openAI-math-dataset / lean /OAI /Geometry /IsometricImmersion /Comparison /OriginalClassComparisonWithLow.lean
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| import OAI.Geometry.IsometricImmersion.Comparison.ActualClassComparisonMoment | |
| import OAI.Geometry.IsometricImmersion.Caps.ActualClassTwoSidedCauchy | |
| import OAI.Geometry.IsometricImmersion.Taylor.ActualTaylorFiniteJets | |
| namespace OAI | |
| noncomputable section | |
| open Set Filter Function MeasureTheory | |
| open scoped ContDiff Topology Matrix Matrix.Norms.Elementwise | |
| namespace SmoothLocal.Perturbation | |
| open SmoothLocal.Geometry SmoothLocal.Pulse SmoothLocal.HighEquation SmoothLocal.Flow | |
| open SmoothLocal.ODE SmoothLocal.Weighted SmoothLocal.Hyperbolic SmoothLocal.Taylor SmoothLocal.Model | |
| theorem exists_original_class_comparison_with_low_data | |
| {g0 gStar : MetricField} {V : Set Coord} | |
| (hg0 : SmoothPositiveOn g0 V) (hgStar : SmoothPositiveOn gStar V) | |
| (hV : IsOpen V) (hSV : modelSquare ⊆ V) | |
| {kappa q0 : ℝ} (M : ℕ) (hkappa : 0 < kappa) (hM : 0 < M) | |
| (hq0 : |q0| ≤ 1/20) | |
| (hbackground : ∀ p ∈ V, gaussianCurvature g0 p = modelCurvature kappa p) : | |
| ∃ G d r : ℝ, 0 < G ∧ 0 < d ∧ 0 < r ∧ r < 1/2 ∧ | |
| (∀ i j : Fin 2, ∀ k ≤ 8, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => gStar q i j) p‖ ≤ G) ∧ | |
| (∀ p ∈ modelSquare, d ≤ (gStar p).det) ∧ | |
| (∀ a : ℝ, 0 < a → ∀ N : ℕ, 10 < N → ∀ delta : ℝ, | |
| ∀ᶠ tau : ℕ in atTop, | |
| ∀ (gTau : MetricField) (U : Set Coord), SmoothPositiveOn gTau U → IsOpen U → modelSquare ⊆ U → | |
| (∀ i j : Fin 2, ∀ k ≤ tau, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => gTau q i j- | |
| testMetric gStar q0 a N delta (tau : ℝ) q i j) p‖ ≤ metricApproximationAccuracy tau) → | |
| (∀ i j : Fin 2, ∀ k ≤ 8, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => gTau q i j) p‖ ≤ G) ∧ | |
| (∀ p ∈ modelSquare, d ≤ |(gTau p).det|)) ∧ | |
| boundedClassWidth kappa M*r ≤ 1/20 ∧ | |
| heightQuotientJetBound G (M : ℝ) d (1/(M : ℝ))* | |
| (r+107*(boundedClassWidth kappa M*r)/100) ≤ 9/(100*boundedClassWidth kappa M) ∧ | |
| (∀ K : ℕ, ∃ B : ℝ, 0 ≤ B ∧ ∀ N : ℕ, 10 < N → ∀ delta : ℝ, 0 < delta → | |
| ∀ᶠ tau : ℕ in atTop, | |
| ∀ (eta : metricPatchSet g0 kappa) (z : Coord → ℝ), | |
| BoundedAdmissibleHeight (perturbedMetric g0 eta.val) M z → | |
| |hessianQuotient (perturbedMetric g0 eta.val) z 0-q0| ≤ | |
| 1/(100*boundedClassWidth kappa M) → | |
| (∀ i j : Fin 2, ∀ k ≤ tau, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => perturbedMetric g0 eta.val q i j- | |
