Download lean/OAI/NumberTheory/Jacobsthal/Probability/MarkedBeginningKernel.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/NumberTheory/Jacobsthal/Probability/MarkedBeginningKernel.lean
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curl -L -o MarkedBeginningKernel.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/NumberTheory/Jacobsthal/Probability/MarkedBeginningKernel.lean
5.6 kB
| import OAI.NumberTheory.Jacobsthal.Renewal.MarkedRenewalComparison | |
| namespace OAI | |
| namespace Erdos970 | |
| section | |
| namespace Erdos970Dependency.MarkedVisits | |
| open Filter Set MeasureTheory ProbabilityTheory | |
| open scoped Topology ProbabilityTheory ENNReal | |
| open NumberTheoryLean.PairedCostProcess NumberTheoryLean.CostReturnLaw | |
| noncomputable def rawBeginningKernel : Kernel OddCost OddCost := | |
| Kernel.sum (fun n : ℕ => (cycleBranchKernel false ^ n) ∘ₖ cycleBranchKernel true) | |
| instance rawBeginningKernel_isSFiniteKernel : IsSFiniteKernel rawBeginningKernel := by | |
| unfold rawBeginningKernel | |
| infer_instance | |
| lemma rawBeginning_ae_regeneration (z : OddCost) : ∀ᵐ y ∂rawBeginningKernel z, y ∈ returnSet := by | |
| rw [rawBeginningKernel,Kernel.sum_apply,Measure.ae_sum_iff] | |
| intro n | |
| exact branch_word_ae_regeneration true false n z | |
| lemma rawBeginning_project_actual (z : OddCost) (hz : z ∈ returnSet) : | |
| (rawBeginningKernel z).map (fun y => y.2-z.2) = actualSpacingLaw z := by | |
| rw [rawBeginningKernel,Kernel.sum_apply, | |
| Measure.map_sum (f := fun y : OddCost => y.2-z.2) (measurable_snd.sub measurable_const).aemeasurable,actualSpacingLaw] | |
| apply congrArg Measure.sum | |
| funext n | |
| rw [actualSpacingTerm_eq n z hz,branch_word_cost_law true false n z hz, | |
| branchCostLaw_true,branchCostLaw_false] | |
| lemma rawBeginning_cost_law (z : OddCost) (hz : z ∈ returnSet) : | |
| (rawBeginningKernel z).map (fun y => y.2-z.2) = markedSpacingLaw := by | |
| rw [rawBeginning_project_actual z hz,actualSpacingLaw_eq z hz,markedSpacingLaw_eq] | |
| lemma rawBeginning_mass (z : OddCost) (hz : z ∈ returnSet) : rawBeginningKernel z univ = 1 := by | |
| have he := congrArg (fun μ : Measure ℝ => μ univ) (rawBeginning_cost_law z hz) | |
| rw [Measure.map_apply (f := fun y : OddCost => y.2-z.2) | |
| (measurable_snd.sub measurable_const) MeasurableSet.univ,preimage_univ] at he | |
| exact he.trans measure_univ | |
| abbrev RegCost := {z : OddCost // z ∈ returnSet} | |
| noncomputable def beginningDomainKernel : Kernel RegCost OddCost := | |
| rawBeginningKernel.comap Subtype.val measurable_subtype_coe | |
| instance beginningDomainKernel_isMarkovKernel : IsMarkovKernel beginningDomainKernel := by | |
| constructor | |
| intro z | |
| constructor | |
| rw [beginningDomainKernel,Kernel.comap_apply] | |
| exact rawBeginning_mass z.1 z.2 | |
| noncomputable def markedBeginningKernel : Kernel RegCost RegCost := | |
| beginningDomainKernel.comapRight (MeasurableEmbedding.subtype_coe returnSet_measurable) | |
| instance markedBeginningKernel_isMarkovKernel : IsMarkovKernel markedBeginningKernel := by | |
| apply Kernel.IsMarkovKernel.comapRight | |
