Download lean/OAI/Probability/FirstPassage/AttachmentGeometry.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import OAI.Probability.FirstPassage.LocalTravel | |
| namespace OAI | |
| namespace PlanarFPP | |
| open Set | |
| @[simp] theorem latticeEmbed_add (p q : Vertex) : | |
| latticeEmbed (p+q) = latticeEmbed p+latticeEmbed q := by | |
| ext i | |
| fin_cases i <;> simp [latticeEmbed] | |
| theorem step_embed_norm_le (d : Step) : ‖latticeEmbed d.delta‖ ≤ 1 := by | |
| have h := plane_norm_le_coordinates (latticeEmbed d.delta) | |
| cases d <;> simpa [Step.delta, latticeEmbed] using h | |
| theorem displacement_norm_le_length (ds : List Step) : | |
| ‖latticeEmbed (displacement ds)‖ ≤ (ds.length : ℝ) := by | |
| induction ds with | |
| | nil => simp | |
| | cons d ds ih => | |
| rw [displacement_cons, latticeEmbed_add] | |
| have ht := norm_add_le (latticeEmbed d.delta) (latticeEmbed (displacement ds)) | |
| simp only [List.length_cons, Nat.cast_add, Nat.cast_one] | |
| linarith [step_embed_norm_le d] | |
| theorem coordinatePath_length (p q : Vertex) : | |
| (coordinatePath p q).length = latticeDistance p q := by | |
| have hh (a : ℤ) : (horizontal a).length = a.natAbs := by | |
| unfold horizontal | |
| split_ifs <;> simp only [List.length_replicate] <;> omega | |
| have hv (a : ℤ) : (vertical a).length = a.natAbs := by | |
| unfold vertical | |
| split_ifs <;> simp only [List.length_replicate] <;> omega | |
| simp [coordinatePath, latticeDistance, hh, hv] | |
| theorem coordinatePath_prefix_bound (p q : Vertex) (i : ℕ) : | |
| ‖latticeEmbed (p+displacement ((coordinatePath p q).take i)-p)‖ ≤ | |
| (latticeDistance p q : ℝ) := by | |
| simp only [add_sub_cancel_left] | |
| exact (displacement_norm_le_length _).trans (by | |
| exact_mod_cast (show ((coordinatePath p q).take i).length ≤ latticeDistance p q by | |
| rw [List.length_take, coordinatePath_length]; exact min_le_right _ _)) | |
| theorem segmentPoint_perturbation (p q p' q' : Vertex) (r t : ℝ) | |
| (ht0 : 0 ≤ t) (ht1 : t ≤ 1) | |
| (hp : ‖latticeEmbed (p'-p)‖ ≤ r) (hq : ‖latticeEmbed (q'-q)‖ ≤ r) : | |
| ‖segmentPoint p' q' t-segmentPoint p q t‖ ≤ r := by | |
| have he : segmentPoint p' q' t-segmentPoint p q t = | |
| (1-t) • latticeEmbed (p'-p)+t • latticeEmbed (q'-q) := by | |
| simp only [segmentPoint,latticeEmbed_sub] | |
| ext i | |
| simp [PiLp.add_apply,PiLp.sub_apply,PiLp.smul_apply,smul_eq_mul] | |
| ring | |
| rw [he] | |
| have hn := norm_add_le ((1-t) • latticeEmbed (p'-p)) (t • latticeEmbed (q'-q)) | |
| rw [norm_smul,norm_smul,Real.norm_eq_abs,Real.norm_eq_abs, | |
| abs_of_nonneg (by linarith : 0 ≤ 1-t),abs_of_nonneg ht0] at hn | |
| have h1 := mul_le_mul_of_nonneg_left hp (show 0 ≤ 1-t by linarith) | |
| have h2 := mul_le_mul_of_nonneg_left hq ht0 | |
| nlinarith | |
| theorem segmentTube_perturbation (p q p' q' : Vertex) (r R : ℝ) | |
| (hp : ‖latticeEmbed (p'-p)‖ ≤ r) (hq : ‖latticeEmbed (q'-q)‖ ≤ r) : | |
| SegmentTube p' q' R ⊆ SegmentTube p q (R+r) := by | |
| rintro z ⟨t,ht0,ht1,ht⟩ | |
| refine ⟨t,ht0,ht1,?_⟩ | |
| have hb := segmentPoint_perturbation p q p' q' r t ht0 ht1 hp hq | |
| have hn := norm_add_le (latticeEmbed z-segmentPoint p' q' t) | |
