Download lean/OAI/Probability/DirectionalWalk/LatePrefixes.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 7.41 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/DirectionalWalk/LatePrefixes.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Probability/DirectionalWalk/LatePrefixes.lean
-
curl -L -o LatePrefixes.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/DirectionalWalk/LatePrefixes.lean
7.41 kB
| import OAI.Probability.DirectionalWalk.ExperimentContact | |
| namespace OAI | |
| open MeasureTheory ProbabilityTheory Filter Preorder | |
| open scoped ENNReal BigOperators Topology | |
| namespace DirectionalZeroOne | |
| open scoped Classical | |
| def latePrefixEvent {d ι : ℕ} (e : Step d) (k r N : ℕ) | |
| (E : Word d → Fin ι → Set (Path d)) (start : Word d → Fin ι → Site d) : | |
| Set (Path d × Path d) := | |
| ⋃ a : {a : Word d | AxisBridgeWord e k a}, ⋃ q : Fin ι, | |
| ⋃ b : {b | upperContactWord 0 (axisUpper e r) (axisLower e 0 ∪ axisUpper e N) b}, | |
| (wordCylinder a ∩ (shiftPath (-wordEnd a) ∘ tailPath a.val.1) ⁻¹' (E a q ∩ wordCylinder b)) ×ˢ | |
| (shiftPath (start a q) ⁻¹' contactAvoid b) | |
| lemma latePrefixEvent_bound {d ι : ℕ} [NeZero ι] | |
| (μ : Measure (Row d)) [IsProbabilityMeasure μ] (hell : StrictEllipticity μ) | |
| (e : Step d) (k r N m : ℕ) (hrN : r ≤ N) | |
| (E : Word d → Fin ι → Set (Path d)) (hE : ∀ a q, MeasurableSet (E a q)) | |
| (hdis : ∀ a, Pairwise (fun i j => Disjoint (E a i) (E a j))) | |
| (start : Word d → Fin ι → Site d) | |
| (hstart : ∀ a, AxisBridgeWord e k a → ∀ q, axisHeight e (start a q) = (N : ℤ)-1) | |
| (hΔ : axisReachProb μ e r-axisReachProb μ e N ≤ ENNReal.ofReal ((1/2 : ℝ)^m)) : | |
| ((annealed μ 0).prod (conditioned μ (axisDirection (oppositeStep e)))) | |
| (latePrefixEvent e k r N E start) ≤ | |
| (annealed μ 0 (nonBacktracking (axisDirection (oppositeStep e))))⁻¹ * | |
| ENNReal.ofReal ((24 / posteriorExponent)*Real.log (ι+1)*(m+1)^2*(1/2 : ℝ)^m) := by | |
| have : IsFiniteMeasure (conditioned μ (axisDirection (oppositeStep e))) := by | |
| unfold conditioned | |
| infer_instance | |
| unfold latePrefixEvent | |
| calc | |
| _ ≤ ∑' a : {a : Word d | AxisBridgeWord e k a}, ∑' q : Fin ι, | |
| ∑' b : {b | upperContactWord 0 (axisUpper e r) (axisLower e 0 ∪ axisUpper e N) b}, | |
| ((annealed μ 0).prod (conditioned μ (axisDirection (oppositeStep e)))) | |
| ((wordCylinder a ∩ (shiftPath (-wordEnd a) ∘ tailPath a.val.1) ⁻¹' (E a q ∩ wordCylinder b)) ×ˢ | |
| (shiftPath (start a q) ⁻¹' contactAvoid b)) := by | |
| apply (measure_iUnion_le _).trans | |
| apply ENNReal.tsum_le_tsum | |
| intro a | |
| apply (measure_iUnion_le _).trans | |
| exact ENNReal.tsum_le_tsum (fun q => measure_iUnion_le _) | |
| _ = (annealed μ 0 (nonBacktracking (axisDirection (oppositeStep e))))⁻¹ * | |
| (∑' a : {a : Word d | AxisBridgeWord e k a}, ∑ q, | |
| ∑' b : {b | upperContactWord 0 (axisUpper e r) (axisLower e 0 ∪ axisUpper e N) b}, | |
| annealed μ 0 (wordCylinder a ∩ (shiftPath (-wordEnd a) ∘ tailPath a.val.1) ⁻¹' (E a q ∩ wordCylinder b)) * | |
| annealed μ (start a q) (avoids (axisUpper e N) ∩ contactAvoid b)) := by | |
| rw [← ENNReal.tsum_mul_left] | |
| apply tsum_congr | |
| intro a | |
| rw [tsum_fintype,Finset.mul_sum] | |
| apply Finset.sum_congr rfl | |
| intro q _ | |
| rw [← ENNReal.tsum_mul_left] | |
| apply tsum_congr | |
| intro b | |
| rw [Measure.prod_prod,conditioned_negative_shift μ e _ N (hstart _ a.property _) _ (measurableSet_contactAvoid _)] | |
| ac_rfl | |
| _ ≤ _ := mul_le_mul_right (prefix_contact_total_bound μ hell e k r N m hrN E hE hdis start hΔ) _ | |
| def prependRelative {d : ℕ} (a : Word d) (R : Path d) : Path d := | |
| concatPath a.1 (wordPath a) (shiftPath (wordEnd a) R) | |
| lemma measurable_prependRelative {d : ℕ} (a : Word d) : Measurable (prependRelative a) := by | |
