Download lean/OAI/Analysis/BiholderTransport/Calculus/LocalMetricGradient.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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8.78 kB
| import Mathlib | |
| import OAI.Analysis.BiholderTransport.Geodesics.SprayProjection | |
| import OAI.Analysis.BiholderTransport.Coordinates.JointNormalChart | |
| import OAI.Analysis.BiholderTransport.Coordinates.NormalGradient | |
| namespace OAI | |
| noncomputable section | |
| open Set MeasureTheory Manifold Bundle | |
| open scoped ContDiff Manifold ENNReal NNReal Topology | |
| open Set Filter | |
| open scoped Topology NNReal | |
| open Set Filter | |
| open scoped Topology | |
| open Set Manifold MeasureTheory Bundle | |
| open scoped ENNReal ContDiff Topology | |
| open Set | |
| open scoped Topology | |
| open Set Filter Manifold Bundle ContinuousLinearMap | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter ContinuousLinearMap InnerProductSpace | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open scoped NNReal | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology | |
| open MeasureTheory | |
| open scoped ContDiff ENNReal | |
| open Set Filter Manifold Bundle ContinuousLinearMap MeasureTheory | |
| open scoped Topology ContDiff Manifold Bundle ENNReal | |
| open Set Filter Manifold MeasureTheory Bundle | |
| open scoped ENNReal ContDiff Topology Manifold | |
| open Set Filter Manifold Bundle ContinuousLinearMap | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Manifold Bundle | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Manifold Bundle | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Bundle | |
| open scoped Topology Bundle | |
| open scoped Topology | |
| open Function Manifold Set | |
| open Manifold Bundle | |
| open scoped Manifold Bundle | |
| open Set | |
| namespace WeakMTWTransport | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| {M : Type*} [MetricSpace M] [CompactSpace M] [ChartedSpace E M] | |
| [IsManifold 𝓘(ℝ,E) ∞ M] | |
| [RiemannianBundle (fun x : M => TangentSpace 𝓘(ℝ,E) x)] | |
| [IsContMDiffRiemannianBundle 𝓘(ℝ,E) ∞ E (fun x : M => TangentSpace 𝓘(ℝ,E) x)] | |
| [IsRiemannianManifold 𝓘(ℝ,E) M] | |
| lemma exists_local_metric_gradient (a : M) : | |
| ∃ δ τ : ℝ, 0 < δ ∧ 0 < τ ∧ | |
| Metric.ball a δ ⊆ (extChartAt 𝓘(ℝ,E) a).source ∧ | |
| ∀ b ∈ Metric.ball a δ, ∀ y ∈ Metric.ball a δ, | |
| ∃ z : TangentBundle 𝓘(ℝ,E) M, | |
| z.1 = b ∧ (sprayFlow τ z).1 = y ∧ dist b y = τ * ‖z.2‖ ∧ | |
| HasFDerivAt (fun w : E => dist b ((extChartAt 𝓘(ℝ,E) a).symm w)^2 / 2) | |
| (τ • riemannianCoordinateMetric a (extChartAt 𝓘(ℝ,E) a y) | |
| ((extChartAt (𝓘(ℝ,E).prod 𝓘(ℝ,E)) | |
| (⟨a,0⟩ : TangentBundle 𝓘(ℝ,E) M) (sprayFlow τ z)).2)) | |
| (extChartAt 𝓘(ℝ,E) a y) := by | |
| obtain ⟨δ,r,τ,hδ,hr,hτ,hτr,Φ,e,hΦ,hΦ0,hode,he,hesub,hed,hei,hsrc,hdiag,htarget,hdist⟩ := | |
| exists_uniform_metric_normal_coordinates (E := E) a | |
