Download lean/OAI/Dynamics/SmoothObstruction/SplittingStability.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 37.2 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Dynamics/SmoothObstruction/SplittingStability.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Dynamics/SmoothObstruction/SplittingStability.lean
-
curl -L -o SplittingStability.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Dynamics/SmoothObstruction/SplittingStability.lean
37.2 kB
| import OAI.Dynamics.SmoothObstruction.GreenOperator | |
| import OAI.Dynamics.SmoothObstruction.ExteriorPowers | |
| namespace OAI | |
| section | |
| namespace SmoothObstruction.EuclideanSplitting | |
| open Set Matrix ExteriorStability | |
| open scoped Matrix.Norms.L2Operator | |
| variable {d : ℕ} | |
| lemma rate_eigen (lam : Fin d → ℝ) (l : ℝ) (j : Fin d) : | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l) (EuclideanSpace.basisFun (Fin d) ℝ j)= | |
| Real.exp (l*lam j) • EuclideanSpace.basisFun (Fin d) ℝ j := by | |
| ext i | |
| change ((rate lam l)*ᵥ (EuclideanSpace.basisFun (Fin d) ℝ j)) i=_ | |
| simp only [rate,Matrix.mulVec_diagonal,EuclideanSpace.basisFun_apply, | |
| PiLp.single_apply,PiLp.smul_apply,smul_eq_mul] | |
| by_cases hi : i=j | |
| · subst i; simp | |
| · simp [hi] | |
| lemma selected_sum {p : ℕ} (s : powersetCard (Fin d) p) (lam : Fin d → ℝ) : | |
| (∑ i : Fin p,lam (powersetCard.ofFinEmbEquiv.symm s i))=∑ j∈s.val,lam j := by | |
| rw [powersetCard.ofFinEmbEquiv_symm_apply] | |
| have he := Finset.sum_map (s:=Finset.univ) (s.val.orderEmbOfFin s.prop).toEmbedding lam | |
| have hm : Finset.map (s.val.orderEmbOfFin s.prop).toEmbedding Finset.univ=s.val := | |
| Finset.map_orderEmbOfFin_univ s.val s.prop | |
| rw [hm] at he | |
| exact he.symm | |
| /-- The dominant exterior estimate of the actual matrix transition uses the | |
| sum over the selected fast rates on every subinterval, not a coarse norm. -/ | |
| theorem transition_exterior_bound | |
| (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ) | |
| (S : Finset (Fin d)) {s t : ℕ} (hst : s≤t) {γ g K C : ℝ} | |
| (hg : 0≤g) (hK : 0≤K) (hC : 0≤C) | |
| (hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g) | |
| (hU : ‖U t‖≤Real.exp K) (hV : ‖V s‖≤Real.exp K) | |
| (hpoly : ∀ A : (EuclideanSpace ℝ (Fin d)) →L[ℝ] _, | |
| ‖exterior S.card A‖≤C*(max 1 ‖A‖)^S.card) : | |
| ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t))‖≤ | |
| C^2*(Real.exp K)^(2*S.card)*(Fintype.card (powersetCard (Fin d) S.card):ℝ)* | |
| Real.exp (((t:ℝ)-s)*(∑ j∈S,lam j)) := by | |
| have hm (q : powersetCard (Fin d) S.card) : | |
| (∑ i : Fin S.card,lam (powersetCard.ofFinEmbEquiv.symm q i))≤∑ j∈S,lam j := by | |
| rw [selected_sum] | |
| exact RateSums.rate_sum_max lam S q.val hg q.prop hfast hslow | |
| have he := exterior_gauge_bound (EuclideanSpace.basisFun (Fin d) ℝ) S.card | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) lam | |
| (sub_nonneg.mpr (by exact_mod_cast hst) : 0≤(t:ℝ)-s) | |
| (Real.one_le_exp_iff.mpr hK) hC hpoly | |
| (by simpa only [Matrix.l2_opNorm_toEuclideanCLM] using hU) | |
| (by simpa only [Matrix.l2_opNorm_toEuclideanCLM] using hV) | |
| (rate_eigen lam _) hm | |
| simpa only [transition,map_mul] using he | |
| /-- The actual nonleading diagonal eigenvalue is smaller by exp(-2g l). | |
| This is valid when the slow rates are positive as well as when negative. -/ | |
