Download lean/OAI/Geometry/CylinderCovering/Simplex/Projection.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 16 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CylinderCovering/Simplex/Projection.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/CylinderCovering/Simplex/Projection.lean
-
curl -L -o Projection.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CylinderCovering/Simplex/Projection.lean
16 kB
| import OAI.Geometry.CylinderCovering.Simplex.ProjectionDefinitions | |
| import OAI.Geometry.CylinderCovering.Convexity.AffineSimplexChord | |
| import OAI.Geometry.CylinderCovering.Simplex.LayerCake | |
| import OAI.Geometry.CylinderCovering.Ruled.Fubini | |
| import OAI.Geometry.CylinderCovering.Simplex.DiameterBridge | |
| namespace OAI | |
| noncomputable section | |
| open Set MeasureTheory | |
| open scoped InnerProductSpace | |
| namespace CylinderCovering | |
| lemma orthogonalProjection_add {d : ℕ} (u x y : Euclidean d) : | |
| orthogonalProjection u (x + y) = | |
| orthogonalProjection u x + orthogonalProjection u y := by | |
| simp only [orthogonalProjection, inner_add_right, add_smul] | |
| abel | |
| lemma orthogonalProjection_smul {d : ℕ} (u x : Euclidean d) (r : ℝ) : | |
| orthogonalProjection u (r • x) = r • orthogonalProjection u x := by | |
| simp only [orthogonalProjection, inner_smul_right, smul_sub, smul_smul] | |
| lemma orthogonalProjection_sub {d : ℕ} (u x y : Euclidean d) : | |
| orthogonalProjection u (x - y) = | |
| orthogonalProjection u x - orthogonalProjection u y := by | |
| simp only [orthogonalProjection, inner_sub_right, sub_smul] | |
| abel | |
| lemma orthogonalProjection_homothety {d : ℕ} (u p x : Euclidean d) (r : ℝ) : | |
| orthogonalProjection u (AffineMap.homothety p r x) = | |
| AffineMap.homothety (orthogonalProjection u p) r (orthogonalProjection u x) := by | |
| simp only [AffineMap.homothety_apply, vsub_eq_sub, vadd_eq_add, | |
| orthogonalProjection_add, orthogonalProjection_smul, orthogonalProjection_sub] | |
| lemma projection_image_homothety {d : ℕ} (u p : Euclidean d) (r : ℝ) | |
| (S : Set (Euclidean d)) : | |
| orthogonalProjection u '' (AffineMap.homothety p r '' S) = | |
| AffineMap.homothety (orthogonalProjection u p) r '' | |
| (orthogonalProjection u '' S) := by | |
| simp only [Set.image_image] | |
| congr 1 | |
| funext x | |
| exact orthogonalProjection_homothety u p x r | |
| theorem projected_homothety_measure {d : ℕ} (u p : Euclidean d) {r : ℝ} | |
| (hr : r ≠ 0) (S : Set (Euclidean d)) : | |
| Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' (AffineMap.homothety p r '' S)) = | |
| ‖r‖₊ ^ (d - 1) • Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' S) := by | |
| rw [projection_image_homothety] | |
| exact euclideanHausdorffMeasure_homothety_image (d - 1) _ hr _ | |
| lemma projected_homothety_area {d : ℕ} (u p : Euclidean d) {r : ℝ} | |
| (hr : 0 < r) (S : Set (Euclidean d)) : | |
| (Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' (AffineMap.homothety p r '' S))).toReal = | |
| r ^ (d - 1) * (Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' S)).toReal := by | |
| rw [projected_homothety_measure u p (ne_of_gt hr) S] | |
| simp [ENNReal.smul_def, ENNReal.toReal_mul, ENNReal.toReal_pow, | |
