Download lean/OAI/Analysis/BiholderTransport/Calculus/CompactParameterJets.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 7.9 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/CompactParameterJets.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Analysis/BiholderTransport/Calculus/CompactParameterJets.lean
-
curl -L -o CompactParameterJets.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/CompactParameterJets.lean
7.9 kB
| import Mathlib | |
| import OAI.Analysis.BiholderTransport.Coordinates.ManifoldLipschitz | |
| import OAI.Analysis.BiholderTransport.Coordinates.ChartCostJets | |
| namespace OAI | |
| noncomputable section | |
| namespace WeakMTWTransport | |
| section | |
| open Set Filter | |
| open scoped Topology ContDiff | |
| variable {Q E : Type*} [NormedAddCommGroup Q] [NormedSpace ℝ Q] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| lemma compact_parameter_second_jet {K : Set Q} (hK : IsCompact K) | |
| {F : (ℝ×Q) → E → ℝ} {t : ℝ} | |
| (hF : ∀ q∈K, ContDiffAt ℝ ∞ (Function.uncurry F) ((t,q),0)) : | |
| ∃ B>0, ∀ᶠ s in 𝓝 t, ∀ q∈K, | |
| ContDiffAt ℝ 2 (F (s,q)) 0 ∧ ‖fderiv ℝ (fderiv ℝ (F (s,q))) 0‖≤B := by | |
| let H := fun z : ℝ×Q => fderiv ℝ (fderiv ℝ (F z)) 0 | |
| have hH : ∀ q∈K, ContinuousAt H (t,q) := by | |
| intro q hq | |
| exact (ContDiffAt.partial_snd_fderiv_two (hF q hq)).continuousAt.comp | |
| (x := (t,q)) (f := fun z : ℝ×Q => (z,(0:E))) | |
| (continuousAt_id.prodMk continuousAt_const) | |
| obtain ⟨B,hB,HB⟩ := compact_eventually_fiberwise_bound hK | |
| (f := fun _ : Q => ()) continuous_const (g := fun _ : ℝ => ()) | |
| (continuousAt_const (x := t)) (h := H) (fun q hq _ => hH q hq) | |
| have HS : ∀ᶠ s in 𝓝 t, ∀ q∈K, ()=() → ContDiffAt ℝ 2 (F (s,q)) 0 := by | |
| apply compact_eventually_fiberwise hK (f := fun _ : Q => ()) continuous_const | |
| (g := fun _ : ℝ => ()) (continuousAt_const (x := t)) | |
| intro q hq _ | |
| have He := ((hF q hq).of_le | |
| (m := 2) (ENat.natCast_le_of_coe_top_le_withTop le_rfl 2)).eventually (by simp) | |
| have hc : ContinuousAt (fun z : ℝ×Q => (z,(0:E))) (t,q) := | |
| continuousAt_id.prodMk continuousAt_const | |
| filter_upwards [hc.tendsto.eventually He] with z hz | |
| exact hz.comp (0:E) (contDiffAt_const.prodMk contDiffAt_id) | |
| refine ⟨B,hB,?_⟩ | |
| filter_upwards [HB,HS] with s hb hs | |
| exact fun q hq => ⟨hs q hq rfl,hb q hq rfl⟩ | |
| end | |
| open Set Filter Manifold Bundle Metric | |
| open scoped Topology ContDiff NNReal | |
| variable {n : ℕ} {M : Type*} [MetricSpace M] [CompactSpace M] | |
| [ChartedSpace (Model n) M] [IsManifold 𝓘(ℝ,Model n) ∞ M] | |
| [RiemannianBundle (fun x : M => TangentSpace 𝓘(ℝ,Model n) x)] | |
| [IsContMDiffRiemannianBundle 𝓘(ℝ,Model n) ∞ (Model n) | |