| testMetric gStar q0 (boundedClassWidth kappa M*r/16) N delta (tau : ℝ) q i j) p‖ ≤ | |
| metricApproximationAccuracy tau) → | |
| ∀ x : ℝ, |x| ≤ boundedClassWidth kappa M*r/2 → ∀ n ≤ K, | |
| (‖iteratedFDeriv ℝ n (heightCauchyValue (heightInShearCoordinates z q0) | |
| (-delta/(tau : ℝ))) x‖ ≤ B ∧ | |
| ‖iteratedFDeriv ℝ n (heightCauchyVelocity (heightInShearCoordinates z q0) | |
| (-delta/(tau : ℝ))) x‖ ≤ B) ∧ | |
| (‖iteratedFDeriv ℝ n (heightCauchyValue (heightInShearCoordinates z q0) | |
| (delta/(tau : ℝ))) x‖ ≤ B ∧ | |
| ‖iteratedFDeriv ℝ n (heightCauchyVelocity (heightInShearCoordinates z q0) | |
| (delta/(tau : ℝ))) x‖ ≤ B)) ∧ | |
| ∀ N : ℕ, 10 < N → ∃ C Csource Cgradient c3 : ℝ, | |
| 0 ≤ C ∧ 0 < Csource ∧ 0 ≤ Cgradient ∧ 0 < c3 ∧ | |
| (∀ K : ℕ, ∃ CP : ℝ, 0 ≤ CP ∧ | |
| ∀ delta : ℝ, 0 < delta → delta ≤ 1/2 → ∀ᶠ tau : ℕ in atTop, | |
| ∀ (eta : metricPatchSet g0 kappa) (z : Coord → ℝ), | |
| BoundedAdmissibleHeight (perturbedMetric g0 eta.val) M z → | |
| |hessianQuotient (perturbedMetric g0 eta.val) z 0-q0| ≤ 1/(100*boundedClassWidth kappa M) → | |
| (∀ i j : Fin 2, ∀ k ≤ tau, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => perturbedMetric g0 eta.val q i j- | |
| testMetric gStar q0 (boundedClassWidth kappa M*r/16) N delta (tau : ℝ) q i j) p‖ ≤ | |
| metricApproximationAccuracy tau) → | |
| let zs := heightInShearCoordinates z q0 | |
| let gs := metricInShearCoordinates gStar q0 | |
| let P := taylorApproximation gs (-delta/(tau : ℝ)) | |
| (heightCauchyValue zs (-delta/(tau : ℝ))) | |
| (heightCauchyVelocity zs (-delta/(tau : ℝ))) N | |
| ContDiffOn ℝ ∞ P (spatialStrip (Ioo (-(boundedClassWidth kappa M*r)) (boundedClassWidth kappa M*r))) ∧ | |
| (∀ j ≤ K, ∀ p : Coord, |p 0| ≤ boundedClassWidth kappa M*r/2 → | |
| |p 1| ≤ delta/(tau : ℝ) → ‖iteratedFDeriv ℝ j P p‖ ≤ CP) ∧ | |
| CoordinateBound P (pulseStrip (boundedClassWidth kappa M*r/2) delta (tau : ℝ)) K CP) ∧ | |
| ∀ delta : ℝ, 0 < delta → delta ≤ 1/2 → ∀ᶠ tau : ℕ in atTop, | |
| ∀ (eta : metricPatchSet g0 kappa) (z : Coord → ℝ), | |
| BoundedAdmissibleHeight (perturbedMetric g0 eta.val) M z → | |
| |hessianQuotient (perturbedMetric g0 eta.val) z 0-q0| ≤ 1/(100*boundedClassWidth kappa M) → | |
| (∀ i j : Fin 2, ∀ k ≤ tau, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => perturbedMetric g0 eta.val q i j- | |
| testMetric gStar q0 (boundedClassWidth kappa M*r/16) N delta (tau : ℝ) q i j) p‖ ≤ | |
| metricApproximationAccuracy tau) → | |
| let zs := heightInShearCoordinates z q0 | |
| let gs := metricInShearCoordinates gStar q0 | |
| let P := taylorApproximation gs (-delta/(tau : ℝ)) | |
| (heightCauchyValue zs (-delta/(tau : ℝ))) | |
