openAI-math-dataset / lean /OAI /Probability /CriticalPercolation /Criticality /DomainPercolation.lean
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| import Mathlib | |
| import OAI.Probability.CriticalPercolation.ProductMeasure.LevelContactMeasurability | |
| import OAI.Probability.CriticalPercolation.Criticality.TwoPoint | |
| import OAI.Probability.CriticalPercolation.Criticality.ContractingDomains | |
| import OAI.Probability.CriticalPercolation.Criticality.DescendingFan | |
| import OAI.Probability.CriticalPercolation.Criticality.IntrinsicCriticalFragility | |
| import OAI.Probability.CriticalPercolation.Criticality.UniformDescendingFan | |
| namespace OAI | |
| section | |
| noncomputable section | |
| open Set MeasureTheory ProbabilityTheory | |
| open scoped Classical ENNReal | |
| namespace CriticalPercolation.BondGraph | |
| variable {V E : Type*} (G : BondGraph V E) | |
| def domainInfiniteEvent (S : Set V) (v : V) : Set (Set E) := | |
| {ω | (G.cluster (ω∩G.inducedEdges S) v).Infinite} | |
| def domainHitEvent (S : Set V) (x y : V) : Set (Set E) := | |
| {ω | y∈G.cluster (ω∩G.inducedEdges S) x} | |
| lemma measurableSet_domainInfiniteEvent [Countable V] [Countable E] (S : Set V) (v : V) : | |
| MeasurableSet (G.domainInfiniteEvent S v) := by | |
| exact (G.measurableSet_infiniteEvent v).preimage | |
| ((BernoulliProduct.measurable_inter_block _).mono (BernoulliProduct.blockSigma_le _) le_rfl) | |
| lemma domainInfiniteEvent_mono {S T : Set V} (hST : S⊆T) (v : V) : | |
| G.domainInfiniteEvent S v⊆G.domainInfiniteEvent T v := by | |
| intro ω hω | |
| exact hω.mono (G.cluster_mono (Set.inter_subset_inter_right _ (show G.inducedEdges S⊆G.inducedEdges T from fun e he x hx => hST (he x hx))) v) | |
| lemma walk_finite_bond_witness {x y : V} (p : G.fullGraph.Walk x y) | |
| (S : Set V) (hp : ∀ v∈p.support, v∈S) : | |
| ∃ F : Set E, F.Finite ∧ F⊆G.inducedEdges S ∧ F.ncard≤p.length ∧ | |
| y∈G.cluster F x := by | |
| induction p with | |
| | nil => exact ⟨∅,Set.finite_empty,Set.empty_subset _,by simp,.refl _⟩ | |
| | @cons x y z h p ih => | |
| obtain ⟨F,hF,hFS,hcard,hconn⟩ := ih (fun v hv => hp v (List.mem_cons_of_mem _ hv)) | |
| obtain ⟨⟨e,_,he⟩,hne⟩ := (SimpleGraph.fromEdgeSet_adj _).mp h | |
| have hex : x∈S := hp x (by simp) | |
| have hey : y∈S := hp y (List.mem_cons_of_mem _ p.start_mem_support) | |
| have heS : e∈G.inducedEdges S := by | |
| intro v hv | |
| rw [he] at hv | |
| exact (Sym2.mem_iff.mp hv).elim (fun he => he ▸ hex) (fun he => he ▸ hey) | |
| refine ⟨insert e F,hF.insert e,Set.insert_subset heS hFS,?_,?_⟩ | |
| · exact (Set.ncard_insert_le e F).trans (by simpa only [SimpleGraph.Walk.length_cons] using Nat.add_le_add_right hcard 1) | |
| · have hxy : (G.openGraph (insert e F)).Adj x y := | |
| (SimpleGraph.fromEdgeSet_adj _).mpr ⟨⟨e,Set.mem_insert _ _,he⟩,hne⟩ | |
| exact hxy.reachable.trans (G.cluster_mono (Set.subset_insert _ _) y hconn) | |