| Real.norm_eq_abs, abs_of_pos hr] | |
| theorem projected_intersection_area {d : ℕ} (u p : Euclidean d) | |
| (S : Set (Euclidean d)) {s L : ℝ} (hL : 0 < L) (hs : s < L) | |
| (hgeom : {x | x ∈ S ∧ x + s • u ∈ S} = | |
| AffineMap.homothety p (1 - s / L) '' S) : | |
| (Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' {x | x ∈ S ∧ x + s • u ∈ S})).toReal = | |
| (1 - s / L) ^ (d - 1) * | |
| (Measure.euclideanHausdorffMeasure (d - 1) (orthogonalProjection u '' S)).toReal := by | |
| rw [hgeom] | |
| apply projected_homothety_area | |
| exact sub_pos.mpr ((div_lt_one hL).mpr hs) | |
| lemma real_fiber_length_iff {F : Set ℝ} (hF : IsCompact F) (hcv : Convex ℝ F) | |
| {s : ℝ} (hs : 0 < s) : | |
| s ≤ volume.real F ↔ ∃ t ∈ F, t + s ∈ F := by | |
| by_cases hne : F.Nonempty | |
| · have hconn : IsConnected F := ⟨hne, hcv.isPreconnected⟩ | |
| have heq := eq_Icc_of_connected_compact hconn hF | |
| have hab : sInf F ≤ sSup F := csInf_le_csSup hne hF.bddBelow hF.bddAbove | |
| rw [heq, Real.volume_real_Icc_of_le hab] | |
| constructor | |
| · intro h | |
| refine ⟨sInf F, ⟨le_rfl, hab⟩, ?_⟩ | |
| constructor <;> linarith | |
| · rintro ⟨t, ht, hts⟩ | |
| linarith [ht.1, hts.2] | |
| · have heq : F = ∅ := Set.not_nonempty_iff_eq_empty.mp hne | |
| simp [heq, not_le.mpr hs] | |
| def lineFiber {d : ℕ} (S : Set (Euclidean d)) (u y : Euclidean d) : Set ℝ := | |
| {t | y + t • u ∈ S} | |
| lemma lineFiber_isometry {d : ℕ} {u : Euclidean d} (hu : ‖u‖ = 1) | |
| (y : Euclidean d) : Isometry (fun t : ℝ => y + t • u) := by | |
| apply isometry_iff_dist_eq.mpr | |
| intro a b | |
| rw [dist_eq_norm, dist_eq_norm] | |
| simp only [add_sub_add_left_eq_sub, ← sub_smul, norm_smul, hu, mul_one] | |
| lemma lineFiber_compact {d : ℕ} {S : Set (Euclidean d)} (hS : IsCompact S) | |
| {u : Euclidean d} (hu : ‖u‖ = 1) (y : Euclidean d) : | |
| IsCompact (lineFiber S u y) := | |
| (lineFiber_isometry hu y).isClosedEmbedding.isCompact_preimage hS | |
| lemma lineFiber_convex {d : ℕ} {S : Set (Euclidean d)} (hS : Convex ℝ S) | |
| (u y : Euclidean d) : Convex ℝ (lineFiber S u y) := by | |
| intro a ha b hb c e hc he hce | |
| change y + (c * a + e * b) • u ∈ S | |
| have h := hS ha hb hc he hce | |
| convert h using 1 | |
| calc | |
| y + (c * a + e * b) • u = | |
| (c + e) • y + (c * a + e * b) • u := by rw [hce, one_smul] | |
| _ = c • (y + a • u) + e • (y + b • u) := by module | |
| lemma projection_mem_normal {d : ℕ} {u : Euclidean d} (hu : ‖u‖ = 1) | |
| (x : Euclidean d) : inner ℝ u (orthogonalProjection u x) = 0 := by | |
| simp [orthogonalProjection, inner_sub_right, inner_smul_right, | |
| hu] | |
| lemma projection_line {d : ℕ} {u y : Euclidean d} (hu : ‖u‖ = 1) | |
| (hy : inner ℝ u y = 0) (t : ℝ) : | |
| orthogonalProjection u (y + t • u) = y := by | |
| simp [orthogonalProjection, inner_add_right, inner_smul_right, hy, | |
| hu] | |
| lemma projection_reconstruct {d : ℕ} (u x : Euclidean d) : | |
| orthogonalProjection u x + inner ℝ u x • u = x := by | |
| simp [orthogonalProjection] | |
| theorem fiber_superlevel_iff {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) (hcv : Convex ℝ S) {u y : Euclidean d} | |
| (hu : ‖u‖ = 1) (hy : inner ℝ u y = 0) {s : ℝ} (hs : 0 < s) : | |
| s ≤ volume.real (lineFiber S u y) ↔ | |