| intro z | |
| have hae : ∀ᵐ y ∂beginningDomainKernel z, y ∈ returnSet := by | |
| rw [beginningDomainKernel,Kernel.comap_apply] | |
| exact rawBeginning_ae_regeneration z.1 | |
| have he := (ae_mem_iff_measure_eq (μ := beginningDomainKernel z) | |
| returnSet_measurable.nullMeasurableSet).mp hae | |
| rw [measure_univ] at he | |
| convert! he using 1 | |
| congr 1 | |
| ext y | |
| simp | |
| lemma markedBeginning_map_state (z : RegCost) : | |
| (markedBeginningKernel z).map (Subtype.val : RegCost → OddCost) = rawBeginningKernel z.1 := by | |
| calc | |
| _ = (rawBeginningKernel z.1).restrict returnSet := by | |
| change (((rawBeginningKernel z.1).comap (Subtype.val : RegCost → OddCost)).map Subtype.val) = _ | |
| exact map_comap_subtype_coe (μ := rawBeginningKernel z.1) returnSet_measurable | |
| _ = _ := Measure.restrict_eq_self_of_ae_mem (rawBeginning_ae_regeneration z.1) | |
| def beginningCost (z : RegCost) : ℝ := z.1.2 | |
| lemma beginningCost_measurable : Measurable beginningCost := | |
| measurable_snd.comp measurable_subtype_coe | |
| lemma markedBeginning_increment_law (z : RegCost) : | |
| (markedBeginningKernel z).map (fun y => beginningCost y-beginningCost z) = markedSpacingLaw := by | |
| calc | |
| _ = ((markedBeginningKernel z).map (Subtype.val : RegCost → OddCost)).map (fun y => y.2-z.1.2) := | |
| (Measure.map_map (measurable_snd.sub measurable_const) measurable_subtype_coe).symm | |
| _ = (rawBeginningKernel z.1).map (fun y => y.2-z.1.2) := by rw [markedBeginning_map_state] | |
| _ = _ := rawBeginning_cost_law z.1 z.2 | |
| noncomputable def markedClockKernel : Kernel ℝ ℝ := | |
| (Kernel.id ×ₖ Kernel.const ℝ markedSpacingLaw).map (fun x : ℝ × ℝ => x.1+x.2) | |
| instance markedClockKernel_isMarkovKernel : IsMarkovKernel markedClockKernel := | |
| Kernel.IsMarkovKernel.map _ measurable_add | |
| lemma markedClockKernel_apply (x : ℝ) : markedClockKernel x = markedSpacingLaw.map (fun G => x+G) := by | |
| ext B hB | |
| rw [markedClockKernel,Kernel.map_apply' _ measurable_add _ hB, | |
| Kernel.prod_apply' _ _ _ (measurable_add hB),Kernel.id_apply,lintegral_dirac'] | |
| · rw [Measure.map_apply (f := fun G : ℝ => x+G) (measurable_const.add measurable_id) hB] | |
| rfl | |
| · exact measurable_measure_prodMk_left (measurable_add hB) | |
| lemma markedBeginning_cost_kernel_link : | |
| markedBeginningKernel.map beginningCost = markedClockKernel.comap beginningCost beginningCost_measurable := by | |
| ext z : 1 | |
| rw [Kernel.map_apply _ beginningCost_measurable,Kernel.comap_apply,markedClockKernel_apply] | |
| calc | |
| _ = ((markedBeginningKernel z).map (fun y => beginningCost y-beginningCost z)).map | |
| (fun G => beginningCost z+G) := by | |
| rw [Measure.map_map (f := fun y : RegCost => beginningCost y-beginningCost z) | |
| (g := fun G : ℝ => beginningCost z+G) (measurable_const.add measurable_id) | |
| (beginningCost_measurable.sub measurable_const)] | |
| congr 1 | |
| funext y | |
| simp [Function.comp_apply] | |
| _ = _ := by rw [markedBeginning_increment_law] | |
| end Erdos970Dependency.MarkedVisits | |
| end | |
| end Erdos970 | |
| end OAI | |