Download lean/OAI/Dynamics/SmoothObstruction/PhaseDynamics.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 12 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Dynamics/SmoothObstruction/PhaseDynamics.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Dynamics/SmoothObstruction/PhaseDynamics.lean
-
curl -L -o PhaseDynamics.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Dynamics/SmoothObstruction/PhaseDynamics.lean
12 kB
| import OAI.Dynamics.SmoothObstruction.PhaseEntropy | |
| import OAI.Dynamics.SmoothObstruction.InvariantMeasure | |
| import OAI.Dynamics.SmoothObstruction.StandardProbability | |
| namespace OAI | |
| section | |
| open MeasureTheory Set Filter Topology | |
| namespace SmoothObstruction.PhaseDynamics | |
| variable {X : Type*} [MeasurableSpace X] [MeasurableSingletonClass X] | |
| omit [MeasurableSpace X] [MeasurableSingletonClass X] in | |
| lemma iterate_phase {m : ℕ} (T : X → X) (a : X → ZMod m) | |
| (ha : ∀ x, a (T x) = a x + 1) (x : X) (n : ℕ) : | |
| a ((T^[n]) x) = a x + n := by | |
| induction n with | |
| | zero => simp | |
| | succ n ih => | |
| rw [Function.iterate_succ_apply', ha, ih, Nat.cast_add, Nat.cast_one, add_assoc] | |
| omit [MeasurableSpace X] [MeasurableSingletonClass X] in | |
| /-- Uniform infinite cyclic factors rule out every periodic point. This | |
| uses only the exact phase evolution, not recognition or word frequencies. -/ | |
| theorem no_periodic_points (T : X → X) (m : ℕ → ℕ) (a : ∀ i, X → ZMod (m i)) | |
| (ha : ∀ i x, a i (T x) = a i x + 1) (hm : ∀ n, ∃ i, n < m i) : | |
| ∀ x n, 0 < n → (T^[n]) x ≠ x := by | |
| intro x n hn hx | |
| obtain ⟨i, hi⟩ := hm n | |
| have h := iterate_phase T (a i) (ha i) x n | |
| rw [hx] at h | |
| have hn0 : (n : ZMod (m i)) = 0 := by | |
| apply add_left_cancel (a := a i x) | |
| simpa using h.symm | |
| have hdiv := (ZMod.natCast_eq_zero_iff n (m i)).mp hn0 | |
| exact (not_le.mpr hi) (Nat.le_of_dvd hn hdiv) | |
| /-- The phase extension's nonatomicity: a positive singleton would return by | |
| Poincare recurrence, contradicting its arbitrarily large cyclic factors. -/ | |
| theorem noAtoms_of_phases (μ : Measure X) [IsFiniteMeasure μ] (T : X → X) | |
| (hT : MeasurePreserving T μ μ) (m : ℕ → ℕ) (a : ∀ i, X → ZMod (m i)) | |
| (ha : ∀ i x, a i (T x) = a i x + 1) (hm : ∀ n, ∃ i, n < m i) : NullSingletonClass μ := by | |
| refine ⟨fun x => ?_⟩ | |
| by_contra hx | |
| obtain ⟨y, hy, n, hn, hny⟩ := hT.conservative.exists_mem_iterate_mem' | |
| (measurableSet_singleton x) hx | |
| have hyx : y = x := mem_singleton_iff.mp hy | |
| subst y | |
| exact no_periodic_points T m a ha hm x n (Nat.pos_of_ne_zero hn) (mem_singleton_iff.mp hny) | |
| section Ambient | |
| variable (A : Type*) [TopologicalSpace A] (m : ℕ → ℕ) | |
| abbrev Space := (ℤ → A) × ∀ i, ZMod (m i) | |
| /-- The source map: bilateral symbol shift and addition of one in every | |
| phase. Its inverse subtracts one, with no modulo-null restriction. -/ | |
| def shift : Space A m ≃ₜ Space A m where | |
| toFun x := (fun t => x.1 (t + 1), fun i => x.2 i + 1) | |
| invFun x := (fun t => x.1 (t - 1), fun i => x.2 i - 1) | |
| left_inv x := by ext <;> simp | |
| right_inv x := by ext <;> simp | |
| continuous_toFun := by | |
