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| import Mathlib | |
| import OAI.Probability.CriticalPercolation.Entropy.BinaryConfiguration | |
| import OAI.Probability.CriticalPercolation.Entropy.BinaryCosts | |
| namespace OAI | |
| section | |
| section | |
| namespace CriticalPercolation.BinaryLaw | |
| open scoped Classical | |
| open FiniteProduct BondGraph BinaryInterpolation InterpolationForest ExactExposure FiniteEntropy | |
| variable {V E : Type*} | |
| abbrev stepLeft (d : ℕ) (x : ℕ → V) (n : ℕ) (D : FixedDescriptor n) (i : Fin n) : V := | |
| (descriptorNode (E := E) d x n D (i.val+2)).1 | |
| abbrev stepRight (d : ℕ) (x : ℕ → V) (n : ℕ) (D : FixedDescriptor n) (i : Fin n) : V := | |
| (descriptorNode (E := E) d x n D (descriptorParent (E := E) d x n D (i.val+2))).1 | |
| abbrev stepTargets (d : ℕ) (x : ℕ → V) (n : ℕ) (D : FixedDescriptor n) (i : Fin n) : Set V := | |
| scheduledTargets (E := E) d x n (fun j => (D j).1) i.val | |
| def activeSteps (n : ℕ) (D : FixedDescriptor n) : Finset (Fin n) := | |
| Finset.univ.filter fun i => (D i).2.2 = true | |
| variable [Fintype V] [Fintype E] | |
| variable (G : BondGraph V E) (order : List (LazyDFS.Dart V E)) (d : ℕ) (x : ℕ → V) | |
| variable (p : ℝ) (w : E → Prop → ℝ) (n : ℕ) (D : FixedDescriptor n) | |
| noncomputable def pairQuery (i : Fin n) : QueryTree E := | |
| (pair G (stepLeft (E := E) d x n D i) (stepRight (E := E) d x n D i)).bare | |
| noncomputable def selectedTranscript (i : Fin n) (ω : E → Bool) : E → Bool := | |
| if (D i).2.2 = true then | |
| representative (pairQuery G d x n D i).run (fun _ => false) ((pairQuery G d x n D i).run ω) | |
| else ω | |
| noncomputable def selectedWeight (i : Fin n) (ω : E → Bool) (m : Option E) : ℝ := | |
| if (D i).2.2 = true then match m with | |
| | none => 0 | |
| | some e => markWeight G order (stepTargets (E := E) d x n D i) | |
| (stepLeft (E := E) d x n D i) (stepRight (E := E) d x n D i) p w ω e | |
| else scheduleWeight G order d x p w n (fun j => (D j).1) i (configuration ω) m | |
| noncomputable def selectedCost (i : Fin n) (ω : E → Bool) (m : Option E) : ℝ := | |
| if (D i).2.2 = true then match m with | |
| | none => 0 | |
| | some e => markCost G order (stepTargets (E := E) d x n D i) | |
| (stepLeft (E := E) d x n D i) (stepRight (E := E) d x n D i) p w ω e | |
| else 0 | |
| lemma selected_nonneg (hp : p ∈ Set.Ioo 0 1) (h0 : ∀ e, w e False = 1-p) | |
| (h1 : ∀ e, w e True = p) (i : Fin n) (ω : E → Bool) (m : Option E) : | |
| 0 ≤ selectedWeight G order d x p w n D i ω m ∧ | |
| 0 ≤ selectedCost G order d x p w n D i ω m := by | |
| unfold selectedWeight selectedCost | |
| split_ifs | |
| · cases m with | |
| | none => exact ⟨le_rfl,le_rfl⟩ | |
| | some e => exact mark_nonneg G order _ _ _ hp w h0 h1 ω e | |
| · exact ⟨scheduleWeight_nonneg G order d x p w hp h0 h1 n _ i _ m,le_rfl⟩ | |
| lemma selected_run (i : Fin n) (ω : E → Bool) (m : Option E) : | |
| selectedWeight G order d x p w n D i (selectedTranscript G d x n D i ω) m = | |
| selectedWeight G order d x p w n D i ω m ∧ | |
| selectedCost G order d x p w n D i (selectedTranscript G d x n D i ω) m = | |
| selectedCost G order d x p w n D i ω m := by | |
| unfold selectedWeight selectedCost selectedTranscript | |
