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| import Mathlib | |
| import OAI.Geometry.CAT0Fillings.Slicing.NormalRestriction | |
| namespace OAI | |
| section | |
| open Set MeasureTheory Measure Filter Module | |
| open Set Filter MeasureTheory Measure ContinuousLinearMap | |
| open scoped Topology Convolution NNReal | |
| open Set Filter MeasureTheory Measure Metric | |
| open scoped Topology ContDiff | |
| open Set Filter Metric | |
| open Filter Set | |
| open Set Filter MeasureTheory TopologicalSpace | |
| open scoped Topology ENNReal | |
| open Set MeasureTheory | |
| open scoped RealInnerProductSpace | |
| open Matrix | |
| open scoped RealInnerProductSpace MatrixOrder | |
| open MeasureTheory Filter Set Metric | |
| open scoped Topology Pointwise NNReal | |
| open scoped ENNReal NNReal Topology | |
| open Set MeasureTheory Filter | |
| open scoped Topology NNReal | |
| open Set Filter MeasureTheory | |
| open scoped Topology ENNReal NNReal | |
| namespace CAT0Fillings | |
| attribute [local instance] Classical.propDecidable | |
| universe u | |
| end CAT0Fillings | |
| open Filter Set | |
| open scoped Topology NNReal | |
| open Set Filter MeasureTheory TopologicalSpace | |
| open scoped Topology ENNReal | |
| open MeasureTheory Filter Set Metric | |
| open scoped Topology Pointwise NNReal | |
| open Set MeasureTheory | |
| open scoped RealInnerProductSpace | |
| open Matrix | |
| open scoped RealInnerProductSpace MatrixOrder | |
| namespace CAT0Fillings | |
| attribute [local instance] Classical.propDecidable | |
| attribute [local instance] Classical.propDecidable | |
| attribute [local instance] Classical.propDecidable | |
| attribute [local instance] Classical.propDecidable | |
| attribute [local instance] Classical.propDecidable | |
| attribute [local instance] Classical.propDecidable | |
| open BorelCoefficients BorelRestriction MassMeasure | |
| end CAT0Fillings | |
| open Set Filter MeasureTheory | |
| open scoped Topology ENNReal NNReal | |
| namespace CAT0Fillings | |
| attribute [local instance] Classical.propDecidable | |
| universe u | |
| end CAT0Fillings | |
| open MeasureTheory Filter Set Metric | |
| open scoped Topology Pointwise NNReal | |
| namespace CAT0Fillings | |
| open Set MeasureTheory Filter | |
| attribute [local instance] Classical.propDecidable | |
| variable {X : Type*} [MetricSpace X] [MeasurableSpace X] {k : ℕ} | |
| end CAT0Fillings | |
| open scoped Topology NNReal | |
| open Set MeasureTheory Filter | |
| open scoped ENNReal NNReal Topology | |
| namespace CAT0Fillings.Slicing | |
| open Set MeasureTheory Filter SmoothCutoff BorelCoefficients BorelRestriction MassMeasure Foundations | |
| open scoped Topology NNReal | |
| variable {X : Type*} [MetricSpace X] [MeasurableSpace X] [BorelSpace X] [CompactSpace X] | |
| noncomputable def levelBarrier (a : ℝ≥0) (t : ℝ) (u : X → ℝ) (x : X) : ℝ := | |
| 1-profile a 0 |u x-t| | |
