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| import Mathlib | |
| import OAI.Analysis.HardSphere.Allocation.PhysicalLifted | |
| import OAI.Analysis.HardSphere.Bridges.RouteAuxiliary | |
| namespace OAI | |
| section | |
| noncomputable section | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped ENNReal NNReal | |
| namespace HardSphere.Groups | |
| open Wiener Bridge Sampling Comparison GaussianPacking PathCutoff CellOrbital | |
| variable {J : Type*} [Fintype J] [DecidableEq J] | |
| omit [Fintype J] [DecidableEq J] in | |
| lemma physicalOn_probability {N K M G : ℕ} {L : Length} (hL : L.val=(K:ℝ)) | |
| (g : Fin G) (m : ℕ) (t r R C S : ℝ) (u : Time) | |
| (particle : J→Fin N) (v : Fin 3→Fin K) (d : PhysicalDatum N K M G L) | |
| (hp : ∀j,IsProbabilityMeasure (datumIndividualReference hL g m r R C S t u (particle j) d)) | |
| (i : Option J) : IsProbabilityMeasure (physicalSlotOn hL g m t r R C S u particle v d i) := by | |
| have : IsProbabilityMeasure (physicalSlotReference hL g m t r R C S u particle v i d) := by | |
| cases i with | |
| | none => exact inferInstanceAs (IsProbabilityMeasure (cellPathReference v)) | |
| | some i => exact hp i | |
| exact physicalSlotOn_probability hL g m t r R C S u particle v d i | |
| omit [Fintype J] in | |
| theorem physical_auxiliary_exists {N K M G n : ℕ} {L : Length} (hL : L.val=(K:ℝ)) | |
| (g : Fin G) (m : ℕ) (t r R C S : ℝ) (ht : 0<t) (u : Time) | |
| (particle : J↪Fin N) (labels : Fin (n+1)↪J) (v : Fin (n+2)→(Fin 3→Fin K)) | |
| (steps : Fin (n+1)→Fin 7) | |
| (hc : ∀k,projectPoint L (routeCellPeriod (v k.succ) (v k.castSucc) (steps k))=0) | |
| (d : PhysicalDatum N K M G L) | |
| (hhome : ∀k,datumHome hL d (particle (labels k))=v k.castSucc) | |
| (haccess : ∀k,datumAccessible hL g m t r R C S u (particle (labels k)) d) | |
| (hp : ∀j,IsProbabilityMeasure (datumIndividualReference hL g m r R C S t u (particle j) d)) : | |
| let X : Option J → Type := fun i ↦ physicalSlotAllowed hL g m r R C S u particle d i | |
| let σ := routePermutation labels | |
| let μ := physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d | |
| let ν := physicalSlotOn hL g m t r R C S u particle (v 0) d | |
| let ρ := physicalSelectedOn hL g m t r R C S u particle labels v steps d | |
| ∃ (κ : ∀i,Kernel (X i) (X (σ.symm i))) (η : ∀i,Kernel (X i) (X (σ i))), | |
| (∀i,IsFiniteKernel (κ i)) ∧ (∀i,IsFiniteKernel (η i)) ∧ | |
| (∀i:routeSlots labels,(μ i).compProd (κ i)=ρ i) ∧ | |
| (∀i,((μ (σ i)).compProd (κ (σ i))).map (reverseFactor (X:=X) σ i)=(ν i).compProd (η i)) ∧ | |
| (∀i x,κ i x univ≤routeDensityBound t) ∧ (∀i x,η i x univ≤routeDensityBound t) ∧ | |
| (∀i,∫⁻x,κ i x univ ∂μ i=1) ∧ (∀i,∫⁻x,η i x univ ∂ν i=1) := by | |
| dsimp only | |
| let X : Option J → Type := fun i ↦ physicalSlotAllowed hL g m r R C S u particle d i | |
| let σ := routePermutation labels | |
| let s := routeSlots labels | |
| let μ := physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d | |
| let ν := physicalSlotOn hL g m t r R C S u particle (v 0) d | |
| let ρ := physicalSelectedOn hL g m t r R C S u particle labels v steps d | |
| have : ∀i,IsProbabilityMeasure (μ i) := physicalOn_probability hL g m t r R C S u particle _ d hp | |
| have : ∀i,IsProbabilityMeasure (ν i) := physicalOn_probability hL g m t r R C S u particle _ d hp | |
| have hρ := physicalSelectedOn_physical hL g m t r R C S ht u particle labels v steps hc d hhome haccess | |
| have : ∀i,IsProbabilityMeasure (ρ i) := fun i ↦ (hρ i).1 | |
| let ρ' := extendSelectedPair σ s μ ν ρ | |
| have hh := extendSelectedPair_bounds σ s μ ν ρ (one_le_routeDensityBound t) | |
| (fun i ↦ (hρ i).2.2.2.1) (fun i ↦ (hρ i).2.2.2.2.1) | |
| obtain ⟨κ,η,hκf,hηf,hκe,hηe,hκb,hηb,hκm,hηm⟩ := exists_two_auxiliary σ μ ν ρ' | |
| (routeDensityBound_ne_top ht) (fun i ↦ (hh i).1) (fun i ↦ (hh i).2) | |
| refine ⟨κ,η,hκf,hηf,?_,?_,hκb,hηb,hκm,hηm⟩ | |
| · intro i | |
| exact (hκe i).trans (extendSelectedPair_selected σ s μ ν ρ i) | |
| · intro i | |
| rw [hκe,hηe] | |
| theorem physical_two_likelihoods {N K M G n : ℕ} {L : Length} (hL : L.val=(K:ℝ)) | |