| apply Measurable.of_eval | |
| intro j | |
| by_cases hj : j < a.1 | |
| · simpa only [prependRelative,concatPath,ite_eq_left hj] using | |
| (measurable_const : Measurable (fun _ : Path d => wordPath a j)) | |
| · have hm : Measurable (fun R : Path d => R (j-a.1)) := measurable_pi_apply _ | |
| simpa only [prependRelative,concatPath,ite_eq_right hj,shiftPath] using hm.add_const (wordEnd a) | |
| lemma prependRelative_recover {d : ℕ} (a : Word d) (X : Path d) (hX : X ∈ wordCylinder a) : | |
| prependRelative a (shiftPath (-wordEnd a) (tailPath a.1 X)) = X := by | |
| funext j | |
| by_cases hj : j < a.1 | |
| · simpa only [prependRelative,concatPath,ite_eq_left hj] using (hX j hj.le).symm | |
| · simp only [prependRelative,concatPath,ite_eq_right hj,shiftPath,tailPath, | |
| Nat.add_sub_of_le (Nat.le_of_not_gt hj),neg_add_cancel_right] | |
| lemma latePrefixEvent_of_contact {d ι : ℕ} (e : Step d) | |
| (k r N : ℕ) (hr : k ≤ r) (hN : k ≤ N) | |
| (E : Fin ι → Set (Path d)) (z : Fin ι → Site d) | |
| (X Y : Path d) (q : Fin ι) (hE : X ∈ E q) | |
| (t τ : ℕ) (htτ : t ≤ τ) | |
| (hold : AxisBridgeWord e k (prefixWord t X)) | |
| (hband : ∀ j, t ≤ j → j ≤ τ → (k : ℤ) ≤ axisHeight e (X j) ∧ axisHeight e (X j) < (N : ℤ)) | |
| (hreached : ∃ j, t ≤ j ∧ j ≤ τ ∧ (r : ℤ) ≤ axisHeight e (X j)) | |
| (hhit : ∃ j, Y j+z q = X τ) | |
| (hbefore : ∀ i, t ≤ i → i < τ → ∀ j, Y j+z q ≠ X i) : | |
| (X,Y) ∈ latePrefixEvent e k (r-k) (N-k) | |
| (fun a q => prependRelative a ⁻¹' E q) (fun a q => z q-wordEnd a) := by | |
| let a := prefixWord t X | |
| let R := shiftPath (-wordEnd a) (tailPath t X) | |
| let b := prefixWord (τ-t) R | |
| have ha : X ∈ wordCylinder a := fun j hj => (wordPath_prefixWord t X hj).symm | |
| have hend : wordEnd a = X t := wordPath_prefixWord t X le_rfl | |
| have hbpath (j : ℕ) (hj : j ≤ τ-t) : wordPath b j = X (t+j)-X t := by | |
| rw [wordPath_prefixWord (τ-t) R hj] | |
| change X (t+j)+(-wordEnd a) = _ | |
| rw [hend,sub_eq_add_neg] | |
| have hb : upperContactWord 0 (axisUpper e ((r-k : ℕ) : ℤ)) | |
| (axisLower e 0 ∪ axisUpper e ((N-k : ℕ) : ℤ)) b := by | |
| refine ⟨?_,?_,?_⟩ | |
| · rw [hbpath 0 (Nat.zero_le _),Nat.add_zero,sub_self] | |
| · obtain ⟨j,htj,hjτ,hjr⟩ := hreached | |
| refine ⟨j-t,by change j-t ≤ τ-t;omega,?_⟩ | |
| rw [hbpath (j-t) (by omega),Nat.add_sub_of_le htj] | |
| change ((r-k : ℕ) : ℤ) ≤ axisHeight e (X j-X t) | |
| rw [sub_eq_add_neg,axisHeight_add,axisHeight_neg,← hend,hold.1,Nat.cast_sub hr] | |
| omega | |
| · intro j hj | |
| rw [hbpath j hj] | |
| have hjτ : t+j ≤ τ := by change j ≤ τ-t at hj;omega | |
| obtain ⟨hlo,hhi⟩ := hband (t+j) (by omega) hjτ | |
| change ¬(axisHeight e (X (t+j)-X t) < (0 : ℤ) ∨ | |
| ((N-k : ℕ) : ℤ) ≤ axisHeight e (X (t+j)-X t)) | |
| rw [sub_eq_add_neg,axisHeight_add,axisHeight_neg,← hend,hold.1,Nat.cast_sub hN] | |
| omega | |
| have hca : shiftPath (z q-wordEnd a) Y ∈ contactAvoid b := by | |
| rw [contactAvoid_iff_firstHit] | |
| constructor | |
| · obtain ⟨j,hj⟩ := hhit | |
| refine ⟨j,?_⟩ | |
| change Y j+(z q-wordEnd a) = wordPath b (τ-t) | |
| rw [hbpath (τ-t) le_rfl,Nat.add_sub_of_le htτ,hend] | |
| rw [sub_eq_add_neg,← add_assoc,hj,sub_eq_add_neg] | |
| · intro i hi | |
| rintro ⟨j,hj⟩ | |
| apply hbefore (t+i) (by omega) (by change i < τ-t at hi;omega) j | |
| rw [hbpath i hi.le] at hj | |
| change Y j+(z q-wordEnd a) = X (t+i)-X t at hj | |
| rw [hend,sub_eq_add_neg,sub_eq_add_neg,← add_assoc] at hj | |
| exact add_right_cancel hj | |
| refine Set.mem_iUnion.mpr ⟨⟨a,hold⟩,Set.mem_iUnion.mpr ⟨q,Set.mem_iUnion.mpr ⟨⟨b,hb⟩,?_⟩⟩⟩ | |
| refine ⟨⟨ha,?_,?_⟩,hca⟩ | |
| · change prependRelative a R ∈ E q | |
| exact (prependRelative_recover a X ha).symm ▸ hE | |
| · exact fun j hj => (wordPath_prefixWord (τ-t) R hj).symm | |
| end DirectionalZeroOne | |
| end OAI | |