| split_ifs with hi | |
| · cases m with | |
| | none => exact ⟨rfl,rfl⟩ | |
| | some e => | |
| exact pair_mark_congr G order _ _ _ (scheduled_parent_mem d x n D i) p w _ ω | |
| (representative_run (pairQuery G d x n D i).run (fun _ => false) ω) e | |
| · exact ⟨rfl,rfl⟩ | |
| lemma selectedWeight_le_raw (hp : p ∈ Set.Ioo 0 1) (h0 : ∀ e, w e False = 1-p) | |
| (h1 : ∀ e, w e True = p) (i : Fin n) (ω : E → Bool) (m : Option E) : | |
| selectedWeight G order d x p w n D i ω m ≤ | |
| scheduleWeight G order d x p w n (fun j => (D j).1) i (configuration ω) m := by | |
| unfold selectedWeight | |
| split_ifs | |
| · cases m with | |
| | none => exact scheduleWeight_nonneg G order d x p w hp h0 h1 n _ i _ none | |
| | some e => | |
| unfold scheduleWeight | |
| rw [scheduledAnchor_node] | |
| exact G.markWeight_le_raw order _ _ _ (scheduled_parent_mem d x n D i) hp w h0 h1 ω e | |
| · exact le_rfl | |
| lemma supported_selected_eq (s : ℕ) (ω : E → Bool) (m : Fin n → Option E) | |
| (hz : conditionedMass G order d x p w s n D (ω,m) ≠ 0) (i : Fin n) : | |
| selectedWeight G order d x p w n D i ω (m i) = | |
| scheduleWeight G order d x p w n (fun j => (D j).1) i (configuration ω) (m i) := by | |
| unfold selectedWeight | |
| split_ifs with hi | |
| · obtain ⟨e,he,ha⟩ := supported_active_admissible G order d x p w s n D ω m hz ⟨i,hi⟩ | |
| dsimp only at he ha | |
| rw [he] | |
| unfold scheduleWeight | |
| rw [scheduledAnchor_node] | |
| exact G.markWeight_eq_raw_of_admissible order _ _ _ (scheduled_parent_mem d x n D i) p w ω e ha | |
| · rfl | |
| lemma supported_selected_positive (s : ℕ) (hp : p ∈ Set.Ioo 0 1) | |
| (h0 : ∀ e, w e False = 1-p) (h1 : ∀ e, w e True = p) | |
| (z : (E → Bool) × (Fin n → Option E)) | |
| (hz : 0 < conditionedMass G order d x p w s n D z) (i : Fin n) : | |
| 0 < selectedWeight G order d x p w n D i (selectedTranscript G d x n D i z.1) (z.2 i) := by | |
| rw [(selected_run G order d x p w n D i z.1 (z.2 i)).1, | |
| supported_selected_eq G order d x p w n D s z.1 z.2 hz.ne' i] | |
| exact lt_of_le_of_ne (scheduleWeight_nonneg G order d x p w hp h0 h1 n _ i _ _) | |
| (Ne.symm (supported_schedule_ne_zero G order d x p w s n D z.1 z.2 hz.ne' i)) | |
| lemma selected_moment (horder : LazyDFS.GoodDarts G order) (ho : LazyDFS.Exhaustive G order) | |
| (hp : p ∈ Set.Ioo 0 1) (h0 : ∀ e, w e False = 1-p) (h1 : ∀ e, w e True = p) | |
| (i : Fin n) (hi : i ∈ activeSteps n D) : | |
| (∑ ym : (E → Bool) × Option E, | |
| pushMass (selectedTranscript G d x n D i) (FiniteProduct.density (QueryTree.bitWeight p)) ym.1 * | |
| selectedWeight G order d x p w n D i ym.1 ym.2 * | |
| (1+selectedCost G order d x p w n D i ym.1 ym.2)) ≤ 4 := by | |
| have hi' : (D i).2.2 = true := (Finset.mem_filter.mp hi).2 | |
| rw [Fintype.sum_prod_type] | |
| simp_rw [mul_assoc] | |
| simp_rw [← Finset.mul_sum] | |
| rw [sum_pushMass_mul] | |
| simp_rw [(selected_run G order d x p w n D i _ _).1, | |
| (selected_run G order d x p w n D i _ _).2] | |
| simp only [selectedWeight,selectedCost,ite_eq_left hi',Fintype.sum_option,zero_mul,zero_add] | |
| exact marked_pair_bound G order horder ho _ _ _ (scheduled_parent_mem d x n D i) hp w h0 h1 | |
| end CriticalPercolation.BinaryLaw | |
| end | |
| end | |
| end OAI | |