| (heightCauchyVelocity zs (-delta/(tau : ℝ))) N | |
| ContDiffOn ℝ ∞ P (spatialStrip (Ioo (-(boundedClassWidth kappa M*r)) (boundedClassWidth kappa M*r))) ∧ | |
| (∀ x ∈ Ioo (-(boundedClassWidth kappa M*r)) (boundedClassWidth kappa M*r), | |
| P ![x,-delta/(tau : ℝ)] = zs ![x,-delta/(tau : ℝ)] ∧ | |
| coordPartial 1 P ![x,-delta/(tau : ℝ)] = coordPartial 1 zs ![x,-delta/(tau : ℝ)]) ∧ | |
| (∀ x, ∃ poly : Polynomial ℝ, poly.natDegree ≤ N+1 ∧ ∀ t, poly.eval t = P ![x,t]) ∧ | |
| (∀ x : ℝ, |x| ≤ boundedClassWidth kappa M*r/2 → | |
| ∀ t ∈ Icc (-delta/(tau : ℝ)) (delta/(tau : ℝ)), | |
| (boundedClassSpeed kappa M)^2/(8*(M : ℝ)) ≤ |covHessian gs P ![x,t] 0 0| ∧ | |
| |qResidual gs P ![x,t]| ≤ C/(tau : ℝ)^N) ∧ | |
| ContinuousOn (qResidual gs P) (pulseStrip (boundedClassWidth kappa M*r/16) delta (tau : ℝ)) ∧ | |
| |pulseWeightedMoment (boundedClassWidth kappa M*r/16) delta (tau : ℝ) (qResidual gs P)| ≤ | |
| (2*C*(∫ x : ℝ, axisBump (boundedClassWidth kappa M*r/16) x))*delta/(tau : ℝ)^(N+1) ∧ | |
| (∀ p ∈ pulseStrip (boundedClassWidth kappa M*r/2) delta (tau : ℝ), | |
| |actualComparisonSource gStar (perturbedMetric g0 eta.val) z q0 P p| ≤ | |
| Csource*(tau : ℝ)^2/(tau : ℝ)^N) ∧ | |
| (∀ theta ∈ Icc (-(delta/(tau : ℝ))) (delta/(tau : ℝ)), ∀ i : Fin 2, | |
| Real.sqrt (∫ x in Icc (-(boundedClassWidth kappa M*r/16)) (boundedClassWidth kappa M*r/16), | |
| (coordPartial i (comparisonDifference P zs) (boxPoint x theta))^2) ≤ | |
| Cgradient*delta*(tau : ℝ)/(tau : ℝ)^N) ∧ | |
| ContinuousOn (actualComparisonSource gStar (perturbedMetric g0 eta.val) z q0 P) | |
| (pulseStrip (boundedClassWidth kappa M*r/16) delta (tau : ℝ)) ∧ | |
| c3*delta*(tau : ℝ)/(tau : ℝ)^N ≤ | |
| |pulseWeightedMoment (boundedClassWidth kappa M*r/16) delta (tau : ℝ) | |
| (actualComparisonSource gStar (perturbedMetric g0 eta.val) z q0 P)| := by | |
| obtain ⟨G,d,hG,hd,hGstar,hdstar,hlow,hcuts⟩ := | |
| exists_actual_class_two_sided_cauchy_bounds_at_every_radius | |
| hg0 hgStar hV hSV M hkappa hM hq0 hbackground | |
| have hGstar2 : ∀ i j : Fin 2, ∀ k ≤ 2, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => gStar q i j) p‖ ≤ G := | |
| fun i j k hk p hp => hGstar i j k (by omega) p hp | |
| obtain ⟨r,hr,hrhalf,hLr,hrsmall,hcomparison⟩ := | |
| exists_actual_class_comparison_moment hgStar hV hSV M hG.le hd hGstar2 hdstar hkappa hM hq0 | |
| refine ⟨G,d,r,hG,hd,hr,hrhalf,hGstar,hdstar,hlow,hLr,hrsmall, | |
| hcuts r hr hrhalf hLr hrsmall,?_⟩ | |
| intro N hN | |
| obtain ⟨C,Csource,Cgradient,c3,hC,hCs,hCg,hc3,hcomparisonN⟩ := hcomparison N (by omega) | |
