Download lean/OAI/Geometry/IsometricImmersion/Pulses/PulseFlowDistance.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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7.77 kB
| import OAI.Geometry.IsometricImmersion.Pulses.PulseProfiles | |
| import OAI.Geometry.IsometricImmersion.Flows.FlowImageFirstBounds | |
| import OAI.Geometry.IsometricImmersion.Caps.FixedMetricLowerCap | |
| namespace OAI | |
| noncomputable section | |
| open Set Filter Function | |
| open scoped ContDiff Topology BigOperators | |
| namespace SmoothLocal.Pulse | |
| open SmoothLocal.Geometry SmoothLocal.Flow SmoothLocal.ODE SmoothLocal.Weighted | |
| theorem scalar_fderiv_coordinate_bound {q : Coord → ℝ} {p v : Coord} {M : ℝ} | |
| (_hM : 0 ≤ M) (hpartial : ∀ i : Fin 2, |coordPartial i q p| ≤ M) : | |
| |fderiv ℝ q p v| ≤ M*(|v 0|+|v 1|) := by | |
| have he : v = (v 0) • Pi.single 0 (1 : ℝ) + (v 1) • Pi.single 1 (1 : ℝ) := by | |
| ext i | |
| fin_cases i <;> simp | |
| conv_lhs => rw [he, map_add, map_smul, map_smul] | |
| change |v 0 * coordPartial 0 q p + v 1 * coordPartial 1 q p| ≤ _ | |
| calc | |
| _ ≤ |v 0 * coordPartial 0 q p| + |v 1 * coordPartial 1 q p| := abs_add_le _ _ | |
| _ = |v 0| * |coordPartial 0 q p|+|v 1| * |coordPartial 1 q p| := by rw [abs_mul,abs_mul] | |
| _ ≤ |v 0| * M+|v 1| * M := add_le_add | |
| (mul_le_mul_of_nonneg_left (hpartial 0) (abs_nonneg _)) | |
| (mul_le_mul_of_nonneg_left (hpartial 1) (abs_nonneg _)) | |
| _ = _ := by ring | |
| theorem quotient_change_from_origin | |
| {q : Coord → ℝ} {U : Set Coord} {M : ℝ} | |
| (hq : ContDiffOn ℝ ∞ q U) (hU : IsOpen U) (hSU : modelSquare ⊆ U) (hM : 0 ≤ M) | |
| (hpartial : ∀ p ∈ modelSquare, ∀ i : Fin 2, |coordPartial i q p| ≤ M) | |
| {p : Coord} (hp : p ∈ modelSquare) : |q p-q 0| ≤ M*(|p 0|+|p 1|) := by | |
| have hz : (0 : Coord) ∈ modelSquare := by constructor <;> intro i <;> norm_num | |
| have hconv : Convex ℝ modelSquare := convex_Icc _ _ | |
| have hseg (t : ℝ) (ht : t ∈ Icc (0 : ℝ) 1) : t • p ∈ modelSquare := by | |
| have h := hconv hp hz ht.1 (sub_nonneg.mpr ht.2) (by ring) | |
| simpa only [smul_zero, add_zero] using h | |
| have hder (t : ℝ) (ht : t ∈ Icc (0 : ℝ) 1) : | |
| HasDerivAt (fun s : ℝ => q (s • p)) (fderiv ℝ q (t • p) p) t := by | |
| have hdq := ((hq.contDiffAt (hU.mem_nhds (hSU (hseg t ht)))).differentiableAt (by simp)).hasFDerivAt | |
| have hdp : HasDerivAt (fun s : ℝ => s • p) p t := by | |
| have ht := (hasDerivAt_id t).smul_const p | |
| change HasDerivAt (fun s : ℝ => s • p) ((1 : ℝ) • p) t at ht | |
| rw [one_smul] at ht | |
| exact ht | |
| exact hdq.comp_hasDerivAt t hdp | |
| have hb (t : ℝ) (ht : t ∈ Icc (0 : ℝ) 1) : | |
