openAI-math-dataset / lean /OAI /Probability /CriticalPercolation /Modular /ClusterTransportSums.lean
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| import Mathlib | |
| import OAI.Probability.CriticalPercolation.Modular.ClusterTransportGeometry | |
| namespace OAI | |
| section | |
| noncomputable section | |
| open Set MeasureTheory Filter | |
| open scoped Classical BigOperators Topology | |
| namespace CriticalPercolation.FiniteClusters | |
| variable {V E : Type*} (G : BondGraph V E) | |
| def weight (r s : ℕ) (ω : Set E) (v : V) : ℝ := | |
| if small G r ω v then mass G s ω v else 0 | |
| def transport (r s : ℕ) (p : ℝ) (ω : Set E) (v : V) (e : E) : ℝ := | |
| if e ∈ G.incidentEdges (G.cluster ω v) then weight G r s ω v * coefficient p ω e else 0 | |
| def clusterWeight (r s : ℕ) (ω : Set E) (v : V) : ℝ := | |
| if small G r ω v then cappedMass s (size G ω v) else 0 | |
| def truncatedEdgeMass (r s : ℕ) (ω : Set E) (e : E) : ℝ := | |
| clusterWeight G r s ω (G.ends e).out.1 + | |
| if (G.openGraph ω).Reachable (G.ends e).out.1 (G.ends e).out.2 then 0 | |
| else clusterWeight G r s ω (G.ends e).out.2 | |
| lemma weight_reachable (r s : ℕ) {ω : Set E} {u v : V} | |
| (h : (G.openGraph ω).Reachable u v) : weight G r s ω u = weight G r s ω v := by | |
| rw [weight,weight,small_reachable G r h,mass_eq_of_reachable G s h] | |
| lemma weight_nonneg (r s : ℕ) (ω : Set E) (v : V) : 0 ≤ weight G r s ω v := by | |
| unfold weight | |
| split_ifs | |
| · exact mass_nonneg G s ω v | |
| · rfl | |
| lemma clusterWeight_nonneg (r s : ℕ) (ω : Set E) (v : V) : 0 ≤ clusterWeight G r s ω v := by | |
| unfold clusterWeight | |
| split_ifs | |
| · exact cappedMass_nonneg _ _ | |
| · rfl | |
| lemma clusterWeight_le (r s : ℕ) (ω : Set E) (v : V) : | |
| clusterWeight G r s ω v ≤ cappedMass s (size G ω v) := by | |
| unfold clusterWeight | |
| split_ifs | |
| · rfl | |
| · exact cappedMass_nonneg _ _ | |
| lemma weighted_cluster_summable (hl : G.LocallyFinite) (r s : ℕ) (ω : Set E) (x : V) : | |
| Summable (fun u => if u ∈ G.cluster ω x then weight G r s ω u else 0) := by | |
| by_cases hs : small G r ω x | |
| · apply summable_of_ne_finset_zero (s := (small_finite G hl hs).toFinset) | |
| intro u hu | |
| simpa only [Set.Finite.mem_toFinset,not_false_eq_true] using | |
| (ite_eq_right (show u ∉ G.cluster ω x from fun h => hu ((small_finite G hl hs).mem_toFinset.mpr h)) : | |
| (if u ∈ G.cluster ω x then weight G r s ω u else 0) = 0) | |
| · have hz : (fun u => if u ∈ G.cluster ω x then weight G r s ω u else 0) = 0 := by | |
| funext u | |
| by_cases hu : u ∈ G.cluster ω x | |
| · rw [ite_eq_left hu,← weight_reachable G r s hu,weight,ite_eq_right hs] | |
| rfl | |
| · simp [hu] | |
| rw [hz] | |
| exact summable_zero | |
| lemma tsum_weighted_cluster (hl : G.LocallyFinite) (r s : ℕ) (ω : Set E) (x : V) : | |
| (∑' u, if u ∈ G.cluster ω x then weight G r s ω u else 0) = clusterWeight G r s ω x := by | |
| by_cases hs : small G r ω x | |
| · have hC := small_finite G hl hs | |
| have hpos : 0 < size G ω x := (Set.ncard_pos hC).mpr ⟨x,SimpleGraph.Reachable.refl x⟩ | |
| rw [tsum_eq_sum (s := hC.toFinset) (fun u hu => ite_eq_right (fun h => hu (hC.mem_toFinset.mpr h)))] | |
| calc | |
| _ = ∑ _u ∈ hC.toFinset, mass G s ω x := by | |
| apply Finset.sum_congr rfl | |
| intro u hu | |
| rw [ite_eq_left (hC.mem_toFinset.mp hu),← weight_reachable G r s (hC.mem_toFinset.mp hu),weight,ite_eq_left hs] | |
| _ = _ := by | |
| rw [Finset.sum_const,nsmul_eq_mul,← Set.ncard_eq_toFinset_card _ hC] | |
| change (size G ω x : ℝ) * (cappedMass s (size G ω x) / size G ω x) = _ | |
| rw [mul_div_cancel₀ _ (Nat.cast_ne_zero.mpr hpos.ne')] | |
| exact (ite_eq_left hs).symm | |
| · rw [clusterWeight,ite_eq_right hs] | |
| calc | |
| _ = ∑' _u : V, (0:ℝ) := by | |
| apply tsum_congr | |
| intro u | |