| omit [MetricSpace X] [MeasurableSpace X] [BorelSpace X] [CompactSpace X] in | |
| lemma levelBarrier_bounds (a : ℝ≥0) (t : ℝ) (u : X → ℝ) (x : X) : | |
| 0 ≤ levelBarrier a t u x ∧ levelBarrier a t u x ≤ 1 := by | |
| have hp := profile_bounds a 0 |u x-t| | |
| dsimp only [levelBarrier] | |
| constructor <;> linarith [hp.1,hp.2] | |
| omit [MeasurableSpace X] [BorelSpace X] [CompactSpace X] in | |
| lemma levelBarrier_boundedLip {u : X → ℝ} (hu : BoundedLip u) (a : ℝ≥0) (t : ℝ) : | |
| BoundedLip (levelBarrier a t u) := by | |
| obtain ⟨K,hK⟩ := hu.1 | |
| have hv : BoundedLip (fun x => |u x-t|) := by | |
| obtain ⟨M,hM⟩ := hu.2 | |
| refine ⟨⟨K,?_⟩, M+|t|, fun x => ?_⟩ | |
| · apply LipschitzWith.of_dist_le_mul | |
| intro x y | |
| rw [Real.dist_eq] | |
| calc | |
| _ ≤ |(u x-t)-(u y-t)| := abs_abs_sub_abs_le_abs_sub _ _ | |
| _ = dist (u x) (u y) := by rw [Real.dist_eq]; congr 1; ring | |
| _ ≤ K*dist x y := hK.dist_le_mul x y | |
| · rw [abs_abs] | |
| exact (abs_sub (u x) t).trans (by linarith [hM x]) | |
| have h := (BoundedLip.const (X := X) 1).add | |
| ((profile_comp_boundedLip hv a 0).const_mul (-1)) | |
| change BoundedLip (fun x => 1-profile a 0 |u x-t|) | |
| simpa only [Function.comp_def,neg_one_mul,sub_eq_add_neg] using h | |
| omit [MetricSpace X] [MeasurableSpace X] [BorelSpace X] [CompactSpace X] in | |
| lemma profile_error_le_levelBarrier (a : ℝ≥0) (t : ℝ) (u : X → ℝ) (x : X) : | |
| |profile a t (u x)-({x | t < u x}.indicator (fun _ => (1:ℝ)) x)| ≤ | |
| levelBarrier a t u x := by | |
| by_cases hx : t < u x | |
| · rw [indicator_of_mem (show x ∈ {x | t < u x} from hx),abs_of_nonpos (by linarith [(profile_bounds a t (u x)).2])] | |
| dsimp only [levelBarrier,profile] | |
| rw [abs_of_pos (sub_pos.mpr hx),sub_zero] | |
| linarith | |
| · rw [indicator_of_notMem (show x ∉ {x | t < u x} from hx),profile_zero a (le_of_not_gt hx),sub_self,abs_zero] | |
| exact (levelBarrier_bounds a t u x).1 | |
| omit [CompactSpace X] in | |
| lemma levelBarrier_integral_tendsto (μ : Measure X) [IsFiniteMeasure μ] | |
| {u : X → ℝ} (hu : BoundedLip u) (t : ℝ) (ht : μ {x | u x = t} = 0) : | |
| Tendsto (fun n : ℕ => ∫ x, levelBarrier ((n:ℝ≥0)+1) t u x ∂μ) atTop (𝓝 0) := by | |
| have hne : ∀ᵐ x ∂μ, u x ≠ t := by simpa only [ae_iff,not_not] using ht | |
| have hpt : ∀ᵐ x ∂μ, Tendsto (fun n : ℕ => levelBarrier ((n:ℝ≥0)+1) t u x) atTop (𝓝 0) := by | |
| filter_upwards [hne] with x hx | |
| have hpos : 0 < |u x-t| := abs_pos.mpr (sub_ne_zero.mpr hx) | |
| have hp : Tendsto (fun n : ℕ => profile ((n:ℝ≥0)+1) 0 |u x-t|) atTop (𝓝 1) := by | |
| simpa only [indicator_of_mem (show |u x-t| ∈ Ioi 0 from hpos)] using profile_sequence_tendsto 0 |u x-t| | |
| simpa only [levelBarrier,sub_self] using (tendsto_const_nhds (x := (1:ℝ))).sub hp | |
| have hdom (n : ℕ) : ∀ᵐ x ∂μ, ‖levelBarrier ((n:ℝ≥0)+1) t u x‖ ≤ (1:ℝ) := by | |
| exact Eventually.of_forall fun x => by | |
| rw [Real.norm_eq_abs,abs_of_nonneg (levelBarrier_bounds _ _ _ _).1] | |