| ‖deriv (fun s : ℝ => q (s • p)) t‖ ≤ M*(|p 0|+|p 1|) := by | |
| rw [(hder t ht).deriv, Real.norm_eq_abs] | |
| exact scalar_fderiv_coordinate_bound hM (hpartial (t • p) (hseg t ht)) | |
| have h := (convex_Icc (0 : ℝ) 1).norm_image_sub_le_of_norm_deriv_le | |
| (fun t ht => (hder t ht).differentiableAt) hb | |
| (by simp : (0 : ℝ) ∈ Icc (0 : ℝ) 1) (by simp : (1 : ℝ) ∈ Icc (0 : ℝ) 1) | |
| simpa only [zero_smul, one_smul, sub_zero, norm_one, mul_one, Real.norm_eq_abs] using h | |
| variable {q : Coord → ℝ} {U : Set Coord} {Y : ℝ → ℝ → ℝ} | |
| variable (hq : ContDiffOn ℝ ∞ q U) (hU : IsOpen U) (hSU : modelSquare ⊆ U) | |
| variable (hY : ContinuousOn (uncurry Y) (Icc (-2 : ℝ) 2 ×ˢ Icc (-2 : ℝ) 2)) | |
| variable (hrange : ∀ s ∈ Icc (-2 : ℝ) 2, ∀ t ∈ Icc (-2 : ℝ) 2, Y s t ∈ Icc (-3 : ℝ) 3) | |
| variable (hstart : ∀ s ∈ Icc (-2 : ℝ) 2, Y s 0 = s) | |
| variable (hode : ∀ s ∈ Icc (-2 : ℝ) 2, ∀ t ∈ Icc (-2 : ℝ) 2, | |
| HasDerivWithinAt (Y s) (-q (coordinatePoint t (Y s t))) (Icc (-2 : ℝ) 2) t) | |
| include hq hU hSU hY hrange hstart hode | |
| theorem flow_segment_coordinate_sum | |
| (hsmall : ∀ p ∈ modelSquare, |q p| ≤ (1 : ℝ)/100) | |
| {q0 T r s t u : ℝ} (hq0 : |q0| ≤ 1/20) (_hT : 0 < T) (hT2 : T < 2) | |
| (hs : s ∈ Ioo (-2 : ℝ) 2) (ht : t ∈ Icc (-T) T) (hu : u ∈ Icc (-T) T) | |
| (htheta : |Y s t+q0*t| ≤ r) : | |
| |u|+|Y s u| ≤ r+107*T/100 := by | |
| have ht' : t ∈ Ioo (-2 : ℝ) 2 := ⟨by linarith [ht.1],by linarith [ht.2]⟩ | |
| have hu' : u ∈ Ioo (-2 : ℝ) 2 := ⟨by linarith [hu.1],by linarith [hu.2]⟩ | |
| have habst : |t| ≤ T := abs_le.mpr ht | |
| have habsu : |u| ≤ T := abs_le.mpr hu | |
| have hdt : |u-t| ≤ 2*T := (abs_sub u t).trans (by linarith) | |
| have hmove := (cap_flow_time_lipschitz hq hU hSU hY hrange hstart hode hsmall hs ht' hu').trans | |
| (mul_le_mul_of_nonneg_left hdt (by norm_num : (0 : ℝ) ≤ 1/100)) | |
| have hprod : |q0*t| ≤ (1/20)*T := by | |
| rw [abs_mul] | |
| exact mul_le_mul hq0 habst (abs_nonneg _) (by norm_num) | |
| have hyt : |Y s t| ≤ r+(1/20)*T := by | |
| calc | |
| |Y s t| = |(Y s t+q0*t)-q0*t| := by congr 1; ring | |
| _ ≤ |Y s t+q0*t|+|q0*t| := abs_sub _ _ | |
| _ ≤ _ := add_le_add htheta hprod | |
| have hyu : |Y s u| ≤ |Y s u-Y s t|+|Y s t| := by | |
| calc | |
| |Y s u| = |(Y s u-Y s t)+Y s t| := by congr 1; ring | |
| _ ≤ _ := abs_add_le _ _ | |
| linarith | |
| theorem flow_segment_quotient_near_center | |
| (hsmall : ∀ p ∈ modelSquare, |q p| ≤ (1 : ℝ)/100) | |
| {M q0 L T r s t : ℝ} (hM : 0 ≤ M) (hL : 0 < L) | |
| (hpartial : ∀ p ∈ modelSquare, ∀ i : Fin 2, |coordPartial i q p| ≤ M) | |
| (hq0 : |q0| ≤ 1/20) (hcenter : |q 0-q0| ≤ 1/(100*L)) | |
