Download lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 9.16 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean
-
curl -L -o AffineBrightness.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean
9.16 kB
| import OAI.Geometry.ProjectionVolume.Basic | |
| import Mathlib.Analysis.InnerProductSpace.NormDet | |
| import Mathlib.LinearAlgebra.Matrix.Determinant.Basic | |
| import Mathlib.Tactic.FieldSimp | |
| import Mathlib.Tactic.FunProp | |
| import Mathlib.Tactic.Ring | |
| namespace OAI | |
| universe uι | |
| open Set MeasureTheory | |
| open scoped RealInnerProductSpace | |
| noncomputable section | |
| namespace Paper092 | |
| private def normalFrameVector {n : ℕ} {ι : Type uι} [Fintype ι] | |
| (u : Euclidean n) (b : OrthonormalBasis ι ℝ (normalHyperplane u)) : | |
| Unit ⊕ ι → Euclidean n | |
| | .inl _ => ‖u‖⁻¹ • u | |
| | .inr i => b i | |
| private theorem normalFrameVector_orthonormal {n : ℕ} {ι : Type uι} [Fintype ι] | |
| (u : Euclidean n) (hu : u ≠ 0) | |
| (b : OrthonormalBasis ι ℝ (normalHyperplane u)) : | |
| Orthonormal ℝ (normalFrameVector u b) := by | |
| classical | |
| have hn : ‖‖u‖⁻¹ • u‖ = 1 := by simp [norm_smul, hu] | |
| have hb (i : ι) : ⟪u, (b i : Euclidean n)⟫ = 0 := | |
| Submodule.mem_orthogonal_singleton_iff_inner_right.mp (b i).property | |
| rw [orthonormal_iff_ite] | |
| intro i j | |
| rcases i with i | i <;> rcases j with j | j | |
| · simp [normalFrameVector, hn] | |
| · simp [normalFrameVector, real_inner_smul_left, hb] | |
| · have hbi : ⟪(b i : Euclidean n), u⟫ = 0 := by rw [real_inner_comm, hb] | |
| simp [normalFrameVector, real_inner_smul_right, hbi] | |
| · simpa only [normalFrameVector, Sum.inr.injEq, Submodule.coe_inner] using b.inner_eq_ite i j | |
| private def normalFrame {n : ℕ} {ι : Type uι} [Fintype ι] | |
| (u : Euclidean n) (hu : u ≠ 0) | |
| (b : OrthonormalBasis ι ℝ (normalHyperplane u)) : | |
| OrthonormalBasis (Unit ⊕ ι) ℝ (Euclidean n) := | |
| OrthonormalBasis.mk (normalFrameVector_orthonormal u hu b) | |
| ((normalFrameVector_orthonormal u hu b).linearIndependent.span_eq_top_of_card_eq_finrank' | |
| (by | |
| have h := (Submodule.span ℝ ({u} : Set (Euclidean n))).finrank_add_finrank_orthogonal | |
| rw [finrank_span_singleton hu] at h | |
| change 1 + Module.finrank ℝ (normalHyperplane u) = _ at h | |
| rw [Module.finrank_eq_card_basis b.toBasis] at h | |
| simpa only [Fintype.card_sum, Fintype.card_unique] using h)).ge | |
| @[simp] private theorem normalFrame_inl {n : ℕ} {ι : Type uι} [Fintype ι] | |
| (u : Euclidean n) (hu : u ≠ 0) | |
| (b : OrthonormalBasis ι ℝ (normalHyperplane u)) (i : Unit) : | |
| normalFrame u hu b (.inl i) = ‖u‖⁻¹ • u := by | |
| simp [normalFrame, normalFrameVector] | |
| @[simp] private theorem normalFrame_inr {n : ℕ} {ι : Type uι} [Fintype ι] | |
| (u : Euclidean n) (hu : u ≠ 0) | |
| (b : OrthonormalBasis ι ℝ (normalHyperplane u)) (i : ι) : | |
| normalFrame u hu b (.inr i) = (b i : Euclidean n) := by | |
| simp [normalFrame, normalFrameVector] | |
| def projectionTransport {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) : | |
| normalHyperplane (L.symm u) →ₗ[ℝ] normalHyperplane u := | |