| y ∈ orthogonalProjection u '' {x | x ∈ S ∧ x + s • u ∈ S} := by | |
| rw [real_fiber_length_iff (lineFiber_compact hS hu y) (lineFiber_convex hcv u y) hs] | |
| constructor | |
| · rintro ⟨t, ht, hts⟩ | |
| refine ⟨y + t • u, ⟨ht, ?_⟩, projection_line hu hy t⟩ | |
| simpa only [lineFiber, Set.mem_ofPred_eq, add_smul, add_assoc] using hts | |
| · rintro ⟨x, ⟨hx, hxs⟩, hxy⟩ | |
| refine ⟨inner ℝ u x, ?_, ?_⟩ | |
| · change y + inner ℝ u x • u ∈ S | |
| rw [← hxy, projection_reconstruct] | |
| exact hx | |
| · change y + (inner ℝ u x + s) • u ∈ S | |
| rw [add_smul, ← add_assoc, ← hxy, projection_reconstruct] | |
| exact hxs | |
| lemma simplex_normalPlane_rank {d : ℕ} {u : Euclidean d} (hu : ‖u‖ = 1) : | |
| Module.finrank ℝ ((ℝ ∙ u)ᗮ) = d - 1 := by | |
| have hun : u ≠ 0 := by intro h; simp [h] at hu | |
| have h := (ℝ ∙ u).finrank_add_finrank_orthogonal | |
| rw [finrank_span_singleton hun] at h | |
| have hr : Module.finrank ℝ (Euclidean d) = d := by simp | |
| rw [hr] at h | |
| omega | |
| theorem fiber_superlevel_measure {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) (hcv : Convex ℝ S) {u : Euclidean d} | |
| (hu : ‖u‖ = 1) {s : ℝ} (hs : 0 < s) : | |
| Measure.euclideanHausdorffMeasure (d - 1) | |
| (orthogonalProjection u '' {x | x ∈ S ∧ x + s • u ∈ S}) = | |
| volume {y : ((ℝ ∙ u)ᗮ) | s ≤ volume.real (lineFiber S u y)} := by | |
| let T : Set ((ℝ ∙ u)ᗮ) := {y | s ≤ volume.real (lineFiber S u y)} | |
| have himage : (Subtype.val : ((ℝ ∙ u)ᗮ) → Euclidean d) '' T = | |
| orthogonalProjection u '' {x | x ∈ S ∧ x + s • u ∈ S} := by | |
| ext z | |
| constructor | |
| · rintro ⟨y, hy, rfl⟩ | |
| exact (fiber_superlevel_iff hS hcv hu | |
| (Submodule.mem_orthogonal_singleton_iff_inner_right.mp y.property) hs).mp hy | |
| · intro hz | |
| have hzperp : z ∈ ((ℝ ∙ u)ᗮ) := by | |
| obtain ⟨x, _, rfl⟩ := hz | |
| exact Submodule.mem_orthogonal_singleton_iff_inner_right.mpr | |
| (projection_mem_normal hu x) | |
| refine ⟨⟨z, hzperp⟩, ?_, rfl⟩ | |
| exact (fiber_superlevel_iff hS hcv hu | |
| (Submodule.mem_orthogonal_singleton_iff_inner_right.mp hzperp) hs).mpr hz | |
| rw [← himage, isometry_subtype_coe.euclideanHausdorffMeasure_image] | |
| have hmeasure : (Measure.euclideanHausdorffMeasure (d - 1) : Measure ((ℝ ∙ u)ᗮ)) = | |
| volume := by | |
| simpa only [simplex_normalPlane_rank hu] using | |
| (InnerProductSpace.euclideanHausdorffMeasure_eq_volume (V := ((ℝ ∙ u)ᗮ))) | |
| rw [hmeasure] | |
| theorem fiber_distribution_of_intersection {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) (hcv : Convex ℝ S) {u : Euclidean d} | |
| (hu : ‖u‖ = 1) (p : Euclidean d) {s L : ℝ} | |
| (hL : 0 < L) (hs : 0 < s) (hsL : s < L) | |
| (hgeom : {x | x ∈ S ∧ x + s • u ∈ S} = | |
| AffineMap.homothety p (1 - s / L) '' S) : | |
| volume.real {y : ((ℝ ∙ u)ᗮ) | s ≤ volume.real (lineFiber S u y)} = | |
| (1 - s / L) ^ (d - 1) * | |
| (Measure.euclideanHausdorffMeasure (d - 1) (orthogonalProjection u '' S)).toReal := by | |
| change (volume {y : ((ℝ ∙ u)ᗮ) | s ≤ volume.real (lineFiber S u y)}).toReal = _ | |
| rw [← fiber_superlevel_measure hS hcv hu hs] | |
| exact projected_intersection_area u p S hL hsL hgeom | |
| def simplexAffineBasis {d : ℕ} (v : Fin (d + 1) → Euclidean d) | |
| (hv : AffineIndependent ℝ v) : AffineBasis (Fin (d + 1)) ℝ (Euclidean d) where | |