| (hT : 0 < T) (hT2 : T < 2) (hs : s ∈ Ioo (-2 : ℝ) 2) (ht : t ∈ Icc (-T) T) | |
| (htheta : |Y s t+q0*t| ≤ r) | |
| (hrsmall : M*(r+107*T/100) ≤ 9/(100*L)) : | |
| ∀ u ∈ Icc (-T) T, |q (coordinatePoint u (Y s u))-q0| ≤ 1/(10*L) := by | |
| intro u hu | |
| have hu2 : u ∈ Icc (-2 : ℝ) 2 := ⟨by linarith [hu.1],by linarith [hu.2]⟩ | |
| have hp : coordinatePoint u (Y s u) ∈ modelSquare := coordinatePoint_mem_modelSquare | |
| ⟨by linarith [hu2.1],by linarith [hu2.2]⟩ | |
| (hrange s ⟨hs.1.le,hs.2.le⟩ u hu2) | |
| have hnorm := flow_segment_coordinate_sum hq hU hSU hY hrange hstart hode | |
| hsmall hq0 hT hT2 hs ht hu htheta | |
| have hlocal : |q (coordinatePoint u (Y s u))-q 0| ≤ M*(|u|+|Y s u|) := by | |
| simpa [coordinatePoint] using quotient_change_from_origin hq hU hSU hM hpartial hp | |
| have hsum : |q (coordinatePoint u (Y s u))-q0| ≤ | |
| |q (coordinatePoint u (Y s u))-q 0|+|q 0-q0| := by | |
| calc | |
| _ = |(q (coordinatePoint u (Y s u))-q 0)+(q 0-q0)| := by congr 1; ring | |
| _ ≤ _ := abs_add_le _ _ | |
| have ha := hsum.trans (add_le_add (hlocal.trans | |
| (mul_le_mul_of_nonneg_left hnorm hM)) hcenter) | |
| have heq : 9/(100*L)+1/(100*L) = 1/(10*L) := by field_simp [hL.ne']; ring | |
| exact ha.trans ((add_le_add hrsmall le_rfl).trans_eq heq) | |
| theorem actual_shear_seed_distance | |
| {q0 epsilon T s t : ℝ} (hT : 0 < T) (hT2 : T < 2) | |
| (hs : s ∈ Ioo (-2 : ℝ) 2) (ht : t ∈ Icc (-T) T) | |
| (hclose : ∀ u ∈ Icc (-T) T, |q (coordinatePoint u (Y s u))-q0| ≤ epsilon) : | |
| |Y s t+q0*t-s| ≤ epsilon*|t| := by | |
| have hd (u : ℝ) (hu : u ∈ Icc (-T) T) : | |
| HasDerivAt (fun a => Y s a+q0*a) (-q (coordinatePoint u (Y s u))+q0) u := by | |
| have hu2 : u ∈ Ioo (-2 : ℝ) 2 := ⟨by linarith [hu.1],by linarith [hu.2]⟩ | |
| have hh := (cap_flow_time_hasDerivAt hq hU hSU hY hrange hstart hode hs hu2).add | |
| ((hasDerivAt_id u).const_mul q0) | |
| change HasDerivAt (fun a : ℝ => Y s a + q0 * a) | |
| (-q (coordinatePoint u (Y s u)) + q0 * 1) u at hh | |
| rw [mul_one] at hh | |
| exact hh | |
| have hb (u : ℝ) (hu : u ∈ Icc (-T) T) : | |
| ‖deriv (fun a => Y s a+q0*a) u‖ ≤ epsilon := by | |
| rw [(hd u hu).deriv, Real.norm_eq_abs] | |
| have heq : -q (coordinatePoint u (Y s u))+q0 = -(q (coordinatePoint u (Y s u))-q0) := by ring | |
| rw [heq,abs_neg] | |
| exact hclose u hu | |
| have h := (convex_Icc (-T) T).norm_image_sub_le_of_norm_deriv_le | |
| (fun u hu => (hd u hu).differentiableAt) hb | |
| (show (0 : ℝ) ∈ Icc (-T) T by constructor <;> linarith) ht | |
| simpa only [hstart s ⟨hs.1.le,hs.2.le⟩, mul_zero, add_zero, sub_zero, Real.norm_eq_abs] using h | |
| end SmoothLocal.Pulse | |
| end | |
| end OAI | |