| lemma nonleading_rate_product (lam : Fin d → ℝ) (S : Finset (Fin d)) | |
| {γ g l : ℝ} (hg : 0≤g) (hl : 0≤l) | |
| (hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g) | |
| (q : powersetCard (Fin d) S.card) (hq : q.val≠S) : | |
| |∏ i : Fin S.card,Real.exp (l*lam (powersetCard.ofFinEmbEquiv.symm q i))|≤ | |
| Real.exp (l*((∑ j∈S,lam j)-2*g)) := by | |
| rw [eigen_exp_product,abs_of_pos (Real.exp_pos _),selected_sum] | |
| exact Real.exp_le_exp.mpr (mul_le_mul_of_nonneg_left | |
| (RateSums.strict_rate_sum_gap lam S q.val hg q.prop hq hfast hslow) hl) | |
| end SmoothObstruction.EuclideanSplitting | |
| namespace SmoothObstruction.ExteriorStability | |
| open Module Set | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| variable {ι : Type*} [Fintype ι] [LinearOrder ι] | |
| /-- Actual projected maximal minor in fixed orthonormal endpoint coordinates. | |
| The rows use the selected projection coordinates and the columns are arbitrary | |
| starting vectors; starting bases need not be orthogonal. -/ | |
| noncomputable def projectedMinor (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) : ℝ := | |
| (b.exteriorPower p).repr (exterior p A (exteriorPower.ιMulti ℝ p v)) s | |
| lemma projectedMinor_eq_det (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) : | |
| projectedMinor b p s A v= | |
| Matrix.det (fun i j : Fin p => b.repr (A (v i)) (powersetCard.ofFinEmbEquiv.symm s j)) := by | |
| change (b.exteriorPower p).toBasis.repr (exteriorPower.map p A.toLinearMap | |
| (exteriorPower.ιMulti ℝ p v)) s=_ | |
| rw [exteriorPower.map_apply_ιMulti,b.toBasis_exteriorPower, | |
| exteriorPower.basis_repr_apply,exteriorPower.ιMultiDual_apply_ιMulti] | |
| rfl | |
| lemma projectedMinor_transfer (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (A B : E →L[ℝ] E) (v : Fin p → E) : | |
| |projectedMinor b p s B v-projectedMinor b p s A v|≤ | |
| ‖exterior p B-exterior p A‖*‖exteriorPower.ιMulti ℝ p v‖ := by | |
| let e := b.exteriorPower p | |
| let w := exteriorPower.ιMulti ℝ p v | |
| have hcoord (z : (⋀[ℝ]^p E)) : |e.repr z s|≤‖z‖ := by | |
| rw [e.repr_apply_apply,←Real.norm_eq_abs] | |
| simpa only [e.norm_eq_one,one_mul] using norm_inner_le_norm (𝕜:=ℝ) (e s) z | |
| have h := hcoord ((exterior p B-exterior p A) w) | |
| simp only [sub_apply,map_sub] at h | |
| exact h.trans ((exterior p B-exterior p A).le_opNorm w) | |
| /-- Basis-change and orbit-transfer errors are paid against the true exterior | |
| operator norm. No coarse n-step C² estimate is substituted. -/ | |
| lemma projectedMinor_basis_transfer (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (A B : E →L[ℝ] E) (v w : Fin p → E) : | |
| |projectedMinor b p s B w-projectedMinor b p s A v|≤ | |
| ‖exterior p B-exterior p A‖*‖exteriorPower.ιMulti ℝ p w‖+ | |
| ‖exterior p A‖*‖exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v‖ := by | |
| have hb : |projectedMinor b p s A w-projectedMinor b p s A v|≤ | |
| ‖exterior p A‖*‖exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v‖ := by | |
| let e := b.exteriorPower p | |
| have he : projectedMinor b p s A w-projectedMinor b p s A v= | |
| e.repr (exterior p A (exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v)) s := by | |
| simp only [map_sub,e,projectedMinor,PiLp.sub_apply] | |
| rw [he,e.repr_apply_apply,←Real.norm_eq_abs] | |
