import Mathlib import OAI.Analysis.HardSphere.Allocation.PhysicalReference import OAI.Analysis.HardSphere.Geometry.SiteGroups namespace OAI section noncomputable section open MeasureTheory ProbabilityTheory Set open scoped ENNReal BigOperators namespace HardSphere.Comparison lemma finite_allocation_joint {E A : Type*} [MeasurableSpace E] [Fintype A] [MeasurableSpace A] [MeasurableSingletonClass A] (μ : Measure E) [SFinite μ] (κ : Kernel E A) [IsSFiniteKernel κ] : (∑ a, (μ.withDensity (fun e ↦ κ e {a})).map (fun e ↦ (e,a))) = μ.compProd κ := by classical ext B hB rw [Measure.finsetSum_apply, Measure.compProd_apply hB] let F : A → E → ℝ≥0∞ := fun a ↦ ((fun e ↦ (e,a)) ⁻¹' B).indicator (fun e ↦ κ e {a}) have hF (a : A) : Measurable (F a) := (κ.measurable_coe (measurableSet_singleton a)).indicator (hB.preimage measurable_prodMk_right) trans ∑ a, ∫⁻ e, F a e ∂μ · apply Finset.sum_congr rfl intro a _ rw [Measure.map_apply measurable_prodMk_right hB, withDensity_apply _ (hB.preimage measurable_prodMk_right)] exact (lintegral_indicator (hB.preimage measurable_prodMk_right) _).symm rw [← lintegral_finsetSum _ (fun a _ ↦ hF a)] apply lintegral_congr intro e rw [← lintegral_indicator_one (hB.preimage measurable_prodMk_left), lintegral_fintype] apply Finset.sum_congr rfl intro a _ by_cases h : (e,a) ∈ B <;> simp [F, h] lemma recorded_density_sum {E J : Type*} [MeasurableSpace E] [Fintype J] [MeasurableSpace J] [MeasurableSingletonClass J] (μ : Measure E) (r : E → J) (hr : Measurable r) (f : J → E → ℝ≥0∞) (hf : ∀ j, Measurable (f j)) : (∑ j, (μ.withDensity (f j)).restrict {e | r e = j}) = μ.withDensity (fun e ↦ f (r e) e) := by classical have hset (j : J) : MeasurableSet {e | r e = j} := measurableSet_eq_fun hr measurable_const have h := withDensity_tsum (μ := μ) (fun j ↦ (hf j).indicator (hset j)) rw [Measure.sum_fintype] at h have heq : (∑' j, {e | r e = j}.indicator (f j)) = (fun e ↦ f (r e) e) := by funext e rw [tsum_fintype, Finset.sum_apply] simp [Set.indicator] rw [heq] at h rw [h] apply Finset.sum_congr rfl intro j _ rw [restrict_withDensity (hset j), withDensity_indicator (hset j)] lemma allocated_flag_joint {E Y J A : Type*} [MeasurableSpace E] [MeasurableSpace Y] [Fintype J] [MeasurableSpace J] [MeasurableSingletonClass J] [Fintype A] [MeasurableSpace A] [MeasurableSingletonClass A] (μ : Measure E) [SFinite μ] (ν : Measure Y) [SFinite ν] (κ : Kernel (E × J) A) [IsSFiniteKernel κ] (r : E × Y → J) (hr : Measurable r) {B : Set (E × Y)} (hB : MeasurableSet B) : (∑ b, ∑ a, (((μ.withDensity (fun e ↦ κ (e,b) {a})).prod ν).restrict (B ∩ {z | r z = b})).map (fun z ↦ (z,a))) = ((μ.prod ν).restrict B).compProd (κ.comap (fun z ↦ (z.1,r z)) (measurable_fst.prodMk hr)) := by classical let μB := (μ.prod ν).restrict B have hm (b : J) (a : A) : Measurable (fun e : E ↦ κ (e,b) {a}) := (κ.measurable_coe (measurableSet_singleton a)).comp measurable_prodMk_right have hs (b : J) : MeasurableSet {z : E × Y | r z = b} := measurableSet_eq_fun hr measurable_const have hd (a : A) : (∑ b, ((μ.withDensity fun e ↦ κ (e,b) {a}).prod ν).restrict (B ∩ {z | r z = b})) = μB.withDensity (fun z ↦ κ (z.1,r z) {a}) := by trans ∑ b, (μB.withDensity (fun z ↦ κ (z.1,b) {a})).restrict {z | r z = b} · apply Finset.sum_congr rfl intro b _ rw [prod_withDensity_left (hm b a), restrict_withDensity (hB.inter (hs b)), restrict_withDensity (hs b)] congr 1 simp only [μB, Measure.restrict_restrict (hs b), Set.inter_comm] · exact recorded_density_sum μB r hr _ (fun b ↦ (hm b a).comp measurable_fst) rw [Finset.sum_comm] trans ∑ a, (μB.withDensity (fun z ↦ κ (z.1,r z) {a})).map (fun z ↦ (z,a)) · apply Finset.sum_congr rfl intro a _ rw [← Measure.map_finset_sum' measurable_prodMk_right.aemeasurable, hd a] · exact finite_allocation_joint μB (κ.comap (fun z ↦ (z.1,r z)) (measurable_fst.prodMk hr)) lemma map_retained_compProd {E F A : Type*} [MeasurableSpace E] [MeasurableSpace F] [MeasurableSpace A] (μ : Measure E) [SFinite μ] (f : E → F) (hf : Measurable f) (κ : Kernel F A) [IsSFiniteKernel κ] : (μ.compProd (κ.comap f hf)).map (fun z ↦ (f z.1,z.2)) = (μ.map f).compProd κ := by ext B hB have hmap : Measurable (fun z : E × A ↦ (f z.1,z.2)) := (hf.comp measurable_fst).prodMk measurable_snd rw [Measure.map_apply hmap hB, Measure.compProd_apply (hB.preimage hmap), Measure.compProd_apply hB, lintegral_map (κ.measurable_kernel_prodMk_left hB) hf] rfl end HardSphere.Comparison namespace HardSphere.Comparison variable {E I A : Type*} [MeasurableSpace E] [Fintype I] variable {X : I → Type*} [∀ i, MeasurableSpace (X i)] attribute [local instance] Classical.propDecidable lemma allocated_exposure_joint [Fintype A] [MeasurableSpace A] [MeasurableSingletonClass A] (μ : Measure E) [SFinite μ] (ν : ∀ i, Measure (X i)) [∀ i, IsProbabilityMeasure (ν i)] (flag : ∀ i, E × X i → Bool) (hflag : ∀ i, Measurable (flag i)) (κ : Kernel (E × (I → Bool)) A) [IsMarkovKernel κ] (p : A → I → Prop) {B : Set (E × (∀ i, X i))} (hB : MeasurableSet B) : (∑ b, ∑ a, ((exposedLaw (allocationBase μ κ b a) ν (p a) (B ∩ flagEvent flag b)).compProd (fiberNormalize (Kernel.const _ (Measure.pi fun i : {i // p a i} ↦ ν i)) (blockEvent (p a) (B ∩ flagEvent flag b)))).map (fun z ↦ (blockGlue (p a) z, a))) = ((μ.prod (Measure.pi ν)).restrict B).compProd (κ.comap (fun z ↦ (z.1, fun i ↦ flag i (z.1,z.2 i))) (measurable_fst.prodMk (Measurable.of_eval (fun i ↦ (hflag i).comp (measurable_fst.prodMk ((measurable_pi_apply i).comp measurable_snd)))))) := by have (b : I → Bool) (a : A) : SFinite (exposedLaw (allocationBase μ κ b a) ν (p a) (B ∩ flagEvent flag b)) := by unfold exposedLaw infer_instance trans ∑ b, ∑ a, (((allocationBase μ κ b a).prod (Measure.pi ν)).restrict (B ∩ flagEvent flag b)).map (fun z ↦ (z,a)) · apply Finset.sum_congr rfl intro b _ apply Finset.sum_congr rfl intro a _ have h := congrArg (fun m ↦ m.map (fun z : E × (∀ i, X i) ↦ (z,a))) (exposed_block_reconstruct (allocationBase μ κ b a) ν (p a) (hB.inter (flagEvent_measurable flag hflag b))) simpa only [Measure.map_map measurable_prodMk_right (blockGlue_measurable (p a)), Function.comp_def] using h · simpa only [allocationBase, flagEvent, funext_iff] using allocated_flag_joint μ (Measure.pi ν) κ (fun z i ↦ flag i (z.1,z.2 i)) (Measurable.of_eval (fun i ↦ (hflag i).comp (measurable_fst.prodMk ((measurable_pi_apply i).comp measurable_snd)))) hB lemma allocationBase_ae_support {E J A : Type*} [MeasurableSpace E] [MeasurableSpace J] [Fintype J] [MeasurableSpace A] [Fintype A] [MeasurableSingletonClass A] (μ : Measure E) (κ : Kernel (E × J) A) (b : J) (a : A) (P : E → A → Prop) (hP : ∀ e, ∀ᵐ a' ∂κ (e,b), P e a') : ∀ᵐ e ∂allocationBase μ κ b a, P e a := by apply (ae_withDensity_iff ((κ.measurable_coe (measurableSet_singleton a)).comp (measurable_id.prodMk measurable_const))).mpr apply ae_of_all intro e hn by_contra h apply hn exact measure_mono_null (by simpa only [singleton_subset_iff, mem_ofPred_eq] using h) (ae_iff.mp (hP e)) lemma exposed_endpoint_ae {E I : Type*} [MeasurableSpace E] [Fintype I] {X : I → Type*} [∀ i, MeasurableSpace (X i)] (μ : Measure E) [SFinite μ] (ν : ∀ i, Measure (X i)) [∀ i, IsProbabilityMeasure (ν i)] (p : I → Prop) [DecidablePred p] (B : Set (E × (∀ i, X i))) {P : E → Prop} (hP : ∀ᵐ e ∂μ, P e) : ∀ᵐ w ∂exposedLaw μ ν p B, P w.1 := by apply (withDensity_absolutelyContinuous _ _).ae_le exact Measure.quasiMeasurePreserving_fst.ae hP end HardSphere.Comparison namespace HardSphere.Groups open Wiener Bridge Sampling Comparison CellOrbital GaussianPacking attribute [local instance] Classical.propDecidable lemma recorded_allocation_is_physical {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (μ : Measure (BridgeEndpoints N L)) (m q : ℕ) (r R C S s₀ t : ℝ) (u : Time) : ∀ᵐ z ∂μ.prod (Measure.pi fun _ : Fin N ↦ Bridge.law), gridAllocationKernel hL q (z.1, fun i ↦ eligibilityFlag (K:=K) m r R C S s₀ t u i (z.1,z.2 i)) = physicalAllocationKernel (K:=K) m q r R C S s₀ u (labelBridgePath N L t z) := by have he : ∀ᵐ z ∂μ.prod (Measure.pi fun _ : Fin N ↦ Bridge.law), labelBridgePath N L t z 0 = z.1.2 ∧ labelBridgePath N L t z 1 = bridgeEnd N L t z.1 := by apply (Measure.ae_prod_iff_ae_ae ((measurableSet_eq_fun ((continuous_eval_const (0:Time)).measurable.comp (labelBridgePath_measurable N L t)) measurable_fst.snd).inter (measurableSet_eq_fun ((continuous_eval_const (1:Time)).measurable.comp (labelBridgePath_measurable N L t)) ((bridgeEnd_continuous N L t).measurable.comp measurable_fst)))).mpr exact ae_of_all _ (exposed_endpoints t) filter_upwards [he] with z hz rw [gridAllocationKernel_apply, physicalAllocationKernel, Kernel.comap_apply] change Measure.pi _ = Measure.pi _ congr 1 funext v rw [recordedList_eq hL hK m r R C S s₀ t u v z.1 z.2 hz.1 hz.2] lemma genuine_ground_allocated_joint {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (ψ : Jet N L) (m q : ℕ) (r R C S s₀ t : ℝ) (u : Time) (p : GridAllocation N K q → Fin N → Prop) : (∑ b, ∑ a, ((exposedLaw (allocationBase (endpointWeightedBase ψ t) (gridAllocationKernel hL q) b a) (fun _ : Fin N ↦ Bridge.law) (p a) (labelInteraction N L r t ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ t u) b)).compProd (fiberNormalize (Kernel.const _ (Measure.pi fun _ : {i // p a i} ↦ Bridge.law)) (blockEvent (p a) (labelInteraction N L r t ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ t u) b)))).map (fun z ↦ (labelBridgePath N L t (blockGlue (p a) z),a))) = (groundPathLaw N L r t ψ).compProd (physicalAllocationKernel (K:=K) m q r R C S s₀ u) := by let flag := eligibilityFlag (N:=N) (K:=K) (L:=L) m r R C S s₀ t u have hflag : ∀ i, Measurable (flag i) := fun i ↦ eligibilityFlag_measurable m r R C S s₀ t u i let base := ((endpointWeightedBase ψ t).prod (Measure.pi fun _ : Fin N ↦ Bridge.law)).restrict (labelInteraction N L r t) have hf : Measurable (fun z : (BridgeEndpoints N L × (Fin N → Bridge.Noise)) × GridAllocation N K q ↦ (labelBridgePath N L t z.1,z.2)) := ((labelBridgePath_measurable N L t).comp measurable_fst).prodMk measurable_snd have h := congrArg (fun μ ↦ μ.map (fun z : (BridgeEndpoints N L × (Fin N → Bridge.Noise)) × GridAllocation N K q ↦ (labelBridgePath N L t z.1,z.2))) (allocated_exposure_joint (endpointWeightedBase ψ t) (fun _ : Fin N ↦ Bridge.law) flag hflag (gridAllocationKernel hL q) p (labelInteraction_measurable N L r t)) simp only [Measure.map_finset_sum' hf.aemeasurable, Measure.map_map hf ((blockGlue_measurable _).prodMk measurable_const), Function.comp_def] at h have hκ : ∀ᵐ z ∂base, ((gridAllocationKernel hL q).comap (fun z ↦ (z.1, fun i ↦ flag i (z.1,z.2 i))) (measurable_fst.prodMk (Measurable.of_eval (fun i ↦ (hflag i).comp (measurable_fst.prodMk ((measurable_pi_apply i).comp measurable_snd)))))) z = ((physicalAllocationKernel (K:=K) m q r R C S s₀ u).comap (labelBridgePath N L t) (labelBridgePath_measurable N L t)) z := by simpa only [Kernel.comap_apply] using (ae_restrict_of_ae (s:=labelInteraction N L r t) (recorded_allocation_is_physical hL hK (endpointWeightedBase ψ t) m q r R C S s₀ t u)) rw [Measure.compProd_congr hκ] at h rw [map_retained_compProd base (labelBridgePath N L t) (labelBridgePath_measurable N L t) (physicalAllocationKernel (K:=K) m q r R C S s₀ u)] at h rw [show base.map (labelBridgePath N L t) = groundPathLaw N L r t ψ from genuine_ground_label_bridge ψ r t] at h convert h using 1 congr 2 exact Subsingleton.elim _ _ lemma allocated_selected_flags {N K M G : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (μ : Measure (BridgeEndpoints N L)) [SFinite μ] (g : Fin G) (b : Fin N → Bool) (a : GridAllocation N K (G*M)) (B : Set (BridgeEndpoints N L × (Fin N → Bridge.Noise))) : ∀ᵐ _ ∂exposedLaw (allocationBase μ (gridAllocationKernel