| (fun x : M => TangentSpace 𝓘(ℝ,Model n) x)] | |
| [IsRiemannianManifold 𝓘(ℝ,Model n) M] | |
| def shortLegCost (x : M) (t : ℝ) (p h : TangentSpace 𝓘(ℝ,Model n) x) : ℝ := | |
| cost (riemannianExp x (t • (p+h))) (riemannianExp x p) | |
| def movingShortLegCost (a : M) (z : ℝ × (Model n × Model n)) (h : Model n) : ℝ := | |
| cost (movingNormal a (z.2.1,z.1 • (z.2.2+h))) (movingNormal a z.2) | |
| lemma movingShortLegCost_contDiffAt {a : M} {b p : Model n} | |
| (hb : b∈(extChartAt 𝓘(ℝ,Model n) a).target) : | |
| ContDiffAt ℝ ∞ (Function.uncurry (movingShortLegCost a)) ((1,(b,p)),0) := by | |
| let Z := (ℝ × (Model n × Model n)) × Model n | |
| have hA : ContMDiffAt 𝓘(ℝ,Z) 𝓘(ℝ,Model n) ∞ | |
| (fun q : Z => movingNormal a (q.1.2.1,q.1.1 • (q.1.2.2+q.2))) ((1,(b,p)),0) := by | |
| refine (show ContMDiffAt 𝓘(ℝ,Model n × Model n) 𝓘(ℝ,Model n) ∞ | |
| (movingNormal a) (b,(1:ℝ) • (p+0)) from by simpa using movingNormal_contMDiffAt hb).comp | |
| (f := fun q : Z => (q.1.2.1,q.1.1 • (q.1.2.2+q.2))) ((1,(b,p)),0) ?_ | |
| exact (contDiffAt_fst.snd.fst.prodMk | |
| (contDiffAt_fst.fst.smul (contDiffAt_fst.snd.snd.add contDiffAt_snd))).contMDiffAt | |
| have hB : ContMDiffAt 𝓘(ℝ,Z) 𝓘(ℝ,Model n) ∞ | |
| (fun q : Z => movingNormal a q.1.2) ((1,(b,p)),0) := | |
| (movingNormal_contMDiffAt (q := (b,p)) hb).comp ((1,(b,p)),0) | |
| contDiffAt_fst.snd.contMDiffAt | |
| have hC : ContMDiffAt (𝓘(ℝ,Model n).prod 𝓘(ℝ,Model n)) 𝓘(ℝ,ℝ) ∞ | |
| (fun q : M × M => cost q.1 q.2) | |
| (movingNormal a (b,(1:ℝ) • (p+0)),movingNormal a (b,p)) := by | |
| simpa only [add_zero,one_smul,riemannianExp_zero] using | |
| cost_contMDiffAt_of_injectivityDomain | |
| (⟨movingNormal a (b,p),0⟩ : TangentBundle 𝓘(ℝ,Model n) M) | |
| (zero_mem_injectivityDomain (movingNormal a (b,p))) | |
| exact (hC.comp ((1,(b,p)),0) (hA.prodMk hB)).contDiffAt | |
| lemma shortLeg_second_bound_near_base (R : ℝ) (a : M) : | |
| ∃ C : ℝ≥0, ∃ K∈𝓝 a, ∀ᶠ t in 𝓝 (1:ℝ), ∀ x∈K, | |
| ∀ p : TangentSpace 𝓘(ℝ,Model n) x, ‖p‖≤R → | |
| ContDiffAt ℝ 2 (shortLegCost x t p) 0 ∧ | |
| ∀ k : TangentSpace 𝓘(ℝ,Model n) x, | |
| ‖fderiv ℝ (fderiv ℝ (shortLegCost x t p)) 0 k k‖≤C*‖k‖^2 := by | |
| have : IsContinuousRiemannianBundle (Model n) | |
| (fun x : M => TangentSpace 𝓘(ℝ,Model n) x) := | |
| continuousRiemannianBundle_of_smooth (IB := 𝓘(ℝ,Model n)) | |
| obtain ⟨B,hBpos,hB⟩ := eventually_norm_trivializationAt_lt (Model n) | |
| (fun x : M => TangentSpace 𝓘(ℝ,Model n) x) a | |
| obtain ⟨K,hKn,hKs,hKc⟩ := local_compact_nhds | |
| (inter_mem (extChartAt_source_mem_nhds (I := 𝓘(ℝ,Model n)) a) hB) | |
| let χ := extChartAt 𝓘(ℝ,Model n) a | |
| let P := (χ '' K) ×ˢ closedBall (0 : Model n) (B*R) | |
| have hPc : IsCompact P := | |
