openAI-math-dataset / lean /OAI /Probability /CriticalPercolation /Exploration /SliceExploration.lean
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| import Mathlib | |
| import OAI.Probability.CriticalPercolation.GraphGeometry.CutEdges | |
| import OAI.Probability.CriticalPercolation.GraphGeometry.OpenGraphIso | |
| import OAI.Probability.CriticalPercolation.ProductMeasure.LevelCutProbability | |
| import OAI.Probability.CriticalPercolation.ProductMeasure.LevelContactMeasurability | |
| namespace OAI | |
| section | |
| noncomputable section | |
| open Set MeasureTheory ProbabilityTheory Filter | |
| open scoped Classical ENNReal symmDiff Topology | |
| namespace CriticalPercolation.BondGraph | |
| open BernoulliProduct | |
| variable {V E : Type*} (G : BondGraph V E) | |
| def freshClusterBoundary (X : Set E) (v : V) (ω : Set E) : Set E := | |
| G.cutEdges (G.cluster (ω∩X) v) \ X | |
| lemma cutEdges_disjoint_cluster (ω : Set E) (v : V) : | |
| Disjoint (G.cutEdges (G.cluster ω v)) ω := by | |
| apply Set.disjoint_left.mpr | |
| rintro e ⟨x,y,he,hx,hy⟩ hω | |
| have hne : x ≠ y := fun h => hx (h ▸ hy) | |
| exact hx (hy.trans (SimpleGraph.Adj.reachable | |
| (show (G.openGraph ω).Adj x y from ⟨⟨e,hω,he⟩,hne⟩)).symm) | |
| lemma finite_cutEdges (hl : G.LocallyFinite) {S : Set V} (hS : S.Finite) : | |
| (G.cutEdges S).Finite := by | |
| apply (G.finite_incident hl hS).subset | |
| rintro e ⟨x,y,he,_,hy⟩ | |
| exact ⟨y,hy,by rw [he]; simp⟩ | |
| lemma cluster_eq_restricted_of_fresh_closed (X : Set E) (v : V) (ω : Set E) | |
| (h : Disjoint (G.freshClusterBoundary X v ω) ω) : | |
| G.cluster ω v = G.cluster (ω∩X) v := by | |
| apply Set.Subset.antisymm | |
| · intro x hx | |
| by_contra hn | |
| apply G.not_reachable_of_cut_closed (G.cluster (ω∩X) v) ω ?_ hn | |
| (SimpleGraph.Reachable.refl v) hx.symm | |
| intro e he hω | |
| by_cases hX : e∈X | |
| · exact Set.disjoint_left.mp (G.cutEdges_disjoint_cluster (ω∩X) v) he ⟨hω,hX⟩ | |
| · exact Set.disjoint_left.mp h ⟨he,hX⟩ hω | |
| · exact G.cluster_mono Set.inter_subset_left v | |
| lemma measurable_freshClusterBoundary [Countable V] [Countable E] (X : Set E) (v : V) : | |
| @Measurable (Set E) (Set E) (blockSigma X) inferInstance (G.freshClusterBoundary X v) := by | |
| let : MeasurableSpace (Set E) := blockSigma X | |
| refine Measurable.of_eval ?_ | |
| intro e | |
| exact @Measurable.and (Set E) (blockSigma X) _ _ | |
| (.exists fun x => .exists fun y => measurable_const.and | |
| ((((G.measurable_reachable v x).comp (measurable_inter_block X)).not).and | |
| ((G.measurable_reachable v y).comp (measurable_inter_block X)))) measurable_const | |
| def smallFreshBoundary (X : Set E) (v : V) (M : ℕ) : Set (Set E) := | |
| {ω | (G.cluster (ω∩X) v).Finite ∧ (G.freshClusterBoundary X v ω).ncard ≤ M} | |
| lemma measurableSet_smallFreshBoundary [Countable V] [Countable E] (X : Set E) (v : V) (M : ℕ) : | |
| MeasurableSet[blockSigma X] (G.smallFreshBoundary X v M) := by | |
| have hf : MeasurableSet[blockSigma X] {ω | (G.cluster (ω∩X) v).Finite} := by | |