| by_cases hu : u ∈ G.cluster ω x | |
| · rw [ite_eq_left hu,← weight_reachable G r s hu,weight,ite_eq_right hs] | |
| · rw [ite_eq_right hu] | |
| _ = 0 := tsum_zero | |
| lemma transport_sum_out (r s : ℕ) (p : ℝ) (ω : Set E) (u : V) : | |
| (∑' e, transport G r s p ω u e) = if small G r ω u then rootDiscrepancy G s p ω u else 0 := by | |
| have hf : (fun e => transport G r s p ω u e) = | |
| (fun e => weight G r s ω u * (if e ∈ G.incidentEdges (G.cluster ω u) then coefficient p ω e else 0)) := by | |
| funext e | |
| unfold transport | |
| split_ifs <;> simp | |
| rw [hf,tsum_mul_left] | |
| unfold weight rootDiscrepancy rootSum | |
| split_ifs <;> simp | |
| lemma transport_sum_in (hl : G.LocallyFinite) (r s : ℕ) (p : ℝ) (ω : Set E) (e : E) : | |
| (∑' u, transport G r s p ω u e) = coefficient p ω e * truncatedEdgeMass G r s ω e := by | |
| let x := (G.ends e).out.1 | |
| let y := (G.ends e).out.2 | |
| have hi (u : V) : e ∈ G.incidentEdges (G.cluster ω u) ↔ | |
| u ∈ G.cluster ω x ∪ G.cluster ω y := by | |
| exact Set.ext_iff.mp (incidentRoots G ω e) u | |
| by_cases hxy : (G.openGraph ω).Reachable x y | |
| · have heq := G.cluster_eq_of_reachable hxy | |
| have hf : (fun u => transport G r s p ω u e) = | |
| fun u => coefficient p ω e * (if u ∈ G.cluster ω x then weight G r s ω u else 0) := by | |
| funext u | |
| unfold transport | |
| rw [hi,← heq,Set.union_self] | |
| split_ifs <;> ring | |
| rw [hf,tsum_mul_left,tsum_weighted_cluster G hl] | |
| simp only [truncatedEdgeMass,show (G.openGraph ω).Reachable (G.ends e).out.1 (G.ends e).out.2 from hxy,ite_true,add_zero] | |
| rfl | |
| · have hd := G.cluster_disjoint_of_not_reachable hxy | |
| have hf : (fun u => transport G r s p ω u e) = fun u => coefficient p ω e * | |
| ((if u ∈ G.cluster ω x then weight G r s ω u else 0) + | |
| (if u ∈ G.cluster ω y then weight G r s ω u else 0)) := by | |
| funext u | |
| unfold transport | |
| rw [hi] | |
| by_cases hx : u ∈ G.cluster ω x | |
| · have hy : u ∉ G.cluster ω y := fun hy => Set.disjoint_left.mp hd hx hy | |
| simp only [hx,hy,Set.mem_union,true_or,ite_true,ite_false,add_zero] | |
| ring | |
| · by_cases hy : u ∈ G.cluster ω y | |
| · simp only [hx,hy,Set.mem_union,or_true,ite_true,ite_false,zero_add]; ring | |
| · simp only [hx,hy,Set.mem_union,or_false,ite_false,add_zero,mul_zero] | |
| rw [hf,tsum_mul_left,(weighted_cluster_summable G hl r s ω x).tsum_add | |
| (weighted_cluster_summable G hl r s ω y),tsum_weighted_cluster G hl,tsum_weighted_cluster G hl] | |
| simp only [truncatedEdgeMass,show ¬(G.openGraph ω).Reachable (G.ends e).out.1 (G.ends e).out.2 from hxy,ite_false] | |
| rfl | |
| lemma truncatedEdgeMass_nonneg (r s : ℕ) (ω : Set E) (e : E) : | |
| 0 ≤ truncatedEdgeMass G r s ω e := by | |
| unfold truncatedEdgeMass | |
| split_ifs | |
| · simpa using clusterWeight_nonneg G r s ω (G.ends e).out.1 | |
| · exact add_nonneg (clusterWeight_nonneg G r s ω _) (clusterWeight_nonneg G r s ω _) | |
| lemma truncatedEdgeMass_le (r s : ℕ) (ω : Set E) (e : E) : | |
| truncatedEdgeMass G r s ω e ≤ edgeMass G s ω e := by | |
| unfold truncatedEdgeMass edgeMass | |
| split_ifs | |
| · simpa using clusterWeight_le G r s ω (G.ends e).out.1 | |
| · exact add_le_add (clusterWeight_le G r s ω _) (clusterWeight_le G r s ω _) | |
| lemma transport_sum_in_bound (hl : G.LocallyFinite) (r s : ℕ) {p : ℝ} | |
| (hp : p ∈ Ioo 0 1) (ω : Set E) (e : E) : | |
| |∑' u, transport G r s p ω u e| ≤ 2/p := by | |
| rw [transport_sum_in G hl,abs_mul,abs_of_nonneg (truncatedEdgeMass_nonneg G r s ω e)] | |
| calc | |
| _ ≤ (1/p)*2 := mul_le_mul (coefficient_abs_le hp ω e) | |
| ((truncatedEdgeMass_le G r s ω e).trans (edgeMass_le_two G s ω e)) | |
| (truncatedEdgeMass_nonneg G r s ω e) (div_nonneg zero_le_one hp.1.le) | |
| _ = _ := by ring | |
| end CriticalPercolation.FiniteClusters | |
| end | |
| end | |
| end OAI | |