Download lean/OAI/Geometry/Convex/GeneralMahler/HMatrix.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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4.18 kB
| import OAI.Geometry.Convex.GeneralMahler.MixedField | |
| namespace OAI | |
| /-! | |
| ### H_f, A, L from Equation (7) and their growth bounds | |
| -/ | |
| noncomputable section | |
| open Set Filter Real Matrix MeasureTheory MeasureTheory.Measure | |
| open scoped Topology ENNReal NNReal RealInnerProductSpace Matrix.Norms.L2Operator MatrixOrder | |
| namespace GeneralMahler | |
| open Layers | |
| variable {m : ℕ} | |
| namespace ProjField | |
| variable (q : ProjField m) | |
| def kerH (f : ℝ → ℝ) (z : ℝ) (x : Rn m) := deriv f z • q.PD z x | |
| def Hmat (f : ℝ → ℝ) (x : Rn m) := ∫ z, q.kerH f z x | |
| def Amat := q.Hmat id | |
| def M (i : Fin m) := ∫ x, x i • q.Amat x ∂normal m | |
| def Lmat (x : Rn m) := ∑ i, x i • q.M i | |
| def Rmat (x : Rn m) := q.Amat x - q.Lmat x | |
| def avgA := ∫ x, q.Amat x ∂normal m | |
| lemma PD_herm (z x) : (q.PD z x).IsHermitian := | |
| ((Matrix.isHermitian_one).smul (show IsSelfAdjoint (p z) by simp [IsSelfAdjoint])).sub (q.Pmat_herm _ _) | |
| variable [NeZero m] {f : ℝ→ℝ} (h : PolyBound (deriv f)) | |
| lemma H_mixed (h : PolyBound (deriv f)) : mixed (q.kerH f) := | |
| q.mixed_PD.product | |
| (g := fun z (_ : Rn m) => deriv f z) | |
| (h.comp PolyBound.fst) (fun x y => by | |
| rw [kerH,norm_smul]; exact le_of_eq (mul_comm ..)) | |
| omit [NeZero m] in | |
| lemma H_sm : StronglyMeasurable (q.kerH f).uncurry := | |
| ((measurable_deriv f).stronglyMeasurable.comp_measurable measurable_fst).smul q.PD_sm | |
| omit [NeZero m] in | |
| lemma H_ams (y : Rn m) : | |
| AEStronglyMeasurable (fun x => q.kerH f x y) := | |
| ((q.H_sm (f := f)).comp_measurable (measurable_id.prodMk measurable_const)).aestronglyMeasurable | |
| include h in | |
| lemma H_poly : PolyBound (q.Hmat f) := | |
| poly_integral_left (q.H_mixed h) (q.H_ams) | |
| include h in | |
| lemma H_left_int (y) : Integrable (fun x => q.kerH f x y) := | |
| mixed_integrable_left (q.H_mixed h) y (q.H_ams y) | |
| omit [NeZero m] in | |
| lemma H_SM : StronglyMeasurable (q.Hmat f) := (q.H_sm).integral_prod_left | |
| include h in | |
| lemma H_integrable : Integrable (q.Hmat f) (normal m) := | |
| (q.H_poly h).gaussian_integrable q.H_SM.aestronglyMeasurable | |
| include h in | |
| lemma H_hermitian (x) : (q.Hmat f x).IsHermitian := | |
| hermitian_integral (q.H_left_int h _) | |
| (ae_of_all _ fun z => (q.PD_herm ..).smul (show IsSelfAdjoint (deriv f z) by simp [IsSelfAdjoint])) | |
| lemma poly_id_der : PolyBound (deriv (id : ℝ → ℝ)) := by | |
| rw [show deriv (id : ℝ → ℝ) = (fun _ => (1:ℝ)) from funext fun x => deriv_id x] ; exact PolyBound.const 1 | |
| lemma A_poly : PolyBound q.Amat := q.H_poly poly_id_der | |
| omit [NeZero m] in | |
| lemma A_SM : StronglyMeasurable q.Amat := q.H_SM | |
| lemma A_integrable : Integrable q.Amat (normal m) := q.H_integrable poly_id_der | |
| def coord (i : Fin m) : Rn m →L[ℝ] ℝ := (ContinuousLinearMap.proj i).comp | |
| (PiLp.continuousLinearEquiv 2 ℝ (fun _ : Fin m => ℝ)).toContinuousLinearMap | |
| omit [NeZero m] in | |
| @[simp] lemma coord_apply (i : Fin m) (x) : coord i x = x i := rfl | |
| lemma A_coord_poly (i : Fin m) : PolyBound (fun x : Rn m => (x i) • q.Amat x) := | |
| (PolyBound.clm (coord i)).smul q.A_poly | |
| lemma A_coord_int (i : Fin m) : | |
| Integrable (fun x : Rn m => x i • q.Amat x) (normal m) := by | |
| apply (q.A_coord_poly i).gaussian_integrable | |
| exact (((coord i).continuous.stronglyMeasurable).smul q.A_SM).aestronglyMeasurable | |
| lemma avgA_sym : q.avgA.IsHermitian := hermitian_integral q.A_integrable | |
| (ae_of_all _ fun _z => q.H_hermitian poly_id_der _) | |
| lemma M_sym (i) : (q.M i).IsHermitian := | |
| hermitian_integral (q.A_coord_int i) (ae_of_all _ fun z => (q.H_hermitian poly_id_der _).smul (by simp [IsSelfAdjoint])) | |
| omit [NeZero m] in | |
| lemma L_linear : ∃ l : Rn m →L[ℝ] Mat m, (l : Rn m → Mat m) = q.Lmat := by | |
| classical | |
| use ∑ i, (coord i).smulRight (q.M i) | |
| ext x; simp [Lmat] | |
| omit [NeZero m] in | |
| lemma L_poly : PolyBound q.Lmat := by | |
| obtain ⟨l,hl⟩ := q.L_linear; rw [← hl]; exact PolyBound.clm _ | |
| omit [NeZero m] in | |
| lemma L_cont : Continuous q.Lmat := by | |
| obtain ⟨l,hl⟩ := q.L_linear; rw [← hl]; exact l.continuous | |
| lemma L_sym (x) : (q.Lmat x).IsHermitian := | |
| by | |
| unfold Matrix.IsHermitian Lmat | |
| rw [conjTranspose_sum]; exact Finset.sum_congr rfl fun i _ => (q.M_sym i).smul (by simp [IsSelfAdjoint]) | |
| end ProjField | |
| end GeneralMahler | |
| end | |
| end OAI | |