| exact (norm_inner_le_norm (𝕜:=ℝ) (e s) _).trans (by | |
| rw [e.norm_eq_one,one_mul] | |
| exact (exterior p A).le_opNorm _) | |
| exact (abs_sub_le _ _ _).trans | |
| (add_le_add (projectedMinor_transfer b p s A B w) hb) | |
| /-- A uniform local modulus for the wedge of a fixed number of vectors. | |
| This is used when replacing actual subspaces by fixed frame-bin references. -/ | |
| theorem exists_wedge_lipschitz (p : ℕ) (R : ℝ) : | |
| ∃ C : ℝ,0≤C ∧ ∀ v w : Fin p → E, | |
| ‖v‖≤R → ‖w‖≤R → | |
| ‖exteriorPower.ιMulti ℝ p v-exteriorPower.ιMulti ℝ p w‖≤C*‖v-w‖ := by | |
| obtain ⟨C,hC⟩ := (contDiff_wedge (E:=E) p).contDiffOn.exists_lipschitzOnWith | |
| (by simp) (convex_closedBall (0 : Fin p → E) R) (isCompact_closedBall 0 R) | |
| refine ⟨C,C.coe_nonneg,fun v w hv hw => ?_⟩ | |
| simpa only [dist_eq_norm] using hC.dist_le_mul v | |
| (by simpa only [Metric.mem_closedBall,dist_zero_right] using hv) w | |
| (by simpa only [Metric.mem_closedBall,dist_zero_right] using hw) | |
| end SmoothObstruction.ExteriorStability | |
| namespace SmoothObstruction.ExteriorStability | |
| open Set Module Set.powersetCard | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| variable {ι : Type*} [Fintype ι] [LinearOrder ι] | |
| /-- A projected top wedge actually lies on the selected determinant line. | |
| In particular its coefficient is its norm, including the empty group. -/ | |
| lemma projected_wedge_line (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (v : Fin p → E) | |
| (hv : ∀ i j,j∉s → b.repr (v i) j=0) : | |
| exteriorPower.ιMulti ℝ p v= | |
| projectedMinor b p s (ContinuousLinearMap.id ℝ E) v • (b.exteriorPower p) s := by | |
| classical | |
| have hm (q : powersetCard ι p) : | |
| projectedMinor b p q (ContinuousLinearMap.id ℝ E) v= | |
| (b.exteriorPower p).repr (exteriorPower.ιMulti ℝ p v) q := by | |
| unfold projectedMinor | |
| change (b.exteriorPower p).repr (exterior p 1 _) q=_ | |
| rw [exterior_one] | |
| rfl | |
| apply (b.exteriorPower p).repr.injective | |
| ext q | |
| by_cases hq : q=s | |
| · subst q | |
| simp only [map_smul,OrthonormalBasis.repr_self,PiLp.smul_apply,smul_eq_mul, | |
| PiLp.single_apply,ite_true,mul_one] | |
| exact (hm s).symm | |
| · have hz : projectedMinor b p q (ContinuousLinearMap.id ℝ E) v=0 := by | |
| rw [projectedMinor_eq_det] | |
| obtain ⟨j,hjq,hjs⟩ := (exists_mem_notMem_iff_ne q s).mp hq | |
| obtain ⟨i,rfl⟩ := (mem_range_ofFinEmbEquiv_symm_iff_mem q j).mpr hjq | |
| apply Matrix.det_eq_zero_of_column_eq_zero i | |
| intro k | |
| exact hv k _ hjs | |
| rw [←hm q] | |
| rw [hz,map_smul,OrthonormalBasis.repr_self] | |
| simp [hq] | |
| lemma projected_wedge_norm (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (v : Fin p → E) | |
| (hv : ∀ i j,j∉s → b.repr (v i) j=0) : | |
| ‖exteriorPower.ιMulti ℝ p v‖= | |
| |projectedMinor b p s (ContinuousLinearMap.id ℝ E) v| := by | |
| rw [projected_wedge_line b p s v hv,norm_smul, | |
| (b.exteriorPower p).norm_eq_one,mul_one,Real.norm_eq_abs] | |
| /-- Quantitative projected leading-volume lower bound from the actual | |
| finite gauge and a left inverse of the endpoint projection on the fast | |
| vectors. The eigenvalue may converge to zero; it is never replaced by 1. -/ | |
| theorem projected_gauge_lower (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (s : powersetCard ι p) (U V D A Q J : E →L[ℝ] E) | |
