Download lean/OAI/Probability/GammaPassage/AnalyticCore.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 12.1 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/GammaPassage/AnalyticCore.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Probability/GammaPassage/AnalyticCore.lean
-
curl -L -o AnalyticCore.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/GammaPassage/AnalyticCore.lean
12.1 kB
| import OAI.Probability.FirstPassage.PlaneGeometry | |
| import OAI.Probability.GammaPassage.Target | |
| import Mathlib.Analysis.Calculus.Darboux | |
| import Mathlib.Topology.Order.MonotoneContinuity | |
| import Mathlib.Analysis.Calculus.ContDiff.Deriv | |
| import Mathlib.Analysis.Calculus.ContDiff.Operations | |
| import Mathlib.Analysis.Normed.Module.FiniteDimension | |
| import Mathlib.Topology.Order.Compact | |
| namespace OAI | |
| namespace GammaFPP.Analytic | |
| open PlanarFPP Set Filter MeasureTheory | |
| open scoped Topology | |
| noncomputable def swapPlane : Plane ≃ₗᵢ[ℝ] Plane := | |
| LinearIsometryEquiv.piLpCongrLeft 2 ℝ ℝ (Equiv.swap 0 1) | |
| @[simp] lemma swapPlane_zero (v : Plane) : swapPlane v 0=v 1 := by | |
| simp [swapPlane,LinearIsometryEquiv.piLpCongrLeft_apply,Equiv.piCongrLeft'] | |
| @[simp] lemma swapPlane_one (v : Plane) : swapPlane v 1=v 0 := by | |
| simp [swapPlane,LinearIsometryEquiv.piLpCongrLeft_apply,Equiv.piCongrLeft'] | |
| @[simp] lemma swapPlane_swap (v : Plane) : swapPlane (swapPlane v)=v := by | |
| ext i; fin_cases i <;> simp | |
| theorem plane_coordinate_le_norm (v : Plane) (i : Fin 2) : |v i| ≤ ‖v‖ := | |
| PiLp.norm_apply_le v i | |
| theorem timeConstantNorm_lipschitz_bound (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) : | |
| ∃ B : ℝ, 0 < B ∧ ∀ v w, |μ v - μ w| ≤ B * ‖v-w‖ := by | |
| let e0 : Plane := PiLp.single 2 0 1 | |
| let e1 : Plane := PiLp.single 2 1 1 | |
| let B := μ e0 + μ e1 + 1 | |
| have hB : 0 < B := by dsimp [B]; linarith [hμ.nonneg e0, hμ.nonneg e1] | |
| have hu (v : Plane) : μ v ≤ B * ‖v‖ := by | |
| have he : v = v 0 • e0 + v 1 • e1 := by | |
| ext i; fin_cases i <;> simp [e0, e1] | |
| have ht := hμ.triangle (v 0 • e0) (v 1 • e1) | |
| rw [← he, hμ.homogeneous, hμ.homogeneous] at ht | |
| have h0 := mul_le_mul_of_nonneg_right (plane_coordinate_le_norm v 0) (hμ.nonneg e0) | |
| have h1 := mul_le_mul_of_nonneg_right (plane_coordinate_le_norm v 1) (hμ.nonneg e1) | |
| dsimp [B] | |
| nlinarith [norm_nonneg v] | |
| refine ⟨B, hB, ?_⟩ | |
| intro v w | |
| apply abs_le.mpr | |
| have h1 := hμ.triangle (v-w) w | |
| have h2 := hμ.triangle (w-v) v | |
| simp only [sub_add_cancel] at h1 h2 | |
| have hu1 := hu (v-w) | |
| have hu2 := hu (w-v) | |
| rw [norm_sub_rev] at hu2 | |
| constructor <;> linarith | |
| theorem timeConstantNorm_continuous (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) : | |
| Continuous μ := by | |
| obtain ⟨B, hB, hb⟩ := timeConstantNorm_lipschitz_bound μ hμ | |
| apply Metric.continuous_iff.mpr | |
| intro v ε hε | |
| refine ⟨ε/B, div_pos hε hB, ?_⟩ | |
| intro w hw | |
| have hd : ‖w-v‖ < ε/B := hw | |
| have he := (lt_div_iff₀ hB).mp hd | |
| have hl := hb w v | |
| change |μ w-μ v| < ε | |
| nlinarith | |
| theorem norm_direction_pos (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) (b : ℝ) : | |