| toFun := v | |
| ind' := hv | |
| tot' := hv.affineSpan_eq_top_iff_card_eq_finrank_add_one.mpr (by simp) | |
| theorem simplex_chord_data {d : ℕ} (v : Fin (d + 1) → Euclidean d) | |
| (hv : AffineIndependent ℝ v) {u : Euclidean d} (hu : ‖u‖ = 1) : | |
| 0 < longestChord (simplexCarrier v) u ∧ | |
| (∀ x ∈ simplexCarrier v, ∀ s : ℝ, 0 ≤ s → | |
| x + s • u ∈ simplexCarrier v → s ≤ longestChord (simplexCarrier v) u) ∧ | |
| ∃ p ∈ simplexCarrier v, ∀ s : ℝ, 0 ≤ s → | |
| s < longestChord (simplexCarrier v) u → | |
| {x | x ∈ simplexCarrier v ∧ x + s • u ∈ simplexCarrier v} = | |
| AffineMap.homothety p (1 - s / longestChord (simplexCarrier v) u) '' | |
| simplexCarrier v := by | |
| let p := simplexAffineBasis v hv | |
| have hpv : (p : Fin (d + 1) → Euclidean d) = v := rfl | |
| have hu0 : u ≠ 0 := by intro h; simp [h] at hu | |
| let c : ℝ := ∑ i, max 0 (-(p.coord i).linear u) | |
| obtain ⟨hc, hex, hbound⟩ := SimplexChord.affine_maximal_chord p hu0 | |
| change 0 < c at hc | |
| have hgreat : IsGreatest {r : ℝ | 0 ≤ r ∧ | |
| ∃ x ∈ simplexCarrier v, x + r • u ∈ simplexCarrier v} (1 / c) := by | |
| constructor | |
| · exact ⟨one_div_nonneg.mpr hc.le, hex⟩ | |
| · intro r hr | |
| obtain ⟨hr0, x, hx, hxr⟩ := hr | |
| exact hbound x r hr0 hx hxr | |
| have hL : longestChord (simplexCarrier v) u = 1 / c := hgreat.csSup_eq | |
| refine ⟨?_, ?_, ?_⟩ | |
| · rw [hL]; positivity | |
| · intro x hx s hs hxs | |
| rw [hL] | |
| exact hbound x s hs hx hxs | |
| · obtain ⟨q, hq, _, hhom⟩ := SimplexChord.affine_intersection_homothety p hu0 | |
| refine ⟨q, hq, ?_⟩ | |
| intro s hs hsL | |
| rw [hL] at hsL ⊢ | |
| have hsc : s * c < 1 := (lt_div_iff₀ hc).mp hsL | |
| have h := hhom s hs hsc | |
| rw [hpv] at h | |
| simpa only [one_div, div_inv_eq_mul, c, simplexCarrier] using h | |
| lemma measurable_lineFiber_volume {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : MeasurableSet S) (u : Euclidean d) : | |
| Measurable (fun y : ((ℝ ∙ u)ᗮ) => volume (lineFiber S u y)) := by | |
| let T : Set (((ℝ ∙ u)ᗮ) × ℝ) := | |
| {p | (p.1 : Euclidean d) + p.2 • u ∈ S} | |
| have hT : MeasurableSet T := hS.preimage | |
| ((continuous_subtype_val.comp continuous_fst).add | |
| (continuous_snd.smul continuous_const)).measurable | |
| exact measurable_measure_prodMk_left hT | |
| lemma integrable_lineFiber_length {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) {u : Euclidean d} (hu : ‖u‖ = 1) : | |
| Integrable (fun y : ((ℝ ∙ u)ᗮ) => volume.real (lineFiber S u y)) := by | |
| have hm := measurable_lineFiber_volume hS.measurableSet u | |
| have hf : (∫⁻ y : ((ℝ ∙ u)ᗮ), volume (lineFiber S u y)) ≠ ⊤ := by | |
| unfold lineFiber | |
| rw [← OrthogonalFubini.volume_directionalSlices u hu hS.measurableSet] | |
| exact hS.measure_lt_top.ne | |
| exact (integrable_toReal_iff hm.aemeasurable | |
| ((ae_lt_top hm hf).mono fun _ h => h.ne)).mpr hf | |
| lemma real_volume_eq_integral_lineFiber {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) {u : Euclidean d} (hu : ‖u‖ = 1) : | |
| volume.real S = ∫ y : ((ℝ ∙ u)ᗮ), volume.real (lineFiber S u y) := by | |
| have hm := measurable_lineFiber_volume hS.measurableSet u | |
| have hf : (∫⁻ y : ((ℝ ∙ u)ᗮ), volume (lineFiber S u y)) ≠ ⊤ := by | |