| (segmentPoint p' q' t-segmentPoint p q t) | |
| rw [sub_add_sub_cancel] at hn | |
| linarith | |
| theorem localTravel_attach (μ : Plane → ℝ) (w : Edge → ℝ) | |
| (β : ℝ) (hβ : 0 ≤ β) (hlip : ∀ v u, |μ v-μ u| ≤ β*‖v-u‖) | |
| (p q p' q' : Vertex) (r a η δ s : ℝ) | |
| (hp : ‖latticeEmbed (p'-p)‖ ≤ r) (hq : ‖latticeEmbed (q'-q)‖ ≤ r) | |
| (hleft : pathCost w p (coordinatePath p p') ≤ a) | |
| (hright : pathCost w q' (coordinatePath q' q) ≤ a) | |
| (hmid : LocalTravel μ η δ s p' q' w) : | |
| ∃ ds, p+displacement ds=q ∧ | |
| pathCost w p ds ≤ μ (latticeEmbed (q-p))+η*s+2*a+2*β*r ∧ | |
| PathIn p ds (SegmentTube p q (max (3*r) (δ*s+r))) := by | |
| obtain ⟨ds,hd,hcost,hin⟩ := hmid | |
| let l := coordinatePath p p' | |
| let v := coordinatePath q' q | |
| have hl : p+displacement l=p' := coordinatePath_endpoint p p' | |
| have hv : q'+displacement v=q := coordinatePath_endpoint q' q | |
| have hμdiff : μ (latticeEmbed (q'-p')) ≤ μ (latticeEmbed (q-p))+2*β*r := by | |
| have he : latticeEmbed (q'-p')-latticeEmbed (q-p) = | |
| latticeEmbed (q'-q)-latticeEmbed (p'-p) := by | |
| simp only [latticeEmbed_sub]; abel | |
| have hn : ‖latticeEmbed (q'-p')-latticeEmbed (q-p)‖ ≤ 2*r := by | |
| rw [he] | |
| exact (norm_sub_le _ _).trans (by linarith) | |
| have ht := (le_abs_self _).trans (hlip (latticeEmbed (q'-p')) (latticeEmbed (q-p))) | |
| have hb := mul_le_mul_of_nonneg_left hn hβ | |
| linarith | |
| have hll : PathIn p l (SegmentTube p q (max (3*r) (δ*s+r))) := by | |
| intro i _ | |
| refine ⟨0,by norm_num,by norm_num,?_⟩ | |
| have hb := coordinatePath_prefix_bound p p' i | |
| have hdist := latticeDistance_le_norm p p' | |
| rw [← latticeEmbed_sub] at hdist | |
| have hr : 0 ≤ r := (norm_nonneg _).trans hp | |
| simp only [segmentPoint,zero_smul,add_zero] | |
| rw [← latticeEmbed_sub] | |
| exact hb.trans ((hdist.trans (by linarith)).trans (le_max_left _ _)) | |
| have hrr : PathIn q' v (SegmentTube p q (max (3*r) (δ*s+r))) := by | |
| intro i _ | |
| refine ⟨1,by norm_num,by norm_num,?_⟩ | |
| have hb := coordinatePath_prefix_bound q' q i | |
| have hdist := latticeDistance_le_norm q' q | |
| rw [norm_sub_rev,← latticeEmbed_sub] at hdist | |
| have hn := norm_add_le | |
| (latticeEmbed (q'+displacement (v.take i))-latticeEmbed q') | |
| (latticeEmbed q'-latticeEmbed q) | |
| rw [sub_add_sub_cancel,← latticeEmbed_sub,← latticeEmbed_sub,← latticeEmbed_sub] at hn | |
| simp only [segmentPoint,one_smul,add_sub_cancel] | |
| rw [← latticeEmbed_sub] | |
| exact (hn.trans (by dsimp [v] at *; linarith)).trans (le_max_left _ _) | |
| have hmm : PathIn p' ds (SegmentTube p q (max (3*r) (δ*s+r))) := by | |
| intro i hi | |
| obtain ⟨t,ht0,ht1,ht⟩ := segmentTube_perturbation p q p' q' r (δ*s) hp hq (hin i hi) | |
| exact ⟨t,ht0,ht1,ht.trans (le_max_right _ _)⟩ | |
| refine ⟨l++ds++v,?_,?_,?_⟩ | |
| · rw [displacement_append,displacement_append,← add_assoc,← add_assoc,hl,hd,hv] | |
| · rw [pathCost_append,pathCost_append,displacement_append,← add_assoc,hl,hd] | |
| dsimp [l,v] | |
| linarith | |
| · apply pathIn_append _ _ _ _ (pathIn_append _ _ _ _ hll (by simpa [hl] using hmm)) | |
| simpa only [displacement_append,← add_assoc,hl,hd] using hrr | |
| end PlanarFPP | |
| end OAI | |