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| import OAI.Analysis.Brenier.CellGeometry | |
| namespace OAI | |
| noncomputable section | |
| open MeasureTheory Filter Set | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace Problem358 | |
| /-- The closed cell of an affine score, before restriction to the source set. -/ | |
| def scoreCell {d : ℕ} {ι : Type*} (y : ι → E d) (c : ι → ℝ) (i : ι) : Set (E d) := | |
| {x | ∀ j, inner ℝ (y j) x + c j ≤ inner ℝ (y i) x + c i} | |
| theorem measurableSet_scoreCell {d : ℕ} {ι : Type*} [Countable ι] | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) : MeasurableSet (scoreCell y c i) := by | |
| simp only [scoreCell, Set.ofPred_forall] | |
| apply MeasurableSet.iInter | |
| intro j | |
| exact measurableSet_le (by fun_prop) (by fun_prop) | |
| /-- A strict limiting comparison has an eventually constant truth value. -/ | |
| theorem eventually_le_iff_of_tendsto_ne {β : Type*} {l : Filter β} | |
| {f g : β → ℝ} {a b : ℝ} (hf : Tendsto f l (𝓝 a)) | |
| (hg : Tendsto g l (𝓝 b)) (hab : a ≠ b) : | |
| ∀ᶠ n in l, f n ≤ g n ↔ a ≤ b := by | |
| rcases lt_or_gt_of_ne hab with h | h | |
| · filter_upwards [hf.eventually_lt hg h] with n hn | |
| simp only [le_of_lt hn, le_of_lt h] | |
| · filter_upwards [hg.eventually_lt hf h] with n hn | |
| simp only [not_le_of_gt hn, not_le_of_gt h] | |
| /-- Away from limiting ties, membership in a finite affine cell stabilizes. -/ | |
| theorem eventually_mem_scoreCell_iff {d : ℕ} {ι β : Type*} [Finite ι] | |
| {l : Filter β} {ys : β → ι → E d} {cs : β → ι → ℝ} | |
| {y : ι → E d} {c : ι → ℝ} (i : ι) (x : E d) | |
| (hy : ∀ j, Tendsto (fun n => ys n j) l (𝓝 (y j))) | |
| (hc : ∀ j, Tendsto (fun n => cs n j) l (𝓝 (c j))) | |
| (htie : ∀ j, j ≠ i → inner ℝ (y j) x + c j ≠ inner ℝ (y i) x + c i) : | |
| ∀ᶠ n in l, x ∈ scoreCell (ys n) (cs n) i ↔ x ∈ scoreCell y c i := by | |
| have hcomp : ∀ j, ∀ᶠ n in l, | |
| (inner ℝ (ys n j) x + cs n j ≤ inner ℝ (ys n i) x + cs n i) ↔ | |
| inner ℝ (y j) x + c j ≤ inner ℝ (y i) x + c i := by | |
| intro j | |
| by_cases hji : j = i | |
| · subst j | |
| simp | |
| · exact eventually_le_iff_of_tendsto_ne | |
| (((hy j).inner tendsto_const_nhds).add (hc j)) | |
| (((hy i).inner tendsto_const_nhds).add (hc i)) (htie j hji) | |
| filter_upwards [Filter.eventually_all.mpr hcomp] with n hn | |
| exact forall_congr' hn | |
| /-- Distinct limiting slopes make affine-cell membership stabilize almost everywhere. -/ | |
| theorem ae_eventually_mem_scoreCell_iff {d : ℕ} {ι β : Type*} [Finite ι] | |
| (K : Set (E d)) {l : Filter β} {ys : β → ι → E d} {cs : β → ι → ℝ} | |
| {y : ι → E d} {c : ι → ℝ} (i : ι) (hinj : Function.Injective y) | |
| (hy : ∀ j, Tendsto (fun n => ys n j) l (𝓝 (y j))) | |
| (hc : ∀ j, Tendsto (fun n => cs n j) l (𝓝 (c j))) : | |
| ∀ᵐ x ∂uniformMeasure K, ∀ᶠ n in l, | |
| x ∈ scoreCell (ys n) (cs n) i ↔ x ∈ scoreCell y c i := by | |
| filter_upwards [ae_all_affine_eq_imp_slope_eq K y c] with x hx | |
| apply eventually_mem_scoreCell_iff i x hy hc | |
