openAI-math-dataset / lean /OAI /Computability /PerfectCompleteness /Foundations /GeometricPrefixSplit.lean
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| import Lean.Elab.Tactic.Omega | |
| import OAI.Computability.PerfectCompleteness.Foundations.HierarchicalFrozenTablesLemmas | |
| namespace OAI | |
| section | |
| namespace PerfectCompleteness.GeometricPrefixSplit | |
| open RecursiveSpaces DescendantSpaces | |
| open GeometricCutSplit (Prefix PrefixDepth prefixPathDepth prefixPath castPath prefixLaw) | |
| open UniqueGamesTheorem.Foundations.Games | |
| open scoped BigOperators Classical | |
| variable {branch : Nat → Nat} | |
| def depthEquiv (low b : Nat) : (a : Nat) → | |
| PrefixDepth branch low (b + a) ≃ | |
| PrefixDepth branch (low + b) a × PrefixDepth branch low b | |
| | 0 => | |
| { toFun := fun x => ((), x) | |
| invFun := Prod.snd | |
| left_inv := fun _ => rfl | |
| right_inv := by rintro ⟨⟨⟩, x⟩; rfl } | |
| | a + 1 => | |
| ((Equiv.cast (congrArg (fun h => Fin (branch h)) | |
| (Nat.add_assoc low b a).symm)).prodCongr (depthEquiv low b a)).trans | |
| (Equiv.prodAssoc _ _ _).symm | |
| private theorem castPath_step {x y low : Nat} (h : x = y) | |
| (c : Fin (branch x)) (p : Path branch x low) : | |
| castPath (congrArg Nat.succ h) (.step c p) = | |
| .step (Equiv.cast (congrArg (fun n => Fin (branch n)) h) c) | |
| (castPath h p) := by | |
| cases h | |
| rfl | |
| theorem depthEquiv_path (low b a : Nat) | |
| (x : PrefixDepth branch low (b + a)) : | |
| castPath (Nat.add_assoc low b a).symm (prefixPathDepth low (b + a) x) = | |
| (prefixPathDepth (low + b) a (depthEquiv low b a x).1).append | |
| (prefixPathDepth low b (depthEquiv low b a x).2) := by | |
| revert x | |
| induction a with | |
| | zero => intro x; rfl | |
| | succ a ih => | |
| intro x | |
| change castPath (congrArg Nat.succ (Nat.add_assoc low b a).symm) | |
| (.step x.1 (prefixPathDepth low (b + a) x.2)) = _ | |
| rw [castPath_step (Nat.add_assoc low b a).symm x.1 | |
| (prefixPathDepth low (b + a) x.2)] | |
| exact congrArg (Path.step _) (ih x.2) | |
| private theorem castPath_trans {x y z low : Nat} (h : x = y) (g : y = z) | |
| (p : Path branch x low) : | |
| castPath g (castPath h p) = castPath (h.trans g) p := by | |
| cases h | |
| cases g | |
| rfl | |
| private theorem prefixPathDepth_cast {low d e : Nat} (h : d = e) | |
| (x : PrefixDepth branch low d) : | |
| prefixPathDepth low e (Equiv.cast (congrArg (PrefixDepth branch low) h) x) = | |
| castPath (congrArg (fun n => low + n) h) (prefixPathDepth low d x) := by | |
| cases h | |
| rfl | |
| private theorem castPath_append {x y mid low : Nat} (h : x = y) | |
| (p : Path branch x mid) (q : Path branch mid low) : | |
| castPath h (p.append q) = (castPath h p).append q := by | |
| cases h | |
| rfl | |
| private theorem castPath_depth_append {x y low : Nat} (h : x = y) (a : Nat) | |
| (upper : PrefixDepth branch x a) (lower : Path branch x low) : | |
| castPath (congrArg (fun n => n + a) h) | |
| ((prefixPathDepth x a upper).append lower) = | |
| (prefixPathDepth y a | |
| (Equiv.cast (congrArg (fun n => PrefixDepth branch n a) h) upper)).append | |
| (castPath h lower) := by | |
| cases h | |
| rfl | |
| variable {root mid low : Nat} | |
| def splitEquiv (hlow : low ≤ mid) (hmid : mid ≤ root) : | |
| Prefix branch root low ≃ Prefix branch root mid × Prefix branch mid low := | |
| (Equiv.cast (congrArg (PrefixDepth branch low) | |
| (show root - low = (mid - low) + (root - mid) by omega))).trans | |
| ((depthEquiv low (mid - low) (root - mid)).trans | |
| ((Equiv.cast (congrArg (fun n => PrefixDepth branch n (root - mid)) | |
| (Nat.add_sub_of_le hlow))).prodCongr (Equiv.refl _))) | |
| def joinEquiv (hlow : low ≤ mid) (hmid : mid ≤ root) : | |
| Prefix branch root mid × Prefix branch mid low ≃ Prefix branch root low := | |
| (splitEquiv hlow hmid).symm | |
| @[simp] theorem split_join (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (pair : Prefix branch root mid × Prefix branch mid low) : | |
| splitEquiv hlow hmid (joinEquiv hlow hmid pair) = pair := | |
| (splitEquiv hlow hmid).apply_symm_apply pair | |
| @[simp] theorem join_split (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (pref : Prefix branch root low) : | |