| (v : Fin p → E) (a K H : ℝ) (hK : 0≤K) | |
| (hdiag : D=V*A*U) | |
| (hU : ‖exterior p U‖≤K) (hV : ‖exterior p V‖≤K) | |
| (hJ : ‖exterior p J‖≤H) | |
| (heigen : exterior p D (exteriorPower.ιMulti ℝ p v)= | |
| a • exteriorPower.ιMulti ℝ p v) | |
| (hleft : ∀ i,J (Q (A (U (v i))))=A (U (v i))) | |
| (hrange : ∀ i j,j∉s → b.repr (Q (A (U (v i)))) j=0) : | |
| |a| *‖exterior p U (exteriorPower.ιMulti ℝ p v)‖≤ | |
| K^2*H*|projectedMinor b p s (Q*A*U) v| := by | |
| have hbase := gauge_line_lower p U V A D hdiag hK hU hV | |
| (exteriorPower.ιMulti ℝ p v) heigen | |
| have heq : exterior p J (exterior p Q (exterior p A (exterior p U | |
| (exteriorPower.ιMulti ℝ p v))))= | |
| exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v)) := by | |
| simp only [exterior_apply,exteriorPower.map_apply_ιMulti] | |
| congr 1 | |
| funext i | |
| exact hleft i | |
| have hj := (exterior p J).le_opNorm | |
| (exterior p Q (exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v)))) | |
| rw [heq] at hj | |
| have hn : ‖exterior p Q (exterior p A (exterior p U | |
| (exteriorPower.ιMulti ℝ p v)))‖=|projectedMinor b p s (Q*A*U) v| := by | |
| simp only [exterior_apply,exteriorPower.map_apply_ιMulti] | |
| change ‖exteriorPower.ιMulti ℝ p (fun i => Q (A (U (v i))))‖=_ | |
| rw [projected_wedge_norm b p s _ hrange] | |
| congr 1 | |
| rw [projectedMinor_eq_det,projectedMinor_eq_det] | |
| rfl | |
| rw [hn] at hj | |
| calc | |
| _ ≤ K^2*‖exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v))‖ := hbase | |
| _ ≤ K^2*(H*|projectedMinor b p s (Q*A*U) v|) := by | |
| gcongr | |
| exact hj.trans (mul_le_mul_of_nonneg_right hJ (abs_nonneg _)) | |
| _ = _ := by ring | |
| end SmoothObstruction.ExteriorStability | |
| namespace SmoothObstruction.EuclideanSplitting | |
| open Set Matrix ExteriorStability | |
| open scoped Matrix.Norms.L2Operator | |
| variable {d : ℕ} | |
| /-- Exact sum-rate lower bound for a genuine finite-gauge propagator followed | |
| by an endpoint projection. The input is its actual fast determinant line; | |
| the dimensional exterior bound is produced by `exists_power_bound`. -/ | |
| theorem finite_projected_volume | |
| (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ) | |
| (hVU : ∀ t,V t*U t=1) (s t p : ℕ) (q : powersetCard (Fin d) p) | |
| (b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d))) | |
| (r : powersetCard (Fin d) p) | |
| (Q J : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d)) | |
| {K C : ℝ} (hK : 0≤K) (hC : 0≤C) | |
| (hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d), | |
| ‖exterior p A‖≤C*(max 1 ‖A‖)^p) | |
| (hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) (hJ : ‖J‖≤2) | |
| (hleft : ∀ i,J (Q (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) | |
| (transition U V lam s t*U s) | |
| (EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i))))= | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s) | |
| (EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i))) | |
| (hrange : ∀ i j,j∉r → b.repr (Q (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) | |
| (transition U V lam s t*U s) | |
| (EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i)))) j=0) : | |
| let v := fun i => EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i) | |
| Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))* | |
| ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) (exteriorPower.ιMulti ℝ p v)‖≤ | |