| intro j hji heq | |
| exact hji (hinj (hx j i heq)) | |
| /-- Cell masses converge under convergence of sites and intercepts, provided only | |
| that the limiting sites are distinct and the uniform source is finite. -/ | |
| theorem tendsto_uniformMeasure_scoreCell {d : ℕ} {ι β : Type*} [Finite ι] | |
| (K : Set (E d)) | |
| {l : Filter β} [l.IsCountablyGenerated] | |
| {ys : β → ι → E d} {cs : β → ι → ℝ} {y : ι → E d} {c : ι → ℝ} | |
| (i : ι) (hinj : Function.Injective y) | |
| (hy : ∀ j, Tendsto (fun n => ys n j) l (𝓝 (y j))) | |
| (hc : ∀ j, Tendsto (fun n => cs n j) l (𝓝 (c j))) : | |
| Tendsto (fun n => uniformMeasure K (scoreCell (ys n) (cs n) i)) l | |
| (𝓝 (uniformMeasure K (scoreCell y c i))) := by | |
| let := uniformMeasure_finite K | |
| exact tendsto_measure_of_ae_tendsto_indicator_of_isFiniteMeasure l | |
| (measurableSet_scoreCell y c i) (fun n => measurableSet_scoreCell (ys n) (cs n) i) | |
| (ae_eventually_mem_scoreCell_iff K i hinj hy hc) | |
| /-- Joint continuity in all affine coefficients at configurations with distinct sites. -/ | |
| theorem continuousAt_uniformMeasure_scoreCell {d : ℕ} {ι : Type*} [Finite ι] | |
| (K : Set (E d)) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) (hinj : Function.Injective y) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| uniformMeasure K (scoreCell p.1 p.2 i)) (y, c) := by | |
| apply tendsto_uniformMeasure_scoreCell K i hinj | |
| · intro j | |
| exact ((continuous_apply j).comp continuous_fst).continuousAt | |
| · intro j | |
| exact ((continuous_apply j).comp continuous_snd).continuousAt | |
| /-- Dominated convergence for an integrable function over varying measurable sets | |
| whose membership stabilizes almost everywhere. -/ | |
| theorem tendsto_setIntegral_of_ae_eventually_mem | |
| {X V β : Type*} [MeasurableSpace X] [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| {μ : Measure X} {l : Filter β} [l.IsCountablyGenerated] | |
| {sets : β → Set X} {s : Set X} (hsets : ∀ n, MeasurableSet (sets n)) | |
| (hs : MeasurableSet s) {f : X → V} (hf : Integrable f μ) | |
| (hmem : ∀ᵐ x ∂μ, ∀ᶠ n in l, x ∈ sets n ↔ x ∈ s) : | |
| Tendsto (fun n => ∫ x in sets n, f x ∂μ) l (𝓝 (∫ x in s, f x ∂μ)) := by | |
| have hlim : ∀ᵐ x ∂μ, Tendsto (fun n => (sets n).indicator f x) l | |
| (𝓝 (s.indicator f x)) := by | |
| filter_upwards [hmem] with x hx | |
| apply tendsto_const_nhds.congr' | |
| filter_upwards [hx] with n hn | |
| by_cases hxs : x ∈ s | |
| · simp only [Set.indicator_of_mem hxs, Set.indicator_of_mem (hn.mpr hxs)] | |
| · have hxn : x ∉ sets n := fun h => hxs (hn.mp h) | |
| simp only [Set.indicator_of_notMem hxs, Set.indicator_of_notMem hxn] | |
| have h := tendsto_integral_filter_of_dominated_convergence (fun x => ‖f x‖) | |
| (Eventually.of_forall fun n => hf.aestronglyMeasurable.indicator (hsets n)) | |
| (Eventually.of_forall fun n => ae_of_all μ fun x => norm_indicator_le_norm_self f x) | |
| hf.norm hlim | |
| simpa only [integral_indicator (hsets _), integral_indicator hs] using h | |