| exact (levelBarrier_bounds _ _ _ _).2 | |
| have hh := tendsto_integral_of_dominated_convergence (μ := μ) | |
| (fun _ => (1:ℝ)) (fun n => (levelBarrier_boundedLip hu _ t).continuous.aestronglyMeasurable) | |
| (integrable_const _) hdom hpt | |
| simpa only [integral_zero] using hh | |
| lemma restrictCurrent_apply_of_controls {k : ℕ} {T : Functional X k} | |
| (hT : IsMetricCurrent T) (μ : Measure X) [IsFiniteMeasure μ] (hμ : Controls T μ) | |
| {E : Set X} (hE : MeasurableSet E) {b : X → ℝ} {π : Fin k → X → ℝ} | |
| (hab : Admissible b π) : | |
| restrictCurrent hT E b π = borelAction μ hT (E.indicator b) π := by | |
| rw [restrictCurrent_apply hT E hab] | |
| exact borelAction_independent _ hT (currentMassMeasure_controls hT) hμ | |
| ((integrable_boundedLip _ hab.1).indicator hE) | |
| ((integrable_boundedLip _ hab.1).indicator hE) π hab.2 | |
| lemma restriction_profile_error_bound {k : ℕ} {T : Functional X k} | |
| (hT : IsMetricCurrent T) (μ : Measure X) [IsFiniteMeasure μ] (hμ : Controls T μ) | |
| {u : X → ℝ} (hu : BoundedLip u) (a : ℝ≥0) (t : ℝ) | |
| {b : X → ℝ} (hb : BoundedLip b) (π : Fin k → X → ℝ) (K : Fin k → ℝ≥0) | |
| (hK : ∀ i, LipschitzWith (K i) (π i)) (M : ℝ) (hM : ∀ x, |b x| ≤ M) : | |
| |restrictCurrent hT {x | t < u x} b π - T (fun x => profile a t (u x)*b x) π| ≤ | |
| ((∏ i, (K i : ℝ))*M) * ∫ x, levelBarrier a t u x ∂μ := by | |
| have hab : Admissible b π := ⟨hb,fun i => ⟨K i,hK i⟩⟩ | |
| have hE : MeasurableSet {x | t < u x} := measurableSet_lt measurable_const hu.continuous.measurable | |
| have hpb : BoundedLip (fun x => profile a t (u x)*b x) := (profile_comp_boundedLip hu a t).mul hb | |
| rw [restrictCurrent_apply_of_controls hT μ hμ hE hab, | |
| ←borelAction_eq μ hT hμ ⟨hpb,hab.2⟩] | |
| apply (borelAction_difference_bound μ hT hμ ((integrable_boundedLip μ hb).indicator hE) | |
| (integrable_boundedLip μ hpb) π K hK).trans | |
| have hi : ∫ x, |({x | t < u x}.indicator b x)-profile a t (u x)*b x| ∂μ ≤ | |
| M*∫ x, levelBarrier a t u x ∂μ := by | |
| rw [←integral_const_mul] | |
| apply integral_mono ((integrable_boundedLip μ hb).indicator hE |>.sub | |
| (integrable_boundedLip μ hpb) |>.abs) | |
| ((integrable_boundedLip μ (levelBarrier_boundedLip hu a t)).const_mul M) | |
| intro x | |
| have he : ({x | t < u x}.indicator b x)-profile a t (u x)*b x = | |
| (profile a t (u x)-({x | t < u x}.indicator (fun _ => (1:ℝ)) x)) * (-b x) := by | |
| by_cases hx : t < u x <;> simp [hx] | |
| ring | |
| change |({x | t < u x}.indicator b x)-profile a t (u x)*b x| ≤ M*levelBarrier a t u x | |
| rw [he,abs_mul,abs_neg,mul_comm] | |
| exact mul_le_mul (hM x) (profile_error_le_levelBarrier a t u x) (abs_nonneg _) | |
| (le_trans (abs_nonneg _) (hM x)) | |
| exact (mul_le_mul_of_nonneg_left hi (by positivity)).trans_eq (by ring) | |
| theorem restrictCurrent_weak_tendsto {ι : Type*} {l : Filter ι} {k : ℕ} | |
| {Ts : ι → Functional X k} {T : Functional X k} | |