| refine ⟨C,Csource,Cgradient,c3,hC,hCs,hCg,hc3,?_,?_⟩ | |
| · intro K | |
| obtain ⟨CP,hCP,hPjets⟩ := exists_actual_taylor_finite_jets_at_radius | |
| hgStar hV hSV M hG.le hd hkappa hM hq0 hr hrhalf hLr hrsmall N K | |
| refine ⟨CP,hCP,?_⟩ | |
| intro delta hdelt hdhalf | |
| have ha : 0 < boundedClassWidth kappa M*r/16 := | |
| div_pos (mul_pos (boundedClassWidth_pos kappa M) hr) (by norm_num) | |
| filter_upwards [hPjets delta hdelt hdhalf, | |
| hlow (boundedClassWidth kappa M*r/16) ha N hN delta] with tau hPjetsTau hlowTau | |
| intro eta z hclass hcenter happ | |
| obtain ⟨U,hU,hSU,hUV,_,hgU,hh⟩ := bounded_class_actual_cap_data hg0 hV hSV eta hclass | |
| obtain ⟨hg8,hdet⟩ := hlowTau (perturbedMetric g0 eta.val) U hgU hU hSU happ | |
| have hg4 : ∀ i j : Fin 2, ∀ k ≤ 4, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => perturbedMetric g0 eta.val q i j) p‖ ≤ G := | |
| fun i j k hk p hp => hg8 i j k (by omega) p hp | |
| have hmodel : ∀ p ∈ U, gaussianCurvature g0 p = modelCurvature kappa p := | |
| fun p hp => hbackground p (hUV hp) | |
| have hc : 0 < 1/(M : ℝ) := one_div_pos.mpr (Nat.cast_pos.mpr hM) | |
| obtain ⟨W,Y,hf⟩ := exists_capInductionFlow hgU hU hSU hG.le (Nat.cast_nonneg M) | |
| hd hc hc hg8 hdet hh hkappa hmodel (perturbationTensor_tsupport_subset eta.val) eta.property.2 | |
| exact hPjetsTau g0 eta U W z Y hgU hU hh hf hclass hg4 hdet hcenter happ | |
| intro delta hdelt hdhalf | |
| have ha : 0 < boundedClassWidth kappa M*r/16 := by | |
| exact div_pos (mul_pos (boundedClassWidth_pos kappa M) hr) (by norm_num) | |
| filter_upwards [hcomparisonN delta hdelt hdhalf, | |
| hlow (boundedClassWidth kappa M*r/16) ha N hN delta] with tau hcTau hlowTau | |
| intro eta z hclass hcenter happ | |
| obtain ⟨U,hU,hSU,hUV,_,hgU,hh⟩ := bounded_class_actual_cap_data hg0 hV hSV eta hclass | |
| obtain ⟨hg8,hdet⟩ := hlowTau (perturbedMetric g0 eta.val) U hgU hU hSU happ | |
| have hg4 : ∀ i j : Fin 2, ∀ k ≤ 4, ∀ p ∈ modelSquare, | |
| ‖iteratedFDeriv ℝ k (fun q => perturbedMetric g0 eta.val q i j) p‖ ≤ G := | |
| fun i j k hk p hp => hg8 i j k (by omega) p hp | |
| have hmodel : ∀ p ∈ U, gaussianCurvature g0 p = modelCurvature kappa p := | |
| fun p hp => hbackground p (hUV hp) | |
| have hc : 0 < 1/(M : ℝ) := one_div_pos.mpr (Nat.cast_pos.mpr hM) | |
| obtain ⟨W,Y,hf⟩ := exists_capInductionFlow hgU hU hSU hG.le (Nat.cast_nonneg M) | |
| hd hc hc hg8 hdet hh hkappa hmodel (perturbationTensor_tsupport_subset eta.val) eta.property.2 | |
| exact hcTau g0 eta U W z Y hgU hU hh hf hclass hg4 hdet hcenter happ | |
| end SmoothLocal.Perturbation | |
| end | |
| end OAI | |