Int.cast_one,h1]
· change dot (realPosition (x.2+m • step f+step e)) (realPosition (step e))=a+1
simp only [signedHeight_projection,signedHeight_add_step_self,
signedHeight_add_nsmul_other e f hef,Int.cast_add,Int.cast_one,h2]
lemma rawPairEndpointLaw_restoration {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(m : ℕ) (ω : Environment d) (x : Lattice d × Lattice d)
{κ : ℝ≥0} (hκ : ∀ y u, κ ≤ (ω y).1 u) :
(κ : ℝ≥0∞)^(m+2) • Measure.dirac (pairRestore e f m x) ≤
rawPairEndpointLaw (realPosition (step e)) 1 ω x := by
have h1 := elliptic_lateral_script ω e f hef x.1 0 hκ
simp only [zero_nsmul,add_zero,zero_add,pow_one] at h1
have h2 := elliptic_lateral_script ω e f hef x.2 m hκ
have hfinite (y : Lattice d) : IsFiniteMeasure
(hitKernel (Strip (realPosition (step e)) y 1) (Upper (realPosition (step e)) y 1) (ω,y)) :=
⟨lt_of_le_of_lt (hitKernel_total_le_one (disjoint_strip_upper _ _ _) _) ENNReal.one_lt_top⟩
let := hfinite x.1
let := hfinite x.2
have hh := Measure.prod_mono h1 h2
rw [Measure.prod_smul_left,Measure.prod_smul_right,smul_smul,Measure.dirac_prod_dirac] at hh
have hp : (κ : ℝ≥0∞)*(κ : ℝ≥0∞)^(m+1)=(κ : ℝ≥0∞)^(m+2) := by simpa only [Nat.add_assoc] using (pow_succ' (κ : ℝ≥0∞) (m+1)).symm
rw [hp] at hh
simpa only [rawPairEndpointLaw,pairRestore,Nat.cast_one] using hh
noncomputable def bufferRestorationLaw {d : ℕ} (e f : Direction d) (m : ℕ)
(π : Measure (Lattice d × Lattice d)) (κ : ℝ≥0) : Measure (Lattice d × Lattice d) :=
(κ : ℝ≥0∞)^(m+2) • π.map (pairRestore e f m)
lemma bufferRestorationLaw_le {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(m : ℕ) (ω : Environment d) (π : Measure (Lattice d × Lattice d))
{κ : ℝ≥0} (hκ : ∀ y u, κ ≤ (ω y).1 u) :
bufferRestorationLaw e f m π κ ≤ rawPairMixture (realPosition (step e)) 1 π ω := by
intro U
have hU := (Set.to_countable U).measurableSet
have hm : Measurable (pairRestore e f m) := measurable_of_countable _
rw [bufferRestorationLaw,Measure.smul_apply,smul_eq_mul,Measure.map_apply hm hU,
rawPairMixture_apply]
have he : (κ : ℝ≥0∞)^(m+2)*π ((pairRestore e f m) ⁻¹' U) =
∫⁻ x, ((κ : ℝ≥0∞)^(m+2) • Measure.dirac (pairRestore e f m x)) U ∂π := by
simp only [Measure.smul_apply,smul_eq_mul,Measure.dirac_apply' _ hU]
rw [lintegral_const_mul _ (measurable_of_countable _)]
congr 1
rw [←lintegral_indicator_one (hm hU)]
apply lintegral_congr
intro x
by_cases hx : pairRestore e f m x ∈ U <;> simp [hx]
rw [he]
exact lintegral_mono fun x => (rawPairEndpointLaw_restoration e f hef m ω x hκ) U
lemma bufferRestorationLaw_mass {d : ℕ} (e f : Direction d) (m : ℕ)
(π : Measure (Lattice d × Lattice d)) [IsProbabilityMeasure π] (κ : ℝ≥0) :
bufferRestorationLaw e f m π κ Set.univ = (κ : ℝ≥0∞)^(m+2) := by
simp [bufferRestorationLaw,Measure.map_apply (measurable_of_countable _)]
lemma bufferRestorationLaw_support {d : ℕ} (e f : Direction d) (m : ℕ)
(π : Measure (Lattice d × Lattice d)) (κ : ℝ≥0) (z : ℝ)
(hπ : ∀ᵐ x ∂π, z ≤ signedCoordinate f (x.2-x.1)) :
∀ᵐ x ∂bufferRestorationLaw e f m π κ, z+m ≤ signedCoordinate f (x.2-x.1) := by
unfold bufferRestorationLaw
apply Measure.ae_smul_measure
rw [ae_map_iff (measurable_of_countable _).aemeasurable
(measurableSet_le measurable_const (measurable_of_countable _))]
filter_upwards [hπ] with x hx
rw [pairRestore_gap]
linarith
lemma bufferRestorationLaw_height {d : ℕ} (e f : Direction d) (hef : e.1 ≠ f.1)
(m : ℕ) (π : Measure (Lattice d × Lattice d)) (κ : ℝ≥0) (a : ℝ)
(hπ : ∀ᵐ x ∂π, x ∈ PairAtHeight (realPosition (step e)) a) :
∀ᵐ x ∂bufferRestorationLaw e f m π κ, x ∈ PairAtHeight (realPosition (step e)) (a+1) := by
unfold bufferRestorationLaw
apply Measure.ae_smul_measure
rw [ae_map_iff (measurable_of_countable _).aemeasurable (Set.to_countable _).measurableSet]
filter_upwards [hπ] with x hx
exact pairRestore_height e f hef m a x hx
lemma bufferRestorationLaw_measurable {d : ℕ} (e f : Direction d) (m : ℕ) (κ : ℝ≥0) :
Measurable (fun π : Measure (Lattice d × Lattice d) => bufferRestorationLaw e f m π κ) := by
apply Measure.measurable_of_measurable_coe
intro U hU
simp only [bufferRestorationLaw,Measure.smul_apply,smul_eq_mul,
Measure.map_apply (measurable_of_countable _) hU]
exact measurable_const.mul (Measure.measurable_coe ((measurable_of_countable _) hU))
end DirectionalTransience
end
end
end OAI