| (normalHyperplane u).orthogonalProjectionOnto.toLinearMap ∘ₗ | |
| L.toLinearMap ∘ₗ (normalHyperplane (L.symm u)).subtype | |
| private theorem projectionTransport_matrix {n : ℕ} {ι : Type uι} [Fintype ι] [DecidableEq ι] | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) (hu : u ≠ 0) | |
| (hv : L.symm u ≠ 0) | |
| (bv : OrthonormalBasis ι ℝ (normalHyperplane (L.symm u))) | |
| (bu : OrthonormalBasis ι ℝ (normalHyperplane u)) : | |
| L.toLinearMap.toMatrix (normalFrame (L.symm u) hv bv).toBasis | |
| (normalFrame u hu bu).toBasis = | |
| Matrix.fromBlocks (Matrix.of (fun _ _ : Unit => ‖u‖ / ‖L.symm u‖)) | |
| (Matrix.of (fun (_ : Unit) j => ⟪‖u‖⁻¹ • u, L (bv j)⟫)) 0 | |
| ((projectionTransport L u).toMatrix bv.toBasis bu.toBasis) := by | |
| ext i j | |
| simp only [LinearMap.toMatrix_apply, OrthonormalBasis.coe_toBasis, | |
| OrthonormalBasis.coe_toBasis_repr_apply, OrthonormalBasis.repr_apply_apply] | |
| rcases i with i | i <;> rcases j with j | j | |
| · simp only [normalFrame_inl] | |
| change ⟪‖u‖⁻¹ • u, L (‖L.symm u‖⁻¹ • L.symm u)⟫ = ‖u‖ / ‖L.symm u‖ | |
| rw [map_smul, L.apply_symm_apply, real_inner_smul_left, real_inner_smul_right, | |
| real_inner_self_eq_norm_sq] | |
| field_simp | |
| · simp only [normalFrame_inl, normalFrame_inr] | |
| rfl | |
| · have hbi : ⟪(bu i : Euclidean n), u⟫ = 0 := by | |
| rw [real_inner_comm] | |
| exact Submodule.mem_orthogonal_singleton_iff_inner_right.mp (bu i).property | |
| simp only [normalFrame_inr, normalFrame_inl] | |
| change ⟪(bu i : Euclidean n), L (‖L.symm u‖⁻¹ • L.symm u)⟫ = 0 | |
| rw [map_smul, L.apply_symm_apply, real_inner_smul_right, hbi, mul_zero] | |
| · simp only [normalFrame_inr] | |
| change ⟪(bu i : Euclidean n), L (bv j)⟫ = | |
| ((projectionTransport L u).toMatrix bv.toBasis bu.toBasis) i j | |
| rw [LinearMap.toMatrix_apply] | |
| rw [bu.coe_toBasis_repr_apply, bu.repr_apply_apply] | |
| change ⟪(bu i : Euclidean n), L (bv j)⟫ = | |
| ⟪bu i, (normalHyperplane u).orthogonalProjectionOnto (L (bv j))⟫ | |
| exact (Submodule.inner_orthogonalProjectionOnto_eq_of_mem_left _ _).symm | |
| theorem projectionTransport_normDet {n : ℕ} | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) (hu : u ≠ 0) : | |
| (projectionTransport L u).normDet = | |
| |L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖ := by | |
| have hv : L.symm u ≠ 0 := by simpa using hu | |
| let bv := (stdOrthonormalBasis ℝ (normalHyperplane (L.symm u))).reindex | |
| (finCongr (normalHyperplane_finrank (L.symm u) hv)) | |
| let bu := (stdOrthonormalBasis ℝ (normalHyperplane u)).reindex | |
| (finCongr (normalHyperplane_finrank u hu)) | |
| have hL : |L.toLinearMap.det| = | |
| |(L.toLinearMap.toMatrix (normalFrame (L.symm u) hv bv).toBasis | |
| (normalFrame u hu bu).toBasis).det| := by | |
| rw [← L.toLinearMap.normDet_eq_abs_det] | |
| simpa only [Real.norm_eq_abs] using | |
| L.toLinearMap.normDet_eq_norm_det_toMatrix | |
| (normalFrame (L.symm u) hv bv) (normalFrame u hu bu) | |
| rw [projectionTransport_matrix L u hu hv bv bu, | |
| Matrix.det_fromBlocks_zero₂₁, Matrix.det_unique, Matrix.of_apply, abs_mul, | |
| abs_of_nonneg (div_nonneg (norm_nonneg _) (norm_nonneg _))] at hL | |