| (C*(Real.exp K)^p)^2*(C*2^p)* | |
| |projectedMinor b p r | |
| (Q*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s)) v| := by | |
| dsimp only | |
| let b₀ := EuclideanSpace.basisFun (Fin d) ℝ | |
| let v := fun i => b₀ (powersetCard.ofFinEmbEquiv.symm q i) | |
| have hb : (b₀.exteriorPower p) q=exteriorPower.ιMulti ℝ p v := by | |
| change (b₀.exteriorPower p).toBasis q=_ | |
| rw [b₀.toBasis_exteriorPower,exteriorPower.coe_basis] | |
| rfl | |
| have heigen := exterior_eigen_basis b₀ p | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) | |
| (fun j => Real.exp (((t:ℝ)-s)*lam j)) (rate_eigen lam _) q | |
| rw [hb,eigen_exp_product,selected_sum] at heigen | |
| have hdiagM : rate lam ((t:ℝ)-s)=V t*transition U V lam s t*U s := by | |
| symm | |
| dsimp [transition] | |
| calc | |
| _ = (V t*U t)*rate lam ((t:ℝ)-s)*(V s*U s) := by noncomm_ring | |
| _ = _ := by rw [hVU,hVU,one_mul,mul_one] | |
| have hdiag : Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))= | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)* | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)* | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) := by | |
| rw [←map_mul,←map_mul,←hdiagM] | |
| have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) : | |
| ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^p := by | |
| apply (hpoly _).trans | |
| apply mul_le_mul_of_nonneg_left _ hC | |
| apply pow_le_pow_left₀ (by positivity) | |
| rw [Matrix.l2_opNorm_toEuclideanCLM] | |
| exact max_le (Real.one_le_exp_iff.mpr hK) hM | |
| have hJb : ‖exterior p J‖≤C*2^p := (hpoly J).trans | |
| (mul_le_mul_of_nonneg_left (pow_le_pow_left₀ (by positivity) (max_le (by norm_num) hJ) p) hC) | |
| have hh := projected_gauge_lower b p r | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) Q J v | |
| _ (C*(Real.exp K)^p) (C*2^p) (by positivity) hdiag (hbnd (U s) hU) | |
| (hbnd (V t) hV) hJb heigen | |
| (by simpa only [map_mul,mul_apply_eq_comp] using hleft) | |
| (by simpa only [map_mul,mul_apply_eq_comp] using hrange) | |
| simpa only [abs_of_pos (Real.exp_pos _),map_mul,mul_assoc] using hh | |
| end SmoothObstruction.EuclideanSplitting | |
| namespace SmoothObstruction.CloseProjection | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| /-- Extend the inverse endpoint restriction back to an ambient linear map. | |
| It is a left inverse on the actual moving fast space, with uniform norm 2. -/ | |
| noncomputable def ambientInverse (U V : Submodule ℝ E) | |
| (hdim : Module.finrank ℝ U=Module.finrank ℝ V) | |
| (hclose : ‖U.starProjection-V.starProjection‖≤1/2) : E →L[ℝ] E := | |
| U.subtypeL.comp ((equiv U V hdim hclose).symm.toContinuousLinearMap.comp | |
| V.orthogonalProjectionOnto) | |
| lemma ambientInverse_left (U V : Submodule ℝ E) | |
| (hdim : Module.finrank ℝ U=Module.finrank ℝ V) | |
| (hclose : ‖U.starProjection-V.starProjection‖≤1/2) (x : E) (hx : x∈U) : | |
| ambientInverse U V hdim hclose (V.starProjection x)=x := by | |
| have hp : V.orthogonalProjectionOnto (V.starProjection x)=V.orthogonalProjectionOnto x := by | |
| apply Subtype.ext | |
| change V.starProjection (V.starProjection x)=V.starProjection x | |
| exact V.starProjection_eq_self_iff.mpr (by simp) | |
| change ((equiv U V hdim hclose).symm (V.orthogonalProjectionOnto (V.starProjection x)):E)=x | |