| apply Continuous.prodMk | |
| · exact continuous_pi (fun t => (continuous_apply (t + 1)).comp continuous_fst) | |
| · exact continuous_pi (fun i => ((continuous_apply i).comp continuous_snd).add continuous_const) | |
| continuous_invFun := by | |
| apply Continuous.prodMk | |
| · exact continuous_pi (fun t => (continuous_apply (t - 1)).comp continuous_fst) | |
| · exact continuous_pi (fun i => ((continuous_apply i).comp continuous_snd).sub continuous_const) | |
| @[simp] lemma shift_symbol (x : Space A m) (t : ℤ) : (shift A m x).1 t = x.1 (t + 1) := rfl | |
| @[simp] lemma shift_phase (x : Space A m) (i : ℕ) : (shift A m x).2 i = x.2 i + 1 := rfl | |
| end Ambient | |
| section Words | |
| variable {A : Type*} [TopologicalSpace A] [DiscreteTopology A] | |
| (m : ℕ → ℕ) (hm : ∀ i, m i ∣ m (i + 1)) | |
| (W : ∀ i, Set (Fin (m i) → A)) | |
| /-- Level-i symbols beginning at an integer time. -/ | |
| def wordAt (x : Space A m) (i : ℕ) (t : ℤ) : Fin (m i) → A := | |
| fun j => x.1 (t + j.val) | |
| /-- Exact compatibility of phases through the canonical cyclic quotient. -/ | |
| def Compatible (x : Space A m) (i : ℕ) : Prop := | |
| ZMod.castHom (hm i) (ZMod (m i)) (x.2 (i + 1)) = x.2 i | |
| /-- Every level boundary carries a legal word; the sign convention records | |
| the index of the origin inside its word, exactly as in source section 6. -/ | |
| def Legal (x : Space A m) (i : ℕ) : Prop := | |
| ∀ t : ℤ, (t : ZMod (m i)) = -x.2 i → wordAt m x i t ∈ W i | |
| def extension : Set (Space A m) := | |
| {x | ∀ i, Compatible m hm x i ∧ Legal m W x i} | |
| omit [DiscreteTopology A] in | |
| lemma continuous_wordAt (i : ℕ) (t : ℤ) : Continuous (fun x : Space A m => wordAt m x i t) := | |
| continuous_pi (fun j => (continuous_apply (t + j.val)).comp continuous_fst) | |
| omit [DiscreteTopology A] in | |
| lemma compatible_closed (i : ℕ) : IsClosed {x : Space A m | Compatible m hm x i} := by | |
| apply isClosed_eq _ ((continuous_apply i).comp continuous_snd) | |
| exact (continuous_of_discreteTopology : Continuous (ZMod.castHom (hm i) (ZMod (m i)))).comp | |
| ((continuous_apply (i + 1)).comp continuous_snd) | |
| lemma legal_closed (i : ℕ) : IsClosed {x : Space A m | Legal m W x i} := by | |
| have heq : {x : Space A m | Legal m W x i} = | |
| ⋂ t : ℤ, ({x : Space A m | (t : ZMod (m i)) ≠ -x.2 i} ∪ | |
| (fun x : Space A m => wordAt m x i t) ⁻¹' W i) := by | |
| ext x | |
| simp only [mem_ofPred_eq, mem_iInter, mem_union, mem_preimage, Legal] | |
| simp only [imp_iff_not_or] | |
| rw [heq] | |
| apply isClosed_iInter | |
| intro t | |
| apply IsClosed.union _ ((isClosed_discrete (W i)).preimage (continuous_wordAt m i t)) | |
| have hc : IsClosed {a : ZMod (m i) | (t : ZMod (m i)) ≠ -a} := isClosed_discrete _ | |
| exact hc.preimage (show Continuous (fun x : Space A m => x.2 i) from | |
| (continuous_apply i).comp continuous_snd) | |
| lemma extension_closed : IsClosed (extension m hm W) := by | |
| have heq : extension m hm W = | |
| ⋂ i, {x : Space A m | Compatible m hm x i} ∩ {x : Space A m | Legal m W x i} := by | |
| ext x; simp [extension] | |
| rw [heq] | |
| exact isClosed_iInter (fun i => (compatible_closed m hm i).inter (legal_closed m W i)) | |
| omit [DiscreteTopology A] in | |