| have hA := (projectionTransport L u).normDet_eq_norm_det_toMatrix bv bu | |
| rw [Real.norm_eq_abs] at hA | |
| rw [← hA] at hL | |
| rw [hL] | |
| field_simp | |
| theorem projectionTransport_project {n : ℕ} | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u x : Euclidean n) : | |
| projectionTransport L u ((normalHyperplane (L.symm u)).orthogonalProjectionOnto x) = | |
| (normalHyperplane u).orthogonalProjectionOnto (L x) := by | |
| have hmem := (normalHyperplane (L.symm u)).sub_starProjection_mem_orthogonal x | |
| have hspan : (normalHyperplane (L.symm u))ᗮ = | |
| Submodule.span ℝ ({L.symm u} : Set (Euclidean n)) := by | |
| simp [normalHyperplane] | |
| rw [hspan] at hmem | |
| obtain ⟨t, ht⟩ := Submodule.mem_span_singleton.mp hmem | |
| have huorth : L (x - (normalHyperplane (L.symm u)).starProjection x) ∈ | |
| (normalHyperplane u)ᗮ := by | |
| rw [← ht, map_smul, L.apply_symm_apply] | |
| simpa only [normalHyperplane, Submodule.orthogonal_orthogonal] using | |
| (Submodule.span ℝ ({u} : Set (Euclidean n))).smul_mem t | |
| (Submodule.mem_span_singleton_self u) | |
| have hz := (normalHyperplane u).orthogonalProjectionOnto_apply_of_mem_orthogonal huorth | |
| rw [map_sub, map_sub] at hz | |
| exact (sub_eq_zero.mp hz).symm | |
| theorem projection_image_linearEquiv {n : ℕ} | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) (u : Euclidean n) : | |
| (normalHyperplane u).orthogonalProjectionOnto '' (L '' K) = | |
| projectionTransport L u '' | |
| ((normalHyperplane (L.symm u)).orthogonalProjectionOnto '' K) := by | |
| simp only [Set.image_image, projectionTransport_project] | |
| theorem projectionVolume_linearEquiv_image {n : ℕ} | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) | |
| (u : Euclidean n) (hu : u ≠ 0) : | |
| projectionVolume (L '' K) u = | |
| ENNReal.ofReal (|L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖) * | |
| projectionVolume K (L.symm u) := by | |
| have hv : L.symm u ≠ 0 := by simpa using hu | |
| have hrank : Module.finrank ℝ (normalHyperplane (L.symm u)) = | |
| Module.finrank ℝ (normalHyperplane u) := by | |
| rw [normalHyperplane_finrank (L.symm u) hv, normalHyperplane_finrank u hu] | |
| have h := (projectionTransport L u).euclideanHausdorffMeasure_image_eq_normDet_mul_volume | |
| ((normalHyperplane (L.symm u)).orthogonalProjectionOnto '' K) | |
| rw [hrank, InnerProductSpace.euclideanHausdorffMeasure_eq_volume, | |
| projectionTransport_normDet L u hu] at h | |
| simpa only [projectionVolume, projection_image_linearEquiv] using h | |
| theorem brightness_linearEquiv_image {n : ℕ} | |
| (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) (u : Euclidean n) : | |
| brightness (L '' K) u = |L.toLinearMap.det| * brightness K (L.symm u) := by | |
| by_cases hu : u = 0 | |
| · simp [hu, brightness] | |
| have hn : 0 ≤ |L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖ := | |
| div_nonneg (mul_nonneg (abs_nonneg _) (norm_nonneg _)) (norm_nonneg _) | |
| rw [brightness, projectionVolume_linearEquiv_image L K u hu, | |
| ENNReal.toReal_mul, ENNReal.toReal_ofReal hn, brightness] | |
| field_simp | |
| end Paper092 | |
| end | |
| end OAI | |