| lemma InsideWalk.domainHit_lower [Countable V] [Countable E] | |
| (p : unitInterval) {S : Set V} {x y : V} {L : ℕ} | |
| (h : G.InsideWalk S x y L) : | |
| (p:ℝ)^L≤(G.law p).real (G.domainHitEvent S x y) := by | |
| obtain ⟨w,hw,hs⟩ := h | |
| obtain ⟨F,hF,hFS,hcard,hconn⟩ := G.walk_finite_bond_witness w S hs | |
| calc | |
| (p:ℝ)^L ≤ (p:ℝ)^F.ncard := pow_le_pow_of_le_one p.property.1 p.property.2 (hcard.trans hw) | |
| _ = (G.law p).real {ω : Set E | F⊆ω} := by | |
| rw [law,←BernoulliProduct.law_const,BernoulliProduct.real_law_subset p F hF] | |
| _ ≤ (G.law p).real (G.domainHitEvent S x y) := by | |
| apply measureReal_mono | |
| · intro ω hω | |
| exact G.cluster_mono (Set.subset_inter hω hFS) x hconn | |
| · exact measure_ne_top _ _ | |
| lemma domainInfinite_transfer [Countable V] [Countable E] | |
| (p : unitInterval) (S : Set V) (x y : V) : | |
| (G.law p).real (G.domainHitEvent S x y) * | |
| (G.law p).real (G.domainInfiniteEvent S y) ≤ | |
| (G.law p).real (G.domainInfiniteEvent S x) := by | |
| let H := G.restrictEdges (G.inducedEdges S) | |
| have he (A : Set (Set (G.inducedEdges S))) (hA : MeasurableSet A) : | |
| (H.law p).real A = (G.law p).real | |
| ((fun ω : Set E => (Subtype.val ⁻¹' ω : Set (G.inducedEdges S))) ⁻¹' A) := by | |
| simp only [measureReal_def] | |
| congr 1 | |
| rw [←G.law_restrictEdges _ p,Measure.map_apply _ hA] | |
| exact Measurable.of_eval (fun edge => measurable_set_mem edge.val) | |
| have hh := H.real_infiniteEvent_transfer p x y | |
| rw [he _ (H.measurableSet_hitEvent _ _),he _ (H.measurableSet_infiniteEvent _), | |
| he _ (H.measurableSet_infiniteEvent _)] at hh | |
| simpa only [H,Sharpness.hit_singleton_eq,Set.preimage_ofPred_eq,cluster,domainHitEvent, | |
| domainInfiniteEvent,infiniteEvent,G.restrictEdges_openGraph,Set.inter_comm,Set.mem_ofPred_eq] using hh | |
| lemma InsideWalk.domainInfinite_lower [Countable V] [Countable E] | |
| (p : unitInterval) {S : Set V} {x y : V} {L : ℕ} | |
| (h : G.InsideWalk S x y L) : | |
| (p:ℝ)^L*(G.law p).real (G.domainInfiniteEvent S y) ≤ | |
| (G.law p).real (G.domainInfiniteEvent S x) := | |
| (mul_le_mul_of_nonneg_right (h.domainHit_lower G p) measureReal_nonneg).trans | |
| (G.domainInfinite_transfer p S x y) | |
| lemma bounded_mass_infinite_subset_domain (v : V) (K : ℝ≥0∞) : | |
| G.infiniteEvent v\G.massTailEvent v v K ⊆ | |
| G.domainInfiniteEvent (G.weightCeiling v K) v := by | |
| rintro ω ⟨hi,hm⟩ | |
| change (G.cluster (ω∩G.inducedEdges (G.weightCeiling v K)) v).Infinite | |
| rw [G.cluster_eq_with_weightCeiling (le_of_not_gt hm)] | |
| exact hi | |
| lemma real_domainInfinite_ceiling_lower [Countable V] [Countable E] | |
| (p : unitInterval) (v : V) (K : ℝ≥0∞) : | |
| (G.law p).real (G.infiniteEvent v)-(G.law p).real (G.massTailEvent v v K) ≤ | |
| (G.law p).real (G.domainInfiniteEvent (G.weightCeiling v K) v) := by | |