| refine ⟨δ,τ,hδ,hτ,hsrc,?_⟩ | |
| intro b hb y hy | |
| let c := extChartAt 𝓘(ℝ,E) a | |
| let A : TangentBundle 𝓘(ℝ,E) M := ⟨a,0⟩ | |
| let χ := extChartAt (𝓘(ℝ,E).prod 𝓘(ℝ,E)) A | |
| let g := riemannianCoordinateMetric (E := E) a | |
| have hp : ∀ z : E × E, (e z).1 = z.1 := by intro z; rw [he] | |
| let f := fiberwiseHomeomorph e hp (c b) | |
| let v := f.symm (c y) | |
| have hyt : c y ∈ f.target := htarget b hb y hy | |
| have hvs : v ∈ f.source := f.map_target hyt | |
| have hcb : dist (c b) (c a) < r := | |
| (max_lt_iff.mp (show max (dist (c b) (c a)) (dist (0:E) 0) < r from hesub (hdiag b hb))).1 | |
| have hball : ∀ w ∈ Metric.ball (0:E) r, (c b,w) ∈ Metric.ball (c a,0) r := by | |
| intro w hw | |
| exact max_lt hcb hw | |
| have hv : v ∈ Metric.ball (0:E) r := | |
| (max_lt_iff.mp (show max (dist (c b) (c a)) (dist v 0) < r from hesub hvs)).2 | |
| let Ψ : ℝ × E → E := fun z => (Φ (z.1,(c b,z.2))).1 | |
| let W : ℝ × E → E := fun z => (Φ (z.1,(c b,z.2))).2 | |
| have hΦc := hΦ.comp (contDiffOn_fst.prodMk (contDiffOn_const.prodMk contDiffOn_snd)) | |
| (show MapsTo (fun z : ℝ × E => (z.1,(c b,z.2))) | |
| (Ioo (-r) r ×ˢ Metric.ball 0 r) (Ioo (-r) r ×ˢ Metric.ball (c a,0) r) from | |
| fun z hz => ⟨hz.1,hball z.2 hz.2⟩) | |
| have hf : (f : E → E) = fun w => Ψ (τ,w) := by | |
| funext w | |
| change (e (c b,w)).2 = _ | |
| rw [he] | |
| have ht : τ ∈ Ioo (-r) r := ⟨by linarith,hτr⟩ | |
| have h0 : (0:ℝ) ∈ Ioo (-r) r := ⟨by linarith,hr⟩ | |
| have hΨv : Ψ (τ,v) = c y := (congrFun hf v).symm.trans (f.right_inv hyt) | |
| have hG : ∀ w : E, g (c y) (W (τ,v)) (fderiv ℝ f v w) = τ*g (c b) v w := by | |
| intro w | |
| rw [hf,←hΨv] | |
| exact coordinate_endpoint_gauss (Ψ := Ψ) (W := W) (x := c b) (g := g) | |
| (isOpen_extChartAt_target a) | |
| (contDiffOn_riemannianCoordinateMetric a) | |
| (fun _ hx => riemannianCoordinateMetric_isInvertible hx) | |
| (fun x _ u v => riemannianCoordinateMetric_symm a x u v) | |
| (show ContDiffOn ℝ ∞ Ψ (Ioo (-r) r ×ˢ Metric.ball 0 r) from hΦc.fst) | |
| (show ContDiffOn ℝ ∞ W (Ioo (-r) r ×ˢ Metric.ball 0 r) from hΦc.snd) | |
| (fun t ht w hw => (hode t ht (c b,w) (hball w hw)).1) | |
| (fun t ht w hw => ⟨((hode t ht (c b,w) (hball w hw)).2).fst, | |
| ((hode t ht (c b,w) (hball w hw)).2).snd⟩) h0 | |
| (fun w hw => congrArg Prod.fst (hΦ0 (c b,w) (hball w hw))) | |
| (fun w hw => congrArg Prod.snd (hΦ0 (c b,w) (hball w hw))) ht hv w | |
| have hfd := ((fiberwiseHomeomorph_contDiffOn hp (c b) hed).contDiffAt | |
| (f.open_source.mem_nhds hvs)).differentiableAt (by simp) | |
| have hfi := ((fiberwiseHomeomorph_symm_contDiffOn hp (c b) hei).contDiffAt | |
| (f.open_target.mem_nhds hyt)).differentiableAt (by simp) | |
| have hD := normal_action_hasFDerivAt f hyt hfd hfi (g (c b)) (g (c y)) | |
| (riemannianCoordinateMetric_symm a (c b)) (W (τ,v)) τ hG | |
| have hnear : ∀ᶠ w : E in 𝓝 (c y), w ∈ c.target ∧ c.symm w ∈ Metric.ball a δ := by | |