| unfold lineFiber | |
| rw [← OrthogonalFubini.volume_directionalSlices u hu hS.measurableSet] | |
| exact hS.measure_lt_top.ne | |
| rw [Measure.real, OrthogonalFubini.volume_directionalSlices u hu hS.measurableSet] | |
| exact (integral_toReal hm.aemeasurable (ae_lt_top hm hf)).symm | |
| lemma lineFiber_length_le_of_chord_bound {d : ℕ} {S : Set (Euclidean d)} | |
| (hS : IsCompact S) (hcv : Convex ℝ S) {u : Euclidean d} | |
| (hu : ‖u‖ = 1) {L : ℝ} (hL : 0 ≤ L) | |
| (hchord : ∀ x ∈ S, ∀ s : ℝ, 0 ≤ s → x + s • u ∈ S → s ≤ L) | |
| (y : Euclidean d) : volume.real (lineFiber S u y) ≤ L := by | |
| by_cases hpos : 0 < volume.real (lineFiber S u y) | |
| · obtain ⟨t, ht, hts⟩ := | |
| (real_fiber_length_iff (lineFiber_compact hS hu y) (lineFiber_convex hcv u y) hpos).mp le_rfl | |
| apply hchord (y + t • u) ht _ hpos.le | |
| simpa only [lineFiber, Set.mem_ofPred_eq, add_smul, add_assoc] using hts | |
| · exact (le_of_not_gt hpos).trans hL | |
| theorem simplex_chord_projection_product {d : ℕ} (hd : 2 ≤ d) | |
| (v : Fin (d + 1) → Euclidean d) (hv : AffineIndependent ℝ v) | |
| {u : Euclidean d} (hu : ‖u‖ = 1) : | |
| simplexShadowArea v u * longestChord (simplexCarrier v) u = | |
| (d : ℝ) * volume.real (simplexCarrier v) := by | |
| have hS : IsCompact (simplexCarrier v) := (finite_range v).isCompact_convexHull ℝ | |
| have hcv : Convex ℝ (simplexCarrier v) := convex_convexHull ℝ _ | |
| obtain ⟨hL, hchord, p, hp, hhom⟩ := simplex_chord_data v hv hu | |
| have hbound : | |
| (fun y : ((ℝ ∙ u)ᗮ) => volume.real (lineFiber (simplexCarrier v) u y)) ≤ᵐ[volume] | |
| fun _ => longestChord (simplexCarrier v) u := | |
| Filter.Eventually.of_forall fun y => | |
| lineFiber_length_le_of_chord_bound hS hcv hu hL.le hchord y | |
| have hprofile : ∀ s ∈ Ioo (0 : ℝ) (longestChord (simplexCarrier v) u), | |
| volume.real {y : ((ℝ ∙ u)ᗮ) | s ≤ volume.real (lineFiber (simplexCarrier v) u y)} = | |
| simplexShadowArea v u * (1 - s / longestChord (simplexCarrier v) u) ^ (d - 1) := by | |
| intro s hs | |
| simpa only [simplexShadowArea, mul_comm] using | |
| fiber_distribution_of_intersection hS hcv hu p hL hs.1 hs.2 | |
| (hhom s hs.1.le hs.2) | |
| have hcalc := SimplexLayerCake.integral_eq_area_mul_length_div volume | |
| (fun y : ((ℝ ∙ u)ᗮ) => volume.real (lineFiber (simplexCarrier v) u y)) | |
| (simplexShadowArea v u) (longestChord (simplexCarrier v) u) hL (d - 1) | |
| (integrable_lineFiber_length hS hu) | |
| (Filter.Eventually.of_forall fun _ => ENNReal.toReal_nonneg) hbound hprofile | |
| rw [← real_volume_eq_integral_lineFiber hS hu] at hcalc | |
| have hdreal : ((d - 1 : ℕ) : ℝ) + 1 = (d : ℝ) := by | |
| exact_mod_cast (Nat.sub_add_cancel (by omega : 1 ≤ d)) | |
| rw [hdreal] at hcalc | |
| have hdne : (d : ℝ) ≠ 0 := by exact_mod_cast (by omega : d ≠ 0) | |
| have hmul := (eq_div_iff hdne).mp hcalc | |
| nlinarith only [hmul] | |
| theorem simplex_chord_projection : SimplexChordProjectionStatement := | |
| simplexChordProjection_of_products fun _ hd v hv _ hu => | |
| simplex_chord_projection_product hd v hv hu | |
| theorem tetrahedron_edge_minimizer : TetrahedronEdgeMinimizerStatement := | |
| tetrahedronEdgeMinimizer_of_simplexChordProjection simplex_chord_projection | |
| end CylinderCovering | |
| end | |
| end OAI | |