| 0 < μ (direction b) := by | |
| have hn : direction b ≠ 0 := by | |
| intro hh | |
| have := congrArg xCoord hh | |
| norm_num [direction] at this | |
| exact lt_of_le_of_ne (hμ.nonneg _) (Ne.symm ((hμ.zero_iff _).not.mpr hn)) | |
| lemma norm_differentiable_smul (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) | |
| (u : Plane) (t : ℝ) (ht : t ≠ 0) (hu : DifferentiableAt ℝ μ u) : | |
| DifferentiableAt ℝ μ (t • u) := by | |
| have hi : DifferentiableAt ℝ μ (t⁻¹ • (t • u)) := by simpa [smul_smul,ht] using hu | |
| have hc := hi.comp (t • u) (differentiableAt_id.const_smul t⁻¹) | |
| have hd := hc.const_mul |t| | |
| have he : (fun z : Plane => |t| *μ (t⁻¹ • z))=μ := by | |
| funext z | |
| rw [hμ.homogeneous,abs_inv,← mul_assoc,mul_inv_cancel₀ (abs_ne_zero.mpr ht),one_mul] | |
| simpa only [Function.comp_def,he] using hd | |
| lemma convex_continuous_deriv (φ : ℝ → ℝ) (hc : ConvexOn ℝ univ φ) | |
| (hd : Differentiable ℝ φ) : Continuous (deriv φ) := by | |
| let g := fun x => deriv φ x+x | |
| have hm : Monotone g := fun x y h => add_le_add | |
| (hc.monotoneOn_deriv (fun x _ => hd x) (mem_univ x) (mem_univ y) h) h | |
| have hg (x : ℝ) : HasDerivAt (fun t => φ t+t^2/2) (g x) x := by | |
| have hq : HasDerivAt (fun t : ℝ => t^2/2) x x := by | |
| simpa using ((hasDerivAt_id x).pow 2).div_const 2 | |
| exact (hd x).hasDerivAt.add hq | |
| have hsurj : Function.Surjective g := by | |
| intro y | |
| let a := min 0 (y-deriv φ 0-1) | |
| let b := max 0 (y-deriv φ 0+1) | |
| have ha : a ≤ 0 := min_le_left .. | |
| have hb : 0 ≤ b := le_max_left .. | |
| have hda := hc.monotoneOn_deriv (fun x _ => hd x) (mem_univ a) (mem_univ 0) ha | |
| have hdb := hc.monotoneOn_deriv (fun x _ => hd x) (mem_univ 0) (mem_univ b) hb | |
| have hay : a ≤ y-deriv φ 0-1 := min_le_right .. | |
| have hby : y-deriv φ 0+1 ≤ b := le_max_right .. | |
| have hga : g a < y := by dsimp [g]; linarith | |
| have hgb : y < g b := by dsimp [g]; linarith | |
| obtain ⟨x,_hx,hx⟩ := exists_hasDerivWithinAt_eq_of_gt_of_lt (ha.trans hb) | |
| (fun x _ => (hg x).hasDerivWithinAt) hga hgb | |
| exact ⟨x,hx⟩ | |
| have hcont := hm.continuous_of_surjective hsurj | |
| convert hcont.sub continuous_id using 1 | |
| funext x | |
| dsimp [g] | |
| ring | |
| lemma convex_contDiff_one (φ : ℝ → ℝ) (hc : ConvexOn ℝ univ φ) | |
| (hd : Differentiable ℝ φ) : ContDiff ℝ 1 φ := | |
| contDiff_one_iff_deriv.mpr ⟨hd,convex_continuous_deriv φ hc hd⟩ | |
| lemma plane_direction_representation (v : Plane) (hx : v 0 ≠ 0) : | |
| v 0 • direction (v 1/v 0)=v := by | |
| ext i | |
| fin_cases i <;> simp [direction,PiLp.smul_apply] | |
| field_simp | |
| lemma contDiff_direction : ContDiff ℝ 1 direction := by | |
| have hh : ContDiff ℝ 1 (fun t : ℝ => direction 0+t • transverseUnit) := | |
| contDiff_const.add (contDiff_id.smul contDiff_const) | |
| have he : (fun t : ℝ => direction 0+t • transverseUnit)=direction := by | |
| funext t; ext i; fin_cases i <;> simp [direction,transverseUnit,PiLp.add_apply,PiLp.smul_apply] | |
| rwa [he] at hh | |
| noncomputable def sphereChart (μ : Plane → ℝ) (c t : ℝ) : Plane := | |
| (c/μ (direction t)) • direction t | |
| noncomputable def directionRatio (v : Plane) : ℝ := v 1/v 0 | |
