Download lean/OAI/Geometry/Borsuk/MatrixGeometry/SpectralChart.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.82 kB
| import Mathlib | |
| import OAI.Geometry.Borsuk.MatrixGeometry.RankPreimage | |
| namespace OAI | |
| namespace BorsukNine | |
| open scoped RealInnerProductSpace MatrixOrder Matrix.Norms.L2Operator Topology | |
| section SpectralChart | |
| variable {ν : Type*} [Fintype ν] [DecidableEq ν] [Nonempty ν] | |
| local notation "E" => EuclideanSpace ℝ ν | |
| local notation "M" => Matrix ν ν ℝ | |
| local notation "op" => Matrix.toEuclideanCLM (n := ν) (𝕜 := ℝ) | |
| noncomputable def positiveProjection (A : M) : M := Ring.inverse A * A⁺ | |
| omit [Nonempty ν] in | |
| lemma positiveProjection_action {A : M} (hA : IsSelfAdjoint A) (hU : IsUnit A) | |
| {v : E} (hv : v ∈ LinearMap.range (op A⁺).toLinearMap) : | |
| op (positiveProjection A) v = v := by | |
| obtain ⟨x,rfl⟩ := hv | |
| have hAP : A * A⁺ = A⁺ * A⁺ := by | |
| calc | |
| A * A⁺ = (A⁺ - A⁻) * A⁺ := by rw [CFC.posPart_sub_negPart A hA] | |
| _ = A⁺ * A⁺ := by rw [sub_mul,CFC.negPart_mul_posPart,sub_zero] | |
| have he : positiveProjection A * A⁺ = A⁺ := by | |
| dsimp [positiveProjection] | |
| rw [mul_assoc,← hAP,← mul_assoc,Ring.inverse_mul_cancel A hU,one_mul] | |
| have hh := congrArg (fun B : M => op B x) he | |
| simpa only [map_mul,mul_apply_eq_comp,ContinuousLinearMap.coe_coe] using hh | |
| omit [Nonempty ν] in | |
| lemma positiveProjection_kills {A : M} {u v : E} {lam : ℝ} | |
| (hP : A⁺ = lam • rankOne u) (hv : ⟪u,v⟫ = 0) : | |
| op (positiveProjection A) v = 0 := by | |
| simp only [positiveProjection,map_mul,mul_apply_eq_comp,hP,map_smul, | |
| smul_apply,rankOne_action,hv,zero_smul,map_zero,smul_zero] | |
| omit [Nonempty ν] in | |
| lemma positiveRange_separated_of_close {A B : M} (hB : IsSelfAdjoint B) | |
| (hBU : IsUnit B) {u : E} {lam : ℝ} (hP : A⁺ = lam • rankOne u) | |
| (hclose : ‖op (positiveProjection B) - op (positiveProjection A)‖ < 1) | |
| {v : E} (hv : v ∈ LinearMap.range (op B⁺).toLinearMap) (horth : ⟪u,v⟫ = 0) : v = 0 := by | |
| have he : (op (positiveProjection B) - op (positiveProjection A)) v = v := by | |
| rw [sub_apply,positiveProjection_action hB hBU hv, | |
| positiveProjection_kills hP horth,sub_zero] | |
| have hn := ContinuousLinearMap.le_opNorm (op (positiveProjection B) - op (positiveProjection A)) v | |
| rw [he] at hn | |
| apply norm_eq_zero.mp | |
| have hp := norm_nonneg v | |
| nlinarith | |
| omit [Nonempty ν] in | |
| lemma positive_eq_rankOne_of_separated {A : M} {w : E} | |
| (hAw : op A⁺ w ≠ 0) | |
| (hsep : ∀ v ∈ LinearMap.range (op A⁺).toLinearMap, ⟪w,v⟫ = 0 → v = 0) : | |
| ∃ u : E, ‖u‖ = 1 ∧ ∃ lam : ℝ, 0 < lam ∧ A⁺ = lam • rankOne u := by | |
| let v : E := op A⁺ w | |
| let u : E := ‖v‖⁻¹ • v | |
| have hu : ‖u‖ = 1 := by simp [u,norm_smul,norm_inv,hAw,v] | |
| have hur : u ∈ LinearMap.range (op A⁺).toLinearMap := | |
| Submodule.smul_mem _ _ (LinearMap.mem_range_self _ w) | |
| have hwu : ⟪w,u⟫ ≠ 0 := by | |
| intro hz | |