| lemma compatible_shift_iff (x : Space A m) (i : ℕ) : | |
| Compatible m hm (shift A m x) i ↔ Compatible m hm x i := by | |
| simp [Compatible, shift, map_add, map_one] | |
| omit [DiscreteTopology A] in | |
| lemma legal_shift_iff (x : Space A m) (i : ℕ) : | |
| Legal m W (shift A m x) i ↔ Legal m W x i := by | |
| constructor | |
| · intro h t ht | |
| have hb : ((t - 1 : ℤ) : ZMod (m i)) = -(shift A m x).2 i := by | |
| simp only [Int.cast_sub, Int.cast_one, shift_phase] | |
| rw [ht] | |
| ring | |
| have hw := h (t - 1) hb | |
| convert hw using 1 | |
| ext j | |
| change x.1 (t + (j.val : ℤ)) = x.1 (t - 1 + (j.val : ℤ) + 1) | |
| exact congrArg x.1 (by ring) | |
| · intro h t ht | |
| have hb : ((t + 1 : ℤ) : ZMod (m i)) = -x.2 i := by | |
| simp only [Int.cast_add, Int.cast_one] | |
| rw [ht, shift_phase] | |
| ring | |
| have hw := h (t + 1) hb | |
| convert hw using 1 | |
| ext j | |
| change x.1 (t + (j.val : ℤ) + 1) = x.1 (t + 1 + (j.val : ℤ)) | |
| exact congrArg x.1 (by ring) | |
| omit [DiscreteTopology A] in | |
| lemma extension_shift_iff (x : Space A m) : | |
| shift A m x ∈ extension m hm W ↔ x ∈ extension m hm W := by | |
| simp only [extension, mem_ofPred_eq, compatible_shift_iff, legal_shift_iff] | |
| omit [DiscreteTopology A] in | |
| lemma extension_shift_symm (x : Space A m) (hx : x ∈ extension m hm W) : | |
| (shift A m).symm x ∈ extension m hm W := by | |
| apply (extension_shift_iff m hm W ((shift A m).symm x)).mp | |
| simpa using hx | |
| /-- Restriction to the genuine closed phase extension, in both directions. -/ | |
| def extensionShift : extension m hm W ≃ₜ extension m hm W where | |
| toFun x := ⟨shift A m x.val, (extension_shift_iff m hm W x.val).mpr x.property⟩ | |
| invFun x := ⟨(shift A m).symm x.val, extension_shift_symm m hm W x.val x.property⟩ | |
| left_inv x := Subtype.ext ((shift A m).left_inv x.val) | |
| right_inv x := Subtype.ext ((shift A m).right_inv x.val) | |
| continuous_toFun := ((shift A m).continuous.comp continuous_subtype_val).subtype_mk _ | |
| continuous_invFun := ((shift A m).symm.continuous.comp continuous_subtype_val).subtype_mk _ | |
| /-- Compactness needs only finite-level admissible configurations. The actual | |
| word hierarchy supplies these by periodically repeating a word at the largest | |
| requested level; no invariant measure or frequency hypothesis enters. -/ | |
| theorem extension_nonempty [CompactSpace A] [∀ i, NeZero (m i)] | |
| (hfinite : ∀ n, ∃ x : Space A m, ∀ i ≤ n, Compatible m hm x i ∧ Legal m W x i) : | |
| (extension m hm W).Nonempty := by | |
| let E : ℕ → Set (Space A m) := fun n => | |
| {x | ∀ i ≤ n, Compatible m hm x i ∧ Legal m W x i} | |
| have hcl (n : ℕ) : IsClosed (E n) := by | |
| have heq : E n = ⋂ i ∈ Set.Iic n, | |
| {x : Space A m | Compatible m hm x i} ∩ {x : Space A m | Legal m W x i} := by | |
| ext x; simp [E] | |
| rw [heq] | |
| exact isClosed_biInter (fun i _ => (compatible_closed m hm i).inter (legal_closed m W i)) | |
| obtain ⟨x, hx⟩ := IsCompact.nonempty_iInter_of_sequence_nonempty_isCompact_isClosed E | |
| (fun n x hx i hi => hx i (by omega)) hfinite (hcl 0).isCompact hcl | |
| refine ⟨x, fun i => ?_⟩ | |
| exact (mem_iInter.mp hx i) i le_rfl | |
| end Words | |