| (hTs : ∀ j, IsMetricCurrent (Ts j)) (hT : IsMetricCurrent T) | |
| (μs : ι → FiniteMeasure X) (μ : FiniteMeasure X) | |
| (hμs : ∀ j, Controls (Ts j) (μs j)) (hμ : Controls T μ) | |
| (hμlim : Tendsto μs l (𝓝 μ)) | |
| (hlim : ∀ b π, Tendsto (fun j => Ts j b π) l (𝓝 (T b π))) | |
| {u : X → ℝ} (hu : BoundedLip u) (t : ℝ) (ht : (μ : Measure X) {x | u x = t} = 0) | |
| (b : X → ℝ) (π : Fin k → X → ℝ) : | |
| Tendsto (fun j => restrictCurrent (hTs j) {x | t < u x} b π) l | |
| (𝓝 (restrictCurrent hT {x | t < u x} b π)) := by | |
| by_cases hab : Admissible b π | |
| swap | |
| · simp only [restrictCurrent,ite_eq_right hab] | |
| exact tendsto_const_nhds | |
| choose K hK using hab.2 | |
| obtain ⟨M,hM⟩ := hab.1.2 | |
| let C := (∏ i, (K i : ℝ)) * max M 0 | |
| have hC : 0 ≤ C := by dsimp [C]; positivity | |
| have hbound (x : X) : |b x| ≤ max M 0 := (hM x).trans (le_max_left _ _) | |
| let P (n : ℕ) (U : Functional X k) := U (fun x => profile ((n:ℝ≥0)+1) t (u x)*b x) π | |
| let A (n : ℕ) (ν : FiniteMeasure X) := C*∫ x, levelBarrier ((n:ℝ≥0)+1) t u x ∂(ν : Measure X) | |
| have hA : Tendsto (fun n => A n μ) atTop (𝓝 0) := by | |
| simpa only [A,mul_zero] using (levelBarrier_integral_tendsto (μ : Measure X) hu t ht).const_mul C | |
| have hAlim (n : ℕ) : Tendsto (fun j => A n (μs j)) l (𝓝 (A n μ)) := by | |
| let f : C(X,ℝ) := ⟨levelBarrier ((n:ℝ≥0)+1) t u,(levelBarrier_boundedLip hu _ t).continuous⟩ | |
| exact ((FiniteMeasure.continuous_integral_continuousMap f).tendsto μ |>.comp hμlim).const_mul C | |
| have hbT (n : ℕ) : dist (restrictCurrent hT {x | t < u x} b π) (P n T) ≤ A n μ := | |
| restriction_profile_error_bound hT μ hμ hu _ t hab.1 π K hK _ hbound | |
| have hbTs (n : ℕ) (j : ι) : dist (restrictCurrent (hTs j) {x | t < u x} b π) (P n (Ts j)) ≤ A n (μs j) := | |
| restriction_profile_error_bound (hTs j) (μs j) (hμs j) hu _ t hab.1 π K hK _ hbound | |
| apply Metric.tendsto_nhds.mpr | |
| intro ε hε | |
| obtain ⟨n,hn⟩ := ((hA.eventually (gt_mem_nhds (show (0:ℝ) < ε/4 by positivity))).exists) | |
| have he1 : ∀ᶠ j in l, A n (μs j) < ε/3 := | |
| (hAlim n).eventually (gt_mem_nhds (show A n μ < ε/3 by linarith)) | |
| have he2 : ∀ᶠ j in l, dist (P n (Ts j)) (P n T) < ε/3 := | |
| Metric.tendsto_nhds.mp (hlim _ _) (ε/3) (by positivity) | |
| filter_upwards [he1,he2] with j hj1 hj2 | |
| have htri := dist_triangle (restrictCurrent (hTs j) {x | t < u x} b π) (P n (Ts j)) (P n T) | |
| have htri2 := dist_triangle (restrictCurrent (hTs j) {x | t < u x} b π) (P n T) | |
| (restrictCurrent hT {x | t < u x} b π) | |
| have hb := hbT n | |
| rw [dist_comm] at hb | |
| linarith [hbTs n j] | |
| end CAT0Fillings.Slicing | |
| open Set Filter MeasureTheory | |
| open scoped Topology ENNReal NNReal | |
| namespace CAT0Fillings | |
| attribute [local instance] Classical.propDecidable | |
| universe u | |
| end CAT0Fillings | |
| open MeasureTheory Filter Set Metric | |
| open scoped Topology Pointwise NNReal | |
| end | |
| end OAI | |