| joinEquiv hlow hmid (splitEquiv hlow hmid pref) = pref := | |
| (splitEquiv hlow hmid).symm_apply_apply pref | |
| theorem prefixPath_split (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (pref : Prefix branch root low) : | |
| prefixPath (hlow.trans hmid) pref = | |
| (prefixPath hmid (splitEquiv hlow hmid pref).1).append | |
| (prefixPath hlow (splitEquiv hlow hmid pref).2) := by | |
| let a := root - mid | |
| let b := mid - low | |
| have hd : root - low = b + a := by dsimp [a, b]; omega | |
| have hm : low + b = mid := Nat.add_sub_of_le hlow | |
| let x : PrefixDepth branch low (b + a) := | |
| Equiv.cast (congrArg (PrefixDepth branch low) hd) pref | |
| calc | |
| prefixPath (hlow.trans hmid) pref = | |
| castPath (Nat.add_sub_of_le hmid) | |
| (castPath (congrArg (fun n => n + a) hm) | |
| (castPath (Nat.add_assoc low b a).symm | |
| (prefixPathDepth low (b + a) x))) := by | |
| dsimp only [x] | |
| rw [prefixPathDepth_cast hd pref] | |
| simp only [castPath_trans] | |
| rfl | |
| _ = castPath (Nat.add_sub_of_le hmid) | |
| (castPath (congrArg (fun n => n + a) hm) | |
| ((prefixPathDepth (low + b) a (depthEquiv low b a x).1).append | |
| (prefixPathDepth low b (depthEquiv low b a x).2))) := by | |
| rw [depthEquiv_path] | |
| _ = castPath (Nat.add_sub_of_le hmid) | |
| ((prefixPathDepth mid a | |
| (Equiv.cast (congrArg (fun n => PrefixDepth branch n a) hm) | |
| (depthEquiv low b a x).1)).append | |
| (castPath hm (prefixPathDepth low b (depthEquiv low b a x).2))) := by | |
| rw [castPath_depth_append] | |
| _ = (prefixPath hmid (splitEquiv hlow hmid pref).1).append | |
| (prefixPath hlow (splitEquiv hlow hmid pref).2) := by | |
| rw [castPath_append] | |
| rfl | |
| theorem prefixPath_split_spec (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (pref : Prefix branch root low) : | |
| (⟨low, prefixPath (hlow.trans hmid) pref⟩ : Σ height, Path branch root height) = | |
| ⟨low, (prefixPath hmid (splitEquiv hlow hmid pref).1).append | |
| (prefixPath hlow (splitEquiv hlow hmid pref).2)⟩ := | |
| congrArg (fun p : Path branch root low => | |
| (⟨low, p⟩ : Σ height, Path branch root height)) (prefixPath_split hlow hmid pref) | |
| theorem prefixPath_join (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (upper : Prefix branch root mid) (lower : Prefix branch mid low) : | |
| prefixPath (hlow.trans hmid) (joinEquiv hlow hmid (upper, lower)) = | |
| (prefixPath hmid upper).append (prefixPath hlow lower) := by | |
| simpa only [split_join] using | |
| prefixPath_split hlow hmid (joinEquiv hlow hmid (upper, lower)) | |
| noncomputable section | |
| theorem law_split (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (hbranch : ∀ k < root, 0 < branch k) : | |
| (prefixLaw (hlow.trans hmid) hbranch).pushforward (splitEquiv hlow hmid) = | |
| (prefixLaw hmid hbranch).product | |
| (prefixLaw hlow (fun k hk => hbranch k (Nat.lt_of_lt_of_le hk hmid))) := by | |
| rw [← FiniteDistribution.transport_eq_pushforward] | |
| apply FiniteDistribution.eq_of_weight_eq | |
| intro pair | |
| change (1 : ℝ) / (Fintype.card (Prefix branch root low) : ℝ) = | |
| ((1 : ℝ) / (Fintype.card (Prefix branch root mid) : ℝ)) * | |
| ((1 : ℝ) / (Fintype.card (Prefix branch mid low) : ℝ)) | |
| rw [Fintype.card_congr (splitEquiv (branch := branch) hlow hmid), | |
| Fintype.card_prod, Nat.cast_mul] | |
| simp only [one_div_mul_one_div] | |
| theorem expectation_split (hlow : low ≤ mid) (hmid : mid ≤ root) | |
| (hbranch : ∀ k < root, 0 < branch k) | |
| (f : Prefix branch root mid → Prefix branch mid low → ℝ) : | |
| (prefixLaw (hlow.trans hmid) hbranch).expectation | |
| (fun pref => f (splitEquiv hlow hmid pref).1 (splitEquiv hlow hmid pref).2) = | |
| (prefixLaw hmid hbranch).expectation (fun upper => | |
| (prefixLaw hlow (fun k hk => hbranch k (Nat.lt_of_lt_of_le hk hmid))).expectation | |
| (f upper)) := by | |
| rw [← FiniteDistribution.expectation_pushforward | |
| (prefixLaw (hlow.trans hmid) hbranch) (splitEquiv hlow hmid) | |
| (fun pair => f pair.1 pair.2), law_split, FiniteDistribution.expectation_product] | |
| end | |
| end PerfectCompleteness.GeometricPrefixSplit | |
| end | |
| end OAI | |