| (g : Fin G) (m : ℕ) (t r R C S : ℝ) (u : Time) | |
| (particle : J↪Fin N) (labels : Fin (n+1)↪J) (v : Fin (n+2)→(Fin 3→Fin K)) | |
| (steps : Fin (n+1)→Fin 7) (d : PhysicalDatum N K M G L) | |
| (hp : ∀j,IsProbabilityMeasure (datumIndividualReference hL g m r R C S t u (particle j) d)) | |
| (κ : ∀i,Kernel (physicalSlotAllowed hL g m r R C S u particle d i) | |
| (physicalSlotAllowed hL g m r R C S u particle d ((routePermutation labels).symm i))) | |
| [∀i,IsFiniteKernel (κ i)] | |
| (η : ∀i,Kernel (physicalSlotAllowed hL g m r R C S u particle d i) | |
| (physicalSlotAllowed hL g m r R C S u particle d (routePermutation labels i))) | |
| [∀i,IsFiniteKernel (η i)] | |
| (he : ∀i:routeSlots labels, | |
| (physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d i).compProd (κ i)= | |
| physicalSelectedOn hL g m t r R C S u particle labels v steps d i) | |
| (hr : ∀i:routeSlots labels, | |
| ((physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d (routePermutation labels i)).compProd | |
| (κ (routePermutation labels i))).map (reverseFactor (X:=fun i ↦ physicalSlotAllowed hL g m r R C S u particle d i) | |
| (routePermutation labels) i)= | |
| (physicalSlotOn hL g m t r R C S u particle (v 0) d i).compProd (η i)) | |
| (z : ∀i,physicalSlotAllowed hL g m r R C S u particle d ((routePermutation labels).symm i)) | |
| (w : ∀i,physicalSlotAllowed hL g m r R C S u particle d (routePermutation labels i)) : | |
| let σ := routePermutation labels | |
| let s := routeSlots labels | |
| let anchor := fun j ↦ projectPoint L (anchorPoint (datumHome hL d (particle j))) | |
| let allowed := fun j ↦ physicalSlotAllowed hL g m r R C S u particle d (some j) | |
| let R₀ := physicalOnChecks hL g m r R C S u particle d | |
| let C₀ := routeChecks σ s (routePermutation_fixed labels) r anchor allowed some (fun _ f ↦ f) (fun _ ↦ measurable_id) | |
| let C₁ := routeChecks σ.symm s (reverse_fix σ s (routePermutation_fixed labels)) r anchor allowed some (fun _ f ↦ f) (fun _ ↦ measurable_id) | |
| let μ := physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d | |
| let ν := physicalSlotOn hL g m t r R C S u particle (v 0) d | |
| let T := physicalSharedOn hL g m t r R C S u particle labels v steps d | |
| T.map (ambientFirst s σ)= | |
| (physicalOnPrimary hL g m t r R C S u particle (v (Fin.last (n+1))) d).withDensity | |
| (fun x ↦ conditionalLikelihood R₀ C₀ μ κ s (Finset.univ\s) x z) ∧ | |
| T.map (ambientSecond s σ (routePermutation_fixed labels))= | |
| (physicalOnPrimary hL g m t r R C S u particle (v 0) d).withDensity | |
| (fun x ↦ conditionalLikelihood R₀ C₁ ν η s (Finset.univ\s) x w) := by | |
| dsimp only | |
| let X : Option J → Type := fun i ↦ physicalSlotAllowed hL g m r R C S u particle d i | |
| let σ := routePermutation labels | |
| let s := routeSlots labels | |
| let μ := physicalSlotOn hL g m t r R C S u particle (v (Fin.last (n+1))) d | |
| let ν := physicalSlotOn hL g m t r R C S u particle (v 0) d | |
| have : ∀i,IsProbabilityMeasure (μ i) := physicalOn_probability hL g m t r R C S u particle _ d hp | |
| have : ∀i,IsProbabilityMeasure (ν i) := physicalOn_probability hL g m t r R C S u particle _ d hp | |
| have heq : ∀i,i≠none→μ i=ν i := by | |
| intro i hi | |
| cases i with | |
| | none => exact (hi rfl).elim | |
| | some i => rfl | |
| have hs : none∈s := by | |
| exact Finset.mem_map.mpr ⟨Fin.last (n+1),Finset.mem_univ _,routeEmbedding_last labels⟩ | |
| have h := ambient_two_primary_laws (X:=X) σ s (routePermutation_fixed labels) r | |
| (fun j ↦ projectPoint L (anchorPoint (datumHome hL d (particle j)))) | |
| (fun j ↦ physicalSlotAllowed hL g m r R C S u particle d (some j)) some (fun _ f ↦ f) (fun _ ↦ measurable_id) | |
| none (fun _ ↦ Option.some_ne_none _) hs μ ν heq κ η hr z w () | |
| have hρ : (fun i:s ↦ Kernel.const Unit ((μ i).compProd (κ i)))= | |
| (fun i:s ↦ Kernel.const Unit (physicalSelectedOn hL g m t r R C S u particle labels v steps d i)) := by | |
| funext i | |
| rw [he i] | |
| dsimp only at h | |
| simp only [hρ] at h | |
| exact h | |
| end HardSphere.Groups | |
| end | |
| end | |
| end OAI | |