| (hKc.image_of_continuousOn ((continuousOn_extChartAt a).mono | |
| (fun x hx => (hKs hx).1))).prod (isCompact_closedBall _ _) | |
| obtain ⟨D,hDpos,HD⟩ := compact_parameter_second_jet hPc | |
| (F := movingShortLegCost a) (t := 1) (fun q hq => movingShortLegCost_contDiffAt (by | |
| obtain ⟨x,hx,hxq⟩ := hq.1 | |
| rw [←hxq] | |
| exact χ.map_source (hKs hx).1)) | |
| refine ⟨⟨D*B^2,mul_nonneg hDpos.le (sq_nonneg B)⟩,K,hKn,?_⟩ | |
| filter_upwards [HD] with t ht | |
| intro x hx p hp | |
| let A := (trivializationAt (Model n) (TangentSpace 𝓘(ℝ,Model n)) a).continuousLinearMapAt ℝ x | |
| have hpP : (χ x,A p)∈P := by | |
| refine ⟨mem_image_of_mem χ hx,?_⟩ | |
| rw [mem_closedBall,dist_zero_right] | |
| exact (A.le_opNorm p).trans (mul_le_mul (hKs hx).2.le hp (norm_nonneg _) hBpos.le) | |
| have he : shortLegCost x t p = (fun h => movingShortLegCost a (t,(χ x,A p)) (A h)) := by | |
| funext h | |
| dsimp only [shortLegCost,movingShortLegCost] | |
| rw [←map_add,←map_smul,movingNormal_trivialization_exp (hKs hx).1, | |
| movingNormal_trivialization_exp (hKs hx).1] | |
| rw [he] | |
| have HD' := ht (χ x,A p) hpP | |
| refine ⟨(show ContDiffAt ℝ 2 (movingShortLegCost a (t,(χ x,A p))) (A 0) from by | |
| simpa only [map_zero] using HD'.1).comp 0 A.contDiff.contDiffAt,?_⟩ | |
| intro k | |
| rw [second_fderiv_comp_linear_zero HD'.1 A k] | |
| let H := fderiv ℝ (fderiv ℝ (movingShortLegCost a (t,(χ x,A p)))) 0 | |
| have hAk : ‖A k‖≤B*‖k‖ := | |
| (A.le_opNorm k).trans (mul_le_mul_of_nonneg_right (hKs hx).2.le (norm_nonneg _)) | |
| calc | |
| ‖H (A k) (A k)‖≤‖H (A k)‖*‖A k‖ := (H (A k)).le_opNorm _ | |
| _≤(‖H‖*‖A k‖)*‖A k‖ := mul_le_mul_of_nonneg_right (H.le_opNorm _) (norm_nonneg _) | |
| _≤(D*‖A k‖)*‖A k‖ := by gcongr; exact HD'.2 | |
| _≤(D*(B*‖k‖))*(B*‖k‖) := by gcongr | |
| _=(D*B^2)*‖k‖^2 := by ring | |
| lemma exists_uniform_shortLeg_second_bound (R : ℝ) : | |
| ∃ C : ℝ≥0, ∀ᶠ t in 𝓝 (1:ℝ), ∀ x : M, | |
| ∀ p : TangentSpace 𝓘(ℝ,Model n) x, ‖p‖≤R → | |
| ContDiffAt ℝ 2 (shortLegCost x t p) 0 ∧ | |
| ∀ k : TangentSpace 𝓘(ℝ,Model n) x, | |
| ‖fderiv ℝ (fderiv ℝ (shortLegCost x t p)) 0 k k‖≤C*‖k‖^2 := by | |
| classical | |
| choose C K hKn hK using shortLeg_second_bound_near_base (n := n) (M := M) R | |
| obtain ⟨s,hs⟩ := finite_cover_nhds hKn | |
| refine ⟨s.sup C,?_⟩ | |
| have HT := (eventually_all_finset s).mpr (fun a _ => hK a) | |
| filter_upwards [HT] with t ht | |
| intro x p hp | |
| have hx : x∈ ⋃ a∈s,K a := by rw [hs]; trivial | |
| obtain ⟨a,ha,hxa⟩ := mem_iUnion₂.mp hx | |
| have H := ht a ha x hxa p hp | |
| refine ⟨H.1,fun k => (H.2 k).trans ?_⟩ | |
| exact mul_le_mul_of_nonneg_right (by exact_mod_cast Finset.le_sup (f := C) ha) (sq_nonneg _) | |
| end WeakMTWTransport | |
| end | |
| end OAI | |