hL (G*M)) b a) (fun _ : Fin N ↦ Bridge.law) (fun i ↦ i ∈ groupUnion g a) B, ∀ i ∈ groupUnion g a, b i = true := by apply exposed_endpoint_ae (allocationBase μ (gridAllocationKernel hL (G*M)) b a) (fun _ : Fin N ↦ Bridge.law) (fun i ↦ i ∈ groupUnion g a) B (P:=fun _ ↦ ∀ i ∈ groupUnion g a, b i = true) filter_upwards [allocationBase_ae_support μ (gridAllocationKernel hL (G*M)) b a (fun e a' ↦ ∀ v, a' v ∈ (allocationPMF (recordedList hL v (e,b)) (G*M)).support) (fun e ↦ gridAllocation_support_ae hL (G*M) (e,b))] with e he intro i hi obtain ⟨v, _, hiv⟩ := Finset.mem_biUnion.mp hi exact (Finset.mem_filter.mp (groupAt_mem_list hL (e,b) a he g v hiv)).2.2 lemma true_flag_endpoint {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (m : ℕ) (r R C S s₀ t : ℝ) (u : Time) (i : Fin N) (e : BridgeEndpoints N L) (β : Bridge.Noise) (hb : eligibilityFlag (K:=K) m r R C S s₀ t u i (e,β) = true) : EndpointEligible (gridHome hL (e.2 i)) s₀ e.2 (bridgeEnd N L t e) i := by have ho : ownEligible (K:=K) m r R C S s₀ t u i (e,β) := of_decide_eq_true hb obtain ⟨v, hv, _⟩ := ho rwa [(gridHome_eq_iff hL hK _ _).mpr hv.1] lemma exposed_selected_endpoints {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (μ : Measure (BridgeEndpoints N L)) [SFinite μ] (m : ℕ) (r R C S s₀ t : ℝ) (u : Time) (p : Fin N → Prop) (b : Fin N → Bool) (hb : ∀ i : {i // p i}, b i = true) : ∀ᵐ w ∂exposedLaw μ (fun _ : Fin N ↦ Bridge.law) p (labelInteraction N L r t ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ t u) b), ∀ i : {i // p i}, EndpointEligible (gridHome hL (w.1.2 i)) s₀ w.1.2 (bridgeEnd N L t w.1) i := by filter_upwards [exposed_block_positive μ (fun _ : Fin N ↦ Bridge.law) p ((labelInteraction_measurable N L r t).inter (flagEvent_measurable _ (fun i ↦ eligibilityFlag_measurable m r R C S s₀ t u i) b))] with w hw obtain ⟨β,hβ⟩ := nonempty_of_measure_ne_zero hw.ne' intro i apply true_flag_endpoint hL hK m r R C S s₀ t u i w.1 (β i) have hflag := hβ.2 i simpa only [blockGlue_fst, blockGlue_inside, hb i] using hflag def exposedAnchorLift {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (e : BridgeEndpoints N L) (i : Fin N) : Point := nearestLift L (labelStartLift e i) (gridCenter L (gridHome hL (e.2 i))) lemma exposedAnchorLift_project {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (e : BridgeEndpoints N L) (i : Fin N) : projectPoint L (exposedAnchorLift hL e i) = gridCenter L (gridHome hL (e.2 i)) := nearestLift_project .. lemma exposedAnchorLift_near {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (e : BridgeEndpoints N L) (i : Fin N) : ‖labelStartLift e i - exposedAnchorLift hL e i‖ ≤ 3 := by rw [norm_sub_rev] change ‖nearestLift L (labelStartLift e i) _ - labelStartLift e i‖ ≤ 3 refine (nearestLift_bound L _ _ (R:=1) ?