| end SmoothObstruction.PhaseDynamics | |
| end | |
| section | |
| namespace SmoothObstruction.PhaseDynamics | |
| open MeasureTheory Set Filter | |
| open scoped Topology | |
| variable {A : Type} [Fintype A] [Nonempty A] [TopologicalSpace A] | |
| [DiscreteTopology A] [MeasurableSpace A] [BorelSpace A] | |
| (m : ℕ → ℕ) [∀ i, NeZero (m i)] (hm : ∀ i, m i ∣ m (i+1)) | |
| (W : ∀ i, Set (Fin (m i) → A)) | |
| omit [Fintype A] [Nonempty A] [TopologicalSpace A] [DiscreteTopology A] [BorelSpace A] | |
| [∀ i, NeZero (m i)] in | |
| lemma extension_coordinate_space : | |
| (inferInstance : MeasurableSpace (extension m hm W)) = MeasurableSpace.comap | |
| (PhaseEntropy.coordinates (fun x : extension m hm W => x.val.1) | |
| (fun x : extension m hm W => x.val.2)) MeasurableSpace.pi := by | |
| let e := MeasurableEquiv.sumPiEquivProdPi (PhaseEntropy.Coordinate A m) | |
| have he := e.symm.measurableEmbedding.comap_eq | |
| have hc : PhaseEntropy.coordinates (fun x : extension m hm W => x.val.1) | |
| (fun x : extension m hm W => x.val.2) = e.symm ∘ Subtype.val := by | |
| funext x i | |
| cases i <;> rfl | |
| change MeasurableSpace.comap (Subtype.val : extension m hm W → Space A m) | |
| inferInstance = _ | |
| exact (congrArg (MeasurableSpace.comap (Subtype.val : extension m hm W → Space A m)) he).symm.trans | |
| (MeasurableSpace.comap_comp.trans (congrArg (fun f => MeasurableSpace.comap f MeasurableSpace.pi) hc.symm)) | |
| /-- A genuine ergodic invertible standard nonatomic finite-KS system from | |
| any nonempty finite admissible word hierarchy with unbounded lengths. | |
| This is the measure-theoretic construction, not its graph obstruction. -/ | |
| theorem exists_system | |
| (hunbounded : ∀ n, ∃ i, n < m i) | |
| (hfinite : ∀ n, ∃ x : Space A m, ∀ i ≤ n, Compatible m hm x i ∧ Legal m W x i) : | |
| ∃ μ : ProbabilityMeasure (extension m hm W), | |
| StandardNonatomic (μ : Measure (extension m hm W)) ∧ | |
| Ergodic (extensionShift m hm W) (μ : Measure (extension m hm W)) ∧ | |
| FiniteKSEntropy (μ : Measure (extension m hm W)) (extensionShift m hm W) := by | |
| let : CompactSpace A := Finite.compactSpace | |
| let : Fact (IsClosed (extension m hm W)) := ⟨extension_closed m hm W⟩ | |
| let : CompactSpace (extension m hm W) := isCompact_iff_compactSpace.mp (extension_closed m hm W).isCompact | |
| have hn := extension_nonempty m hm W hfinite | |
| let : Nonempty (extension m hm W) := hn.to_subtype | |
| let : StandardBorelSpace (extension m hm W) := (extension_closed m hm W).measurableSet.standardBorel | |
| obtain ⟨μ,hμ⟩ := CompactInvariant.exists_ergodic_probability | |
| (extensionShift m hm W) (extensionShift m hm W).continuous | |
| let : NullSingletonClass (μ : Measure (extension m hm W)) := | |
| noAtoms_of_phases μ (extensionShift m hm W) hμ.toMeasurePreserving m | |
| (fun i x => x.val.2 i) (fun _ _ => rfl) hunbounded | |
| refine ⟨μ,standardNonatomic_of_standardBorel (μ : Measure (extension m hm W)),hμ,?_⟩ | |
| exact PhaseEntropy.finiteKS (fun x : extension m hm W => x.val.1) | |
| (fun x : extension m hm W => x.val.2) μ hμ.toMeasurePreserving | |
| (extension_coordinate_space m hm W) (fun _ _ => rfl) (fun _ _ => rfl) | |
| end SmoothObstruction.PhaseDynamics | |
| end | |
| end OAI | |