| /-- Integrals over affine cells, including their first moments, converge jointly | |
| in all coefficients whenever the limiting slopes are distinct. -/ | |
| theorem tendsto_setIntegral_scoreCell {d : ℕ} {ι β V : Type*} [Finite ι] | |
| [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| (K : Set (E d)) {l : Filter β} [l.IsCountablyGenerated] | |
| {ys : β → ι → E d} {cs : β → ι → ℝ} {y : ι → E d} {c : ι → ℝ} | |
| (i : ι) (hinj : Function.Injective y) | |
| (hy : ∀ j, Tendsto (fun n => ys n j) l (𝓝 (y j))) | |
| (hc : ∀ j, Tendsto (fun n => cs n j) l (𝓝 (c j))) | |
| {f : E d → V} (hf : Integrable f (uniformMeasure K)) : | |
| Tendsto (fun n => ∫ x in scoreCell (ys n) (cs n) i, f x ∂uniformMeasure K) l | |
| (𝓝 (∫ x in scoreCell y c i, f x ∂uniformMeasure K)) := | |
| tendsto_setIntegral_of_ae_eventually_mem | |
| (fun n => measurableSet_scoreCell (ys n) (cs n) i) (measurableSet_scoreCell y c i) | |
| hf (ae_eventually_mem_scoreCell_iff K i hinj hy hc) | |
| /-- Joint continuity of any integrable moment of a finite affine cell. -/ | |
| theorem continuousAt_setIntegral_scoreCell {d : ℕ} {ι V : Type*} [Finite ι] | |
| [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| (K : Set (E d)) (y : ι → E d) (c : ι → ℝ) (i : ι) | |
| (hinj : Function.Injective y) {f : E d → V} (hf : Integrable f (uniformMeasure K)) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| ∫ x in scoreCell p.1 p.2 i, f x ∂uniformMeasure K) (y, c) := by | |
| apply tendsto_setIntegral_scoreCell K i hinj | |
| · intro j | |
| exact ((continuous_apply j).comp continuous_fst).continuousAt | |
| · intro j | |
| exact ((continuous_apply j).comp continuous_snd).continuousAt | |
| · exact hf | |
| /-- Distinctness of a finite family of sites persists locally. -/ | |
| theorem eventually_injective_sites {d : ℕ} {ι : Type*} [Finite ι] | |
| (y : ι → E d) (c : ι → ℝ) (hinj : Function.Injective y) : | |
| ∀ᶠ p : (ι → E d) × (ι → ℝ) in 𝓝 (y, c), Function.Injective p.1 := by | |
| have hp : ∀ i j, ∀ᶠ p : (ι → E d) × (ι → ℝ) in 𝓝 (y, c), | |
| i ≠ j → p.1 i ≠ p.1 j := by | |
| intro i j | |
| by_cases hij : i = j | |
| · exact Eventually.of_forall (fun _ h => (h hij).elim) | |
| · have hopen : IsOpen {p : (ι → E d) × (ι → ℝ) | p.1 i ≠ p.1 j} := | |
| isOpen_ne_fun (by fun_prop) (by fun_prop) | |
| filter_upwards [hopen.mem_nhds (hinj.ne hij)] with p hp | |
| exact fun _ => hp | |
| filter_upwards [Filter.eventually_all.mpr (fun i => Filter.eventually_all.mpr (hp i))] | |
| with p hp | |
| intro i j hij | |
| by_contra hne | |
| exact hp i j hne hij | |
| /-- The configurations on which the finite-cell differential calculus is used | |
| (distinct sites and strictly positive cell masses) form an open set. -/ | |
| theorem isOpen_distinct_positive_scoreCell {d : ℕ} {ι : Type*} [Finite ι] | |
| (K : Set (E d)) : | |
| IsOpen {p : (ι → E d) × (ι → ℝ) | | |
| Function.Injective p.1 ∧ ∀ i, 0 < uniformMeasure K (scoreCell p.1 p.2 i)} := by | |
| rw [isOpen_iff_mem_nhds] | |
| rintro ⟨y, c⟩ ⟨hinj, hpos⟩ | |