| have he := measureReal_sdiff_add_inter (μ := G.law p) (s := G.infiniteEvent v) | |
| (G.measurableSet_massTailEvent v v K) | |
| have hi := measureReal_mono (μ := G.law p) | |
| (s₁ := G.infiniteEvent v∩G.massTailEvent v v K) Set.inter_subset_right | |
| have hd := measureReal_mono (μ := G.law p) (G.bounded_mass_infinite_subset_domain v K) | |
| linarith | |
| theorem uniform_safeDomain_percolation | |
| (hc : G.fullGraph.Connected) (hl : G.LocallyFinite) (hq : G.QuasiTransitive) | |
| (hu : ¬G.CombinatoriallyUnimodular) (o : V) (p : unitInterval) | |
| (hper : 0<G.law p G.percolates) | |
| (hm : ∀ v, ∀ᵐ ω ∂G.law p, G.modularMass v (G.cluster ω v)≠∞) : | |
| ∃ R : ℕ, ∃ θ : ℝ, 0<θ ∧ ∀ T : ℝ, ∀ x∈G.safeBallDomain o T R, | |
| θ≤(G.law p).real (G.domainInfiniteEvent (G.safeBallDomain o T R) x) := by | |
| let := G.countable_vertices hc hl | |
| let := G.countable_bonds hc hl | |
| have hp : 0<(p:ℝ) := by | |
| by_contra hn | |
| have he : p=0 := Subtype.ext (le_antisymm (le_of_not_gt hn) p.property.1) | |
| exact (ne_of_gt hper) (by rw [he,G.law_zero_percolates]) | |
| obtain ⟨θ,hθ,hroot⟩ := G.uniform_rooted_probability hc hl hq p hper | |
| obtain ⟨K,hK,htail⟩ := G.uniform_massTail_small hq p hm (θ/2) (by positivity) | |
| obtain ⟨R,C,hC,hlow,hdesc⟩ := G.safeBallDomain_uniform_descent hc hl hq hu o | |
| have hC0 : 0<C := lt_of_lt_of_le zero_lt_one hC | |
| have hK0 : (0:ℝ)<K := by exact_mod_cast hK | |
| obtain ⟨L,hL⟩ := hdesc (1/(C*K)) (by positivity) | |
| refine ⟨R,(p:ℝ)^L*(θ/2),by positivity,?_⟩ | |
| intro T x hx | |
| obtain ⟨y,hy,hw⟩ := hL T x hx | |
| have hceil : G.weightCeiling y K⊆G.safeBallDomain o T R := by | |
| intro z hz | |
| apply hlow T | |
| have hzy : G.modularRatio z y≤(K:ℝ) := by | |
| apply (ENNReal.ofReal_le_ofReal_iff (by positivity : (0:ℝ)≤K)).mp | |
| simpa only [weightCeiling,Set.mem_ofPred_eq,stabilizerWeight,ENNReal.ofReal_natCast] using hz | |
| change G.modularRatio z o≤T/C | |
| rw [←G.modularRatio_cocycle hc hl z y o] | |
| have hypos := (G.modularRatio_pos hc hl y o).le | |
| have hmul := mul_le_mul_of_nonneg_right hzy hypos | |
| have hy' : G.modularRatio y o≤T/(C*K) := by simpa only [one_div,inv_mul_eq_div] using hy | |
| have ht := mul_le_mul_of_nonneg_left hy' hK0.le | |
| have he : (K:ℝ)*(T/(C*K))=T/C := by field_simp | |
| exact hmul.trans (he ▸ ht) | |
| have hm1 := G.real_domainInfinite_ceiling_lower p y K | |
| have hm2 : θ/2≤(G.law p).real (G.domainInfiniteEvent (G.weightCeiling y K) y) := by | |
| have hr := hroot y | |
| have ht := htail y | |
| linarith | |
| have hm3 : θ/2≤(G.law p).real (G.domainInfiniteEvent (G.safeBallDomain o T R) y) := | |
| hm2.trans (measureReal_mono (G.domainInfiniteEvent_mono hceil y)) | |
| exact (mul_le_mul_of_nonneg_left hm3 (pow_nonneg p.property.1 L)).trans | |
| (hw.domainInfinite_lower G p) | |
| end CriticalPercolation.BondGraph | |
| end | |
| end | |
| end OAI | |