| lemma sphereChart_coordinates (μ : Plane → ℝ) (c t : ℝ) : | |
| sphereChart μ c t 0=c/μ (direction t) ∧ sphereChart μ c t 1=(c/μ (direction t))*t := by | |
| simp [sphereChart,direction,PiLp.smul_apply] | |
| lemma sphereChart_ratio (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) (c : ℝ) (hc : c ≠ 0) (t : ℝ) : | |
| directionRatio (sphereChart μ c t)=t := by | |
| obtain ⟨h0,h1⟩ := sphereChart_coordinates μ c t | |
| unfold directionRatio | |
| rw [h0,h1] | |
| have hp := norm_direction_pos μ hμ t | |
| field_simp | |
| lemma sphereChart_mem (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) (c : ℝ) (hc : |c|=1) (t : ℝ) : | |
| μ (sphereChart μ c t)=1 ∧ 0 < c*sphereChart μ c t 0 := by | |
| have hp := norm_direction_pos μ hμ t | |
| have hc0 : c ≠ 0 := by intro he; simp [he] at hc | |
| constructor | |
| · rw [sphereChart,hμ.homogeneous,abs_div,hc,abs_of_pos hp] | |
| field_simp | |
| · rw [(sphereChart_coordinates μ c t).1] | |
| have hcs : 0 < c*c := mul_self_pos.mpr hc0 | |
| exact (div_pos hcs hp).trans_eq (by ring) | |
| lemma sphereChart_reconstruct (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) | |
| (c : ℝ) (hc : |c|=1) (v : Plane) (hv : μ v=1) (hsign : 0 < c*v 0) : | |
| sphereChart μ c (directionRatio v)=v := by | |
| have hx : v 0 ≠ 0 := by intro he; rw [he,mul_zero] at hsign; exact lt_irrefl _ hsign | |
| have hrep := plane_direction_representation v hx | |
| change v 0 • direction (directionRatio v)=v at hrep | |
| have hnorm : |v 0| *μ (direction (directionRatio v))=1 := by | |
| rw [← hμ.homogeneous,hrep,hv] | |
| have hcx : c*|v 0|=v 0 := by | |
| rcases eq_or_eq_neg_of_abs_eq hc with hc | hc | |
| · rw [hc] at hsign ⊢ | |
| simp only [one_mul] at hsign ⊢ | |
| exact abs_of_pos hsign | |
| · rw [hc] at hsign ⊢ | |
| have hvneg : v 0 < 0 := by linarith | |
| rw [abs_of_neg hvneg] | |
| ring | |
| have he : c/μ (direction (directionRatio v))=v 0 := by | |
| apply (div_eq_iff (ne_of_gt (norm_direction_pos μ hμ _))).mpr | |
| rw [← hcx,mul_assoc,hnorm,mul_one] | |
| rw [sphereChart,he] | |
| exact hrep | |
| lemma sphereChart_contDiff (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) | |
| (hφ : ContDiff ℝ 1 (fun t => μ (direction t))) (c : ℝ) : | |
| ContDiff ℝ 1 (sphereChart μ c) := | |
| (contDiff_const.div hφ (fun t => ne_of_gt (norm_direction_pos μ hμ t))).smul contDiff_direction | |
| lemma sphereChart_regular (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) | |
| (hφ : ContDiff ℝ 1 (fun t => μ (direction t))) (c : ℝ) (hc : c ≠ 0) (t : ℝ) : | |
| ∃ d : Plane, HasDerivAt (sphereChart μ c) d t ∧ d ≠ 0 := by | |
| have hg := ((sphereChart_contDiff μ hμ hφ c).differentiable (by norm_num) t).hasDerivAt | |
| let y : Plane →L[ℝ] ℝ := PiLp.proj 2 (fun _ : Fin 2 => ℝ) 1 | |
| have hx : sphereChart μ c t 0 ≠ 0 := by | |
| rw [(sphereChart_coordinates μ c t).1] | |
| exact div_ne_zero hc (ne_of_gt (norm_direction_pos μ hμ t)) | |
| have hyc : ContDiffAt ℝ 1 (fun z : Plane => z 1) (sphereChart μ c t) := y.contDiff.contDiffAt | |
| have hxc : ContDiffAt ℝ 1 (fun z : Plane => z 0) (sphereChart μ c t) := xCoord.contDiff.contDiffAt | |
| have hr : DifferentiableAt ℝ directionRatio (sphereChart μ c t) := | |
