Download lean/OAI/Combinatorics/GraphThreshold/ProbabilityTree.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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3.88 kB
| import OAI.Combinatorics.GraphThreshold.Basic | |
| import Mathlib.Data.List.Pairwise | |
| import Mathlib.Data.Fintype.Sigma | |
| namespace OAI | |
| noncomputable section | |
| namespace LeanBlast.SecondKahnKalai | |
| /-- Equal-depth trees carrying an actual strictly positive child law at every branch. -/ | |
| inductive ProbabilityTree (X : Type) : ℕ → Type 1 | |
| | leaf : ProbabilityTree X 0 | |
| | node {d : ℕ} (B : Type) [Fintype B] (law : FiniteLaw B) | |
| (positive : law.IsPositive) (label : B → Finset X) | |
| (child : B → ProbabilityTree X d) : ProbabilityTree X (d + 1) | |
| /-- A function inspects only the indicated coordinates of its input subset. -/ | |
| def DependsOnlyOn {X β : Type*} [DecidableEq X] (S : Finset X) | |
| (f : Finset X → β) : Prop := | |
| ∀ W V, W ∩ S = V ∩ S → f W = f V | |
| /-- A function is unchanged by modifications inside the indicated coordinates. -/ | |
| def DependsOutside {X β : Type*} [DecidableEq X] (A : Finset X) | |
| (f : Finset X → β) : Prop := | |
| ∀ W V, W \ A = V \ A → f W = f V | |
| namespace ProbabilityTree | |
| variable {X : Type} | |
| /-- Full root-to-leaf paths, retaining distinct child-index histories. -/ | |
| def Path : {d : ℕ} → ProbabilityTree X d → Type | |
| | _, .leaf => PUnit | |
| | _, @node _ _ B _ _ _ _ child => Σ b : B, Path (child b) | |
| /-- The list of arc labels along a full path, in root-to-leaf order. -/ | |
| def pathLabels : {d : ℕ} → (T : ProbabilityTree X d) → T.Path → List (Finset X) | |
| | _, .leaf => fun _ => [] | |
| | _, @node _ _ _B _ _ _ label child => fun p => | |
| label p.1 :: pathLabels (child p.1) p.2 | |
| /-- Every path family is finite; no quotient by labels is taken. -/ | |
| instance pathFintype : {d : ℕ} → (T : ProbabilityTree X d) → Fintype T.Path | |
| | _, .leaf => inferInstanceAs (Fintype PUnit) | |
| | _, @node _ _ B _ _ _ _ child => by | |
| letI : ∀ b : B, Fintype (Path (child b)) := fun b => pathFintype (child b) | |
| exact inferInstanceAs (Fintype (Σ b : B, Path (child b))) | |
| section Labels | |
| variable [DecidableEq X] | |
| /-- Union of all arc labels along a specified full path. -/ | |
| def pathUnion : {d : ℕ} → (T : ProbabilityTree X d) → T.Path → Finset X | |
| | _, .leaf => fun _ => ∅ | |
| | _, @node _ _ _B _ _ _ label child => fun p => | |
| label p.1 ∪ pathUnion (child p.1) p.2 | |
| /-- All coordinates used by any arc anywhere in the tree. -/ | |
| def support : {d : ℕ} → ProbabilityTree X d → Finset X | |
| | _, .leaf => ∅ | |
| | _, @node _ _ B inst _ _ label child => | |
| (@Finset.univ B inst).biUnion fun b => label b ∪ support (child b) | |
| /-- A recursive form of disjointness, equivalent to pairwise disjoint labels on every full path. -/ | |
| def IsDisjoint : {d : ℕ} → ProbabilityTree X d → Prop | |
| | _, .leaf => True | |
| | _, @node _ _ _ _ _ _ label child => | |
| (∀ b, Disjoint (label b) (support (child b))) ∧ ∀ b, IsDisjoint (child b) | |
| /-- Literal pairwise disjointness along every full root-to-leaf path. -/ | |
| def PathDisjoint {d : ℕ} (T : ProbabilityTree X d) : Prop := | |
| ∀ p : T.Path, (T.pathLabels p).Pairwise Disjoint | |
| /-- Per-level spread conditions, starting with index zero at the root. -/ | |
| def HasSpread : {d : ℕ} → ProbabilityTree X d → (ℕ → ℝ) → Prop | |
| | _, .leaf, _ => True | |
| | _, @node _ _ _ _ law _ label child, a => | |
| IsSpread law label (a 0) ∧ ∀ b, HasSpread (child b) (fun j => a (j + 1)) | |
| /-- The event that some full path is covered by a given set. -/ | |
| def CoveredBy {d : ℕ} (T : ProbabilityTree X d) (W : Finset X) : Prop := | |
| ∃ p : T.Path, T.pathUnion p ⊆ W | |
| end Labels | |
| /-- Per-level cardinality capacities, starting with index zero at the root. -/ | |
| def HasCapacities : {d : ℕ} → ProbabilityTree X d → (ℕ → ℕ) → Prop | |
| | _, .leaf, _ => True | |
| | _, @node _ _ _ _ _ _ label child, m => | |
| (∀ b, (label b).card ≤ m 0) ∧ ∀ b, HasCapacities (child b) (fun j => m (j + 1)) | |
| end ProbabilityTree | |
| end LeanBlast.SecondKahnKalai | |
| end | |
| end OAI | |