| have hp : ∀ i, ∀ᶠ p : (ι → E d) × (ι → ℝ) in 𝓝 (y, c), | |
| 0 < uniformMeasure K (scoreCell p.1 p.2 i) := by | |
| intro i | |
| exact (continuousAt_uniformMeasure_scoreCell K y c i hinj).eventually | |
| (lt_mem_nhds (hpos i)) | |
| filter_upwards [eventually_injective_sites y c hinj, Filter.eventually_all.mpr hp] | |
| with p hi hm | |
| exact ⟨hi, hm⟩ | |
| end Problem358 | |
| namespace Problem358.CellGeometry | |
| variable {d : ℕ} {ι : Type*} | |
| /-- The geometric closed cell is the score cell restricted to the source body. -/ | |
| theorem closedCell_eq_inter_scoreCell | |
| (K : Set (E d)) (y : ι → E d) (c : ι → ℝ) (i : ι) : | |
| closedCell K y c i = K ∩ scoreCell y c i := by | |
| ext x | |
| simp only [closedCell, scoreCell, mem_ofPred_eq, mem_inter_iff] | |
| simp only [real_inner_comm x] | |
| /-- The two cell conventions agree almost everywhere for the uniform source. -/ | |
| theorem closedCell_ae_eq_scoreCell {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) : | |
| closedCell K y c i =ᵐ[uniformMeasure K] scoreCell y c i := by | |
| filter_upwards [UniformSource.ae_mem hK] with x hx | |
| apply propext | |
| simp only [closedCell_eq_inter_scoreCell, mem_inter_iff, hx, true_and] | |
| /-- Restricting the uniform source is independent of the cell convention. -/ | |
| theorem restrict_closedCell_eq_scoreCell {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) : | |
| (uniformMeasure K).restrict (closedCell K y c i) = | |
| (uniformMeasure K).restrict (scoreCell y c i) := | |
| Measure.restrict_congr_set (closedCell_ae_eq_scoreCell hK y c i) | |
| /-- Closed-cell masses are exactly the score-cell masses. -/ | |
| theorem uniformMeasure_closedCell_eq_scoreCell {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) : | |
| uniformMeasure K (closedCell K y c i) = uniformMeasure K (scoreCell y c i) := | |
| measure_congr (closedCell_ae_eq_scoreCell hK y c i) | |
| /-- Joint continuity of the actual geometric closed-cell mass at distinct sites. -/ | |
| theorem continuousAt_uniformMeasure_closedCell [Finite ι] | |
| {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) (hinj : Function.Injective y) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| uniformMeasure K (closedCell K p.1 p.2 i)) (y, c) := by | |
| simpa only [uniformMeasure_closedCell_eq_scoreCell hK] using | |
| continuousAt_uniformMeasure_scoreCell K y c i hinj | |
| /-- Real-valued closed-cell masses are jointly continuous at distinct sites. -/ | |
| theorem continuousAt_real_closedCell [Finite ι] | |
| {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) (hinj : Function.Injective y) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| (uniformMeasure K).real (closedCell K p.1 p.2 i)) (y, c) := by | |
| let := uniformMeasure_finite K | |
| change ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| (uniformMeasure K (closedCell K p.1 p.2 i)).toReal) (y, c) | |
| exact (ENNReal.tendsto_toReal | |
| (measure_ne_top (uniformMeasure K) (closedCell K y c i))).comp | |
| (continuousAt_uniformMeasure_closedCell hK y c i hinj) | |