| have hu0 := hsep u hur hz | |
| simp [hu0] at hu | |
| have hr := subspace_eq_span_of_inner_separates | |
| (LinearMap.range (op A⁺).toLinearMap) w u hur hwu hsep | |
| have he := symmetric_eq_rankOne_of_range (CFC.posPart_nonneg A).isSelfAdjoint hu hr.le | |
| have hl : 0 ≤ ⟪u,op A⁺ u⟫ := by | |
| rw [← sqrt_action_norm_sq A⁺ (CFC.posPart_nonneg A) u] | |
| positivity | |
| have hl0 : ⟪u,op A⁺ u⟫ ≠ 0 := by | |
| intro hz | |
| have hP0 : A⁺ = 0 := by simpa only [hz,zero_smul] using he | |
| apply hAw | |
| simp [hP0] | |
| exact ⟨u,hu,_,lt_of_le_of_ne hl (Ne.symm hl0),he⟩ | |
| omit [Nonempty ν] in | |
| lemma positiveProjection_continuousAt {X : Type*} [TopologicalSpace X] | |
| (A : X → M) (hA : Continuous A) (hSA : ∀ x, IsSelfAdjoint (A x)) | |
| {x : X} (hU : IsUnit (A x)) : ContinuousAt (positiveProjection ∘ A) x := by | |
| have hP : Continuous (fun x => (A x)⁺) := | |
| (matrix_posPart_continuousOn.comp_continuous hA (fun y => hSA y)) | |
| have hInv : ContinuousAt (fun y => Ring.inverse (A y)) x := by | |
| obtain ⟨a,ha⟩ := hU | |
| have hi := NormedRing.inverse_continuousAt a | |
| rw [ha] at hi | |
| exact hi.comp hA.continuousAt | |
| exact hInv.mul hP.continuousAt | |
| omit [Nonempty ν] in | |
| lemma positive_line_eventually {X : Type*} [TopologicalSpace X] | |
| (A : X → M) (hA : Continuous A) (hSA : ∀ x, IsSelfAdjoint (A x)) | |
| {x : X} (hU : IsUnit (A x)) {w : E} (hw : ‖w‖ = 1) | |
| {lam : ℝ} (hlam : 0 < lam) (hP : (A x)⁺ = lam • rankOne w) : | |
| ∀ᶠ y in 𝓝 x, IsUnit (A y) ∧ ∃ u : E, ‖u‖ = 1 ∧ | |
| ∃ t : ℝ, 0 < t ∧ (A y)⁺ = t • rankOne u := by | |
| have hop : Continuous (fun B : M => op B) := | |
| (op).toAlgEquiv.toLinearEquiv.toLinearMap.continuous_of_finiteDimensional | |
| have hQ := hop.continuousAt.comp (positiveProjection_continuousAt A hA hSA hU) | |
| have hclose : ∀ᶠ y in 𝓝 x, ‖op (positiveProjection (A y)) - op (positiveProjection (A x))‖ < 1 := by | |
| have ht := (hQ.sub (continuousAt_const (y := op (positiveProjection (A x))))).norm | |
| exact ht.eventually_lt continuousAt_const (by simp) | |
| have hPcont : Continuous (fun y => (A y)⁺) := | |
| matrix_posPart_continuousOn.comp_continuous hA (fun y => hSA y) | |
| have hvcont : Continuous (fun y => op (A y)⁺ w) := (hop.comp hPcont).clm_apply continuous_const | |
| have hw0 : op (A x)⁺ w ≠ 0 := by | |
| rw [hP,map_smul,smul_apply,rankOne_action,real_inner_self_eq_norm_sq,hw] | |
| have hwne : w ≠ 0 := by intro he; simp only [he,norm_zero] at hw; norm_num at hw | |
| simpa only [one_pow,one_smul] using smul_ne_zero (ne_of_gt hlam) hwne | |
| have hv : ∀ᶠ y in 𝓝 x, op (A y)⁺ w ≠ 0 := hvcont.continuousAt.eventually_ne hw0 | |
| have hunit : ∀ᶠ y in 𝓝 x, IsUnit (A y) := | |
| hA.continuousAt.preimage_mem_nhds (Units.isOpen.mem_nhds hU) | |
| filter_upwards [hclose,hv,hunit] with y hy hyv hyU | |
| refine ⟨hyU,positive_eq_rankOne_of_separated hyv ?_⟩ | |
| exact fun v hv he => positiveRange_separated_of_close (hSA y) hyU hP hy hv he | |
| end SpectralChart | |
| end BorsukNine | |
| end OAI | |