| let : MeasurableSpace (Set E) := blockSigma X | |
| simpa only [Function.comp_apply,Set.not_infinite] using | |
| (((G.measurable_infinite_cluster v).comp (measurable_inter_block X)).not).setOf | |
| exact hf.inter (measurableSet_Iic.preimage | |
| (measurable_ncard.comp (G.measurable_freshClusterBoundary X v))) | |
| theorem smallFreshBoundary_cost [Countable V] [Countable E] | |
| (hl : G.LocallyFinite) (p : unitInterval) (X : Set E) (v : V) (M : ℕ) | |
| (H : Set (Set E)) (hH : MeasurableSet[blockSigma X] H) : | |
| (1-(p:ℝ))^M * (G.law p).real (H ∩ G.smallFreshBoundary X v M) ≤ | |
| (G.law p).real (H \ G.infiniteEvent v) := by | |
| let d : Set E → Finset E := fun ω => finiteSetChoice (G.freshClusterBoundary X v ω) | |
| let A : Finset E → Set (Set E) := fun S => closedBlock ((S : Set E)∩Xᶜ) | |
| have hd (S : Finset E) : MeasurableSet[blockSigma X] {ω | d ω=S} := | |
| @measurableSet_finiteSetChoice (Set E) E (blockSigma X) inferInstance | |
| (G.freshClusterBoundary X v) (G.measurable_freshClusterBoundary X v) S | |
| have hA (S : Finset E) : MeasurableSet[blockSigma Xᶜ] (A S) := | |
| blockSigma_mono Set.inter_subset_right _ | |
| (measurableSet_closedBlock _ ((S.finite_toSet.subset Set.inter_subset_left).countable)) | |
| have he (ω : Set E) (hω : ω∈G.smallFreshBoundary X v M) : | |
| ((d ω : Set E)∩Xᶜ)=G.freshClusterBoundary X v ω := by | |
| change (finiteSetChoice (G.freshClusterBoundary X v ω) : Set E)∩Xᶜ = _ | |
| have hf : (G.freshClusterBoundary X v ω).Finite := | |
| (G.finite_cutEdges hl hω.1).subset Set.sdiff_subset | |
| rw [finiteSetChoice_coe hf] | |
| exact Set.inter_eq_left.mpr (Set.sdiff_subset_compl _ _) | |
| have hb (ω : Set E) (hω : ω∈H∩G.smallFreshBoundary X v M) : | |
| (1-(p:ℝ))^M ≤ (G.law p).real (A (d ω)) := by | |
| change _ ≤ (G.law p).real (closedBlock ((d ω : Set E)∩Xᶜ)) | |
| rw [he ω hω.2] | |
| simpa only [law,←law_const,freshClusterBoundary] using law_closedBlock_lower (fun _ : E => p) _ | |
| ((G.finite_cutEdges hl hω.2.1).subset Set.sdiff_subset) p M hω.2.2 (fun _ _ => le_rfl) | |
| have hh := selected_fresh_lower (fun _ : E => p) X Xᶜ disjoint_compl_right d A hd hA | |
| (H∩G.smallFreshBoundary X v M) (hH.inter (G.measurableSet_smallFreshBoundary X v M)) | |
| ((1-(p:ℝ))^M) (pow_nonneg (sub_nonneg.mpr p.2.2) _) (by | |
| simpa only [law,←law_const] using hb) | |
| simp only [law_const] at hh | |
| change (1-(p:ℝ))^M * (G.law p).real (H ∩ G.smallFreshBoundary X v M) ≤ | |
| (G.law p).real (H ∩ G.smallFreshBoundary X v M ∩ selectedEvent d A) at hh | |
| apply hh.trans | |
| apply measureReal_mono (h₂ := measure_ne_top _ _) | |
| rintro ω ⟨⟨hωH,hω⟩,hclosed⟩ | |
| refine ⟨hωH,?_⟩ | |
| have hc : Disjoint (G.freshClusterBoundary X v ω) ω := by | |
| change Disjoint ((d ω : Set E)∩Xᶜ) ω at hclosed | |
| rwa [he ω hω] at hclosed | |
| rw [infiniteEvent,Set.mem_ofPred_eq,G.cluster_eq_restricted_of_fresh_closed X v ω hc] | |
| exact hω.1.not_infinite | |
| end CriticalPercolation.BondGraph | |
| end | |
| end | |
| end OAI | |