| /-- Cell integral continuity transfers to the geometric closed-cell convention. -/ | |
| theorem continuousAt_setIntegral_closedCell [Finite ι] | |
| {V : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) (hinj : Function.Injective y) | |
| {f : E d → V} (hf : Integrable f (uniformMeasure K)) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| ∫ x in closedCell K p.1 p.2 i, f x ∂uniformMeasure K) (y, c) := by | |
| simpa only [restrict_closedCell_eq_scoreCell hK] using | |
| continuousAt_setIntegral_scoreCell K y c i hinj hf | |
| /-- The actual first moment of a closed cell is jointly continuous. -/ | |
| theorem continuousAt_firstMoment_closedCell [Finite ι] | |
| {K : Set (E d)} (hK : IsCompact K) | |
| (y : ι → E d) (c : ι → ℝ) (i : ι) (hinj : Function.Injective y) : | |
| ContinuousAt (fun p : (ι → E d) × (ι → ℝ) => | |
| ∫ x in closedCell K p.1 p.2 i, x ∂uniformMeasure K) (y, c) := | |
| continuousAt_setIntegral_closedCell hK.measurableSet y c i hinj | |
| (UniformSource.integrable_continuousOn hK continuous_id.continuousOn) | |
| /-- The admissible locus used by geometric cell calculus is open, in the real-mass | |
| convention of the normalized implicit-function construction. -/ | |
| theorem isOpen_distinct_positive_real_closedCell [Finite ι] | |
| {K : Set (E d)} (hK : MeasurableSet K) : | |
| IsOpen {p : (ι → E d) × (ι → ℝ) | | |
| Function.Injective p.1 ∧ ∀ i, 0 < (uniformMeasure K).real (closedCell K p.1 p.2 i)} := by | |
| rw [isOpen_iff_mem_nhds] | |
| rintro ⟨y, c⟩ ⟨hinj, hpos⟩ | |
| have hp : ∀ i, ∀ᶠ p : (ι → E d) × (ι → ℝ) in 𝓝 (y, c), | |
| 0 < (uniformMeasure K).real (closedCell K p.1 p.2 i) := by | |
| intro i | |
| exact (continuousAt_real_closedCell hK y c i hinj).eventually | |
| (lt_mem_nhds (hpos i)) | |
| filter_upwards [eventually_injective_sites y c hinj, Filter.eventually_all.mpr hp] | |
| with p hi hm | |
| exact ⟨hi, hm⟩ | |
| /-- All positive cell masses simultaneously stay between half and twice their | |
| original masses in a neighborhood of a distinct-site configuration. -/ | |
| theorem eventually_real_closedCell_comparable [Finite ι] | |
| {K : Set (E d)} (hK : MeasurableSet K) | |
| (y : ι → E d) (c : ι → ℝ) (hinj : Function.Injective y) | |
| (hpos : ∀ i, 0 < (uniformMeasure K).real (closedCell K y c i)) : | |
| ∀ᶠ p : (ι → E d) × (ι → ℝ) in 𝓝 (y, c), ∀ i, | |
| (uniformMeasure K).real (closedCell K y c i) / 2 < | |
| (uniformMeasure K).real (closedCell K p.1 p.2 i) ∧ | |
| (uniformMeasure K).real (closedCell K p.1 p.2 i) < | |
| 2 * (uniformMeasure K).real (closedCell K y c i) := by | |
| apply Filter.eventually_all.mpr | |
| intro i | |
| have hn : Ioo ((uniformMeasure K).real (closedCell K y c i) / 2) | |
| (2 * (uniformMeasure K).real (closedCell K y c i)) ∈ | |
| 𝓝 ((uniformMeasure K).real (closedCell K y c i)) := | |
| Ioo_mem_nhds (by linarith [hpos i]) (by linarith [hpos i]) | |
| exact (continuousAt_real_closedCell hK y c i hinj) hn | |
| end Problem358.CellGeometry | |
| end | |
| end OAI | |