| (hyc.div hxc hx).differentiableAt (by norm_num) | |
| have hchain := hr.hasFDerivAt.comp_hasDerivAt t hg | |
| have he : (directionRatio ∘ sphereChart μ c)=id := funext (sphereChart_ratio μ hμ c hc) | |
| rw [he] at hchain | |
| have hid := hchain.unique (hasDerivAt_id t) | |
| refine ⟨_,hg,?_⟩ | |
| intro hz | |
| rw [hz,map_zero] at hid | |
| norm_num at hid | |
| lemma sphere_horizontal_chart (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) | |
| (hφ : ContDiff ℝ 1 (fun t => μ (direction t))) (c : ℝ) (hc : |c|=1) | |
| (v : Plane) (hv : μ v=1) (hsign : 0 < c*v 0) : HasC1CurveChart {z | μ z=1} v := by | |
| let U : Set Plane := {z | 0 < c*z 0} | |
| have hU : IsOpen U := isOpen_lt continuous_const (continuous_const.mul xCoord.continuous) | |
| have hc0 : c ≠ 0 := by intro he; simp [he] at hc | |
| let y : Plane →L[ℝ] ℝ := PiLp.proj 2 (fun _ : Fin 2 => ℝ) 1 | |
| have hθ : ContinuousOn directionRatio U := y.continuous.continuousOn.div xCoord.continuous.continuousOn | |
| (fun z hz => by intro he; change 0<c*z 0 at hz; rw [he,mul_zero] at hz; exact lt_irrefl _ hz) | |
| exact ⟨U,hU,hsign,hv,sphereChart μ c,directionRatio,sphereChart_contDiff μ hμ hφ c,hθ, | |
| sphereChart_mem μ hμ c hc,sphereChart_ratio μ hμ c hc0, | |
| fun z hz => sphereChart_reconstruct μ hμ c hc z hz.1 hz.2,sphereChart_regular μ hμ hφ c hc0⟩ | |
| theorem norm_ball_frontier (μ : Plane → ℝ) (hμ : TimeConstantNorm μ) : | |
| frontier {v | μ v ≤ 1}={v | μ v=1} := by | |
| apply Subset.antisymm (frontier_le_subset_eq (timeConstantNorm_continuous μ hμ) continuous_const) | |
| intro v hv | |
| change μ v=1 at hv | |
| rw [frontier_eq_closure_inter_closure] | |
| refine ⟨subset_closure (show μ v ≤ 1 by exact hv.le),?_⟩ | |
| have ht : Tendsto (fun t : ℝ => t • v) (𝓝[>] (1 : ℝ)) (𝓝 v) := by | |
| have hh : ContinuousAt (fun t : ℝ => t • v) 1 := continuous_id.smul continuous_const |>.continuousAt | |
| simpa only [one_smul] using hh.mono_left (show 𝓝[>] (1 : ℝ) ≤ 𝓝 (1 : ℝ) from nhdsWithin_le_nhds) | |
| apply mem_closure_of_tendsto ht | |
| filter_upwards [self_mem_nhdsWithin] with t ht | |
| change 1<t at ht | |
| change ¬μ (t • v) ≤ 1 | |
| rw [hμ.homogeneous,hv,abs_of_pos (show 0<t by linarith)] | |
| linarith | |
| lemma chart_preimage_isometry (S : Set Plane) (v : Plane) | |
| (e : Plane ≃ₗᵢ[ℝ] Plane) (h : HasC1CurveChart S (e v)) : | |
| HasC1CurveChart (e ⁻¹' S) v := by | |
| obtain ⟨U,hU,hv,hvS,γ,θ,hγ,hθ,hmem,hleft,hright,hreg⟩ := h | |
| refine ⟨e ⁻¹' U,hU.preimage e.continuous,hv,hvS,e.symm ∘ γ,θ ∘ e,?_,?_,?_,?_,?_,?_⟩ | |
| · exact e.symm.toContinuousLinearEquiv.contDiff.comp hγ | |
| · exact hθ.comp e.continuous.continuousOn (fun _ hz => hz) | |
| · intro t | |
| simpa only [Function.comp_apply,mem_inter_iff,mem_preimage,e.apply_symm_apply] using hmem t | |
| · intro t | |
| simpa only [Function.comp_apply,e.apply_symm_apply] using hleft t | |
| · intro z hz | |
| change e.symm (γ (θ (e z)))=z | |
| rw [hright (e z) hz,e.symm_apply_apply] | |
| · intro t | |
| obtain ⟨d,hd,hne⟩ := hreg t | |
| refine ⟨e.symm d,e.symm.toContinuousLinearEquiv.hasFDerivAt.comp_hasDerivAt t hd,?_⟩ | |
| intro hz | |
| exact hne (e.symm.injective (by simpa using hz)) | |
| end GammaFPP.Analytic | |
| end OAI | |