_).trans (by norm_num) have he : projectPoint L (labelStartLift e i) = e.2 i := by exact congrFun (project_representative N L e.2) i rw [he] simpa only [torusDistance, dist_comm] using centeredCell_distance (gridHome_mem hL hK (e.2 i)) def ExposedPhysicalIdentity {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (m : ℕ) (r R C S s₀ t : ℝ) (u : Time) (p : Fin N → Prop) (b : Fin N → Bool) (w : BridgeEndpoints N L × ({i // ¬p i} → Bridge.Noise)) : Prop := (conditionedMeasure (Measure.pi fun _ : {i // p i} ↦ Bridge.law) {β | blockGlue p (w,β) ∈ labelInteraction N L r (2*t) ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ (2*t) u) b}).map (fun β (i : {i // p i}) ↦ leg (2*t) (labelStartLift w.1 i) (labelEndLift (2*t) w.1 i) (β i)) = conditionedMeasure (Measure.pi fun i : {i // p i} ↦ individualReference t (labelStartLift w.1 i) (labelEndLift (2*t) w.1 i) (permittedPath m r R C S u (labelStartLift w.1 i) (labelEndLift (2*t) w.1 i) (exposedAnchorLift hL w.1 i) (frozenPaths (2*t) w.1 p w.2))) (physicalMutual (L:=L) r) lemma canonical_physical_reference {N K : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (h50 : 50 < L.val) (μ : Measure (BridgeEndpoints N L)) [SFinite μ] (m : ℕ) (r R C S s₀ t : ℝ) (u : Time) (p : Fin N → Prop) (b : Fin N → Bool) (hb : ∀i : {i // p i}, b i = true) : ∀ᵐ w ∂exposedLaw μ (fun _ : Fin N ↦ Bridge.law) p (labelInteraction N L r (2*t) ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ (2*t) u) b), ExposedPhysicalIdentity hL m r R C S s₀ t u p b w := by unfold ExposedPhysicalIdentity filter_upwards [physical_recorded_reference hL hK h50 μ m r R C S s₀ t u p b hb, exposed_selected_endpoints hL hK μ m r R C S s₀ (2*t) u p b hb] with w hw he exact hw (fun i ↦ gridHome hL (w.1.2 i)) (fun i ↦ exposedAnchorLift hL w.1 i) (fun i ↦ exposedAnchorLift_project hL w.1 i) (fun i ↦ exposedAnchorLift_near hL hK w.1 i) he theorem actual_allocated_physical_reference {N K M G : ℕ} {L : Length} (hL : L.val = (K : ℝ)) (hK : 1 ≤ K) (h50 : 50 < L.val) (μ : Measure (BridgeEndpoints N L)) [SFinite μ] (m : ℕ) (r R C S s₀ t : ℝ) (u : Time) (g : Fin G) (b : Fin N → Bool) (a : GridAllocation N K (G*M)) : let p := fun i ↦ i ∈ groupUnion g a ∀ᵐ w ∂exposedLaw (allocationBase μ (gridAllocationKernel hL (G*M)) b a) (fun _ : Fin N ↦ Bridge.law) p (labelInteraction N L r (2*t) ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ (2*t) u) b), ExposedPhysicalIdentity hL m r R C S s₀ t u p b w := by dsimp only let p := fun i ↦ i ∈ groupUnion g a let base := allocationBase μ (gridAllocationKernel hL (G*M)) b a by_cases hb : ∀ i : {i // p i}, b i = true · have h := canonical_physical_reference hL hK h50 base m r R C S s₀ t u p b hb have hd : (fun i ↦ Classical.propDecidable (p i)) = (fun i ↦ Finset.decidableMem i (groupUnion g a)) := Subsingleton.elim _ _ rw [hd] at h exact h · filter_upwards [allocated_selected_flags hL μ g b a (labelInteraction N L r (2*t) ∩ flagEvent (eligibilityFlag (K:=K) m r R C S s₀ (2*t) u) b)] with w hw exact (hb (fun i ↦ hw i i.property)).elim end HardSphere.Groups end end end OAI