| have hcy : c y ∈ c.target := c.map_source (hsrc hy) | |
| have hynear := ((continuousOn_extChartAt_symm a).continuousAt ((isOpen_extChartAt_target a).mem_nhds hcy)).preimage_mem_nhds | |
| (by rw [c.left_inv (hsrc hy)]; exact Metric.isOpen_ball.mem_nhds hy) | |
| filter_upwards [(isOpen_extChartAt_target a).mem_nhds hcy, hynear] with w hw hwy | |
| exact ⟨hw,hwy⟩ | |
| have hdistEq : (fun w : E => dist b (c.symm w)^2/2) =ᶠ[𝓝 (c y)] | |
| (fun w => (τ^2/2)*g (c b) (f.symm w) (f.symm w)) := by | |
| filter_upwards [hnear] with w hw | |
| have hwt : w ∈ f.target := by | |
| change (c b,w) ∈ e.target | |
| have hh : (c b,c (c.symm w)) ∈ e.target := htarget b hb (c.symm w) hw.2 | |
| simpa only [c.right_inv hw.1] using hh | |
| have hh := hdist b hb (c.symm w) hw.2 (f.symm w) (f.map_target hwt) | |
| (show (Φ (τ,(c b,f.symm w))).1 = c (c.symm w) by | |
| rw [c.right_inv hw.1] | |
| exact (congrFun hf _).symm.trans (f.right_inv hwt)) | |
| have hn : 0 ≤ g (c b) (f.symm w) (f.symm w) := by | |
| by_cases hh : f.symm w = 0 | |
| · simp only [hh,map_zero,le_refl] | |
| · exact (riemannianCoordinateMetric_positive (c.map_source (hsrc hb)) hh).le | |
| rw [hh,mul_pow,Real.sq_sqrt hn] | |
| ring | |
| let z := χ.symm (c b,v) | |
| have hzt : (c b,v) ∈ χ.target := (tangent_chart_target_iff A _).mpr (c.map_source (hsrc hb)) | |
| have hzchart : χ z = (c b,v) := χ.right_inv hzt | |
| have hzsrc : z ∈ χ.source := χ.map_target hzt | |
| have hzb : z.1 = b := by | |
| have hh := congrArg Prod.fst hzchart | |
| rw [tangent_chart_apply] at hh | |
| exact c.injOn ((tangent_chart_source_iff A z).mp hzsrc) (hsrc hb) hh | |
| have hflow := sprayFlow_eq_coordinate_curve A hr | |
| (fun t ht' => (hode t ht' (c b,v) (hball v hv)).1) | |
| (fun t ht' => (hode t ht' (c b,v) (hball v hv)).2) | |
| (show χ.symm (Φ (0,(c b,v))) = z by rw [hΦ0 (c b,v) (hball v hv)]) ht | |
| have hflowchart : χ (sprayFlow τ z) = Φ (τ,(c b,v)) := by | |
| rw [hflow,χ.right_inv ((tangent_chart_target_iff A _).mpr (hode τ ht (c b,v) (hball v hv)).1)] | |
| have hflowsrc : sprayFlow τ z ∈ χ.source := by | |
| rw [hflow] | |
| exact χ.map_target ((tangent_chart_target_iff A _).mpr (hode τ ht (c b,v) (hball v hv)).1) | |
| have hfy : (sprayFlow τ z).1 = y := by | |
| apply c.injOn ((tangent_chart_source_iff A _).mp hflowsrc) (hsrc hy) | |
| exact (congrArg Prod.fst (tangent_chart_apply A (sprayFlow τ z))).symm.trans | |
| ((congrArg Prod.fst hflowchart).trans hΨv) | |
| refine ⟨z,hzb,hfy,?_,?_⟩ | |
| · have hh := hdist b hb y hy v hvs hΨv | |
| have hn := coordinate_spray_energy A z ((tangent_chart_source_iff A z).mp hzsrc) | |
| rw [hzchart] at hn | |
| rw [hh,hn,Real.sqrt_sq (norm_nonneg _)] | |
| · have hh := hD.congr_of_eventuallyEq hdistEq | |
| rw [show (χ (sprayFlow τ z)).2 = W (τ,v) from congrArg Prod.snd hflowchart] | |
| exact hh | |
| end WeakMTWTransport | |
| end | |
| end OAI | |