| rw [hp] | |
| change ((equiv U V hdim hclose).symm (equiv U V hdim hclose ⟨x,hx⟩):E)=x | |
| rw [ContinuousLinearEquiv.symm_apply_apply] | |
| lemma norm_ambientInverse (U V : Submodule ℝ E) | |
| (hdim : Module.finrank ℝ U=Module.finrank ℝ V) | |
| (hclose : ‖U.starProjection-V.starProjection‖≤1/2) : | |
| ‖ambientInverse U V hdim hclose‖≤2 := by | |
| apply ContinuousLinearMap.opNorm_le_bound _ (by norm_num) | |
| intro x | |
| change ‖(equiv U V hdim hclose).symm (V.orthogonalProjectionOnto x)‖≤2*‖x‖ | |
| apply ((equiv U V hdim hclose).symm.toContinuousLinearMap.le_opNorm _).trans | |
| apply (mul_le_mul_of_nonneg_right (inverse_norm U V hdim hclose) (norm_nonneg _)).trans | |
| exact mul_le_mul_of_nonneg_left (V.norm_orthogonalProjectionOnto_apply_le x) (by norm_num) | |
| end SmoothObstruction.CloseProjection | |
| namespace SmoothObstruction.EuclideanSplitting | |
| open Set Matrix ExteriorStability | |
| open scoped Matrix.Norms.L2Operator | |
| variable {d : ℕ} | |
| lemma transition_group (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) | |
| (hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1) | |
| (lam : Fin d → ℝ) (s t : ℕ) (S : Finset (Fin d)) | |
| (x : EuclideanSpace ℝ (Fin d)) (hx : x∈groupSpace (U s) (V s) (hUV s) (hVU s) S) : | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t) x∈ | |
| groupSpace (U t) (V t) (hUV t) (hVU t) S := by | |
| rcases Submodule.mem_map.mp hx with ⟨y,hy,rfl⟩ | |
| apply Submodule.mem_map.mpr | |
| refine ⟨Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)) y,?_,?_⟩ | |
| · rw [mem_coordinateSpace] at hy ⊢ | |
| intro j hj | |
| change (rate lam ((t:ℝ)-s)*ᵥ WithLp.ofLp y) j=0 | |
| rw [rate,Matrix.mulVec_diagonal,hy j hj,mul_zero] | |
| · change Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)) y)= | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) y) | |
| rw [←mul_apply_eq_comp,←mul_apply_eq_comp,←map_mul,←map_mul] | |
| congr 2 | |
| dsimp [transition] | |
| rw [mul_assoc _ _ (U s),hVU,mul_one] | |
| lemma gauge_column_mem (U V : Matrix (Fin d) (Fin d) ℝ) | |
| (hUV : U*V=1) (hVU : V*U=1) (S : Finset (Fin d)) (j : Fin d) (hj : j∈S) : | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) U (EuclideanSpace.basisFun (Fin d) ℝ j)∈ | |
| groupSpace U V hUV hVU S := by | |
| apply Submodule.mem_map.mpr | |
| refine ⟨EuclideanSpace.basisFun (Fin d) ℝ j,?_,rfl⟩ | |
| rw [mem_coordinateSpace] | |
| intro i hi | |
| have hij : i≠j := by rintro rfl; exact hi hj | |
| simp only [EuclideanSpace.basisFun_apply,PiLp.single_apply,ite_eq_right hij] | |
| /-- A true old fast leading minor, with the endpoint left inverse BUILT | |
| from the common-bin projection closeness, rather than assumed. The estimate | |
| retains exp(sum rates * length) even for contracting determinant lines. -/ | |
| theorem projected_fast_lower | |
| (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ) | |
| (hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1) | |
| (s t p : ℕ) (q : powersetCard (Fin d) p) | |
| (W : Submodule ℝ (EuclideanSpace ℝ (Fin d))) | |
| (hdim : Module.finrank ℝ W=p) | |
| (hclose : ‖(groupSpace (U t) (V t) (hUV t) (hVU t) q.val).starProjection-W.starProjection‖≤1/2) | |
| (b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d))) | |
| (r : powersetCard (Fin d) p) | |
| (hcoords : ∀ x∈W,∀ j∉r,b.repr x j=0) | |
| {K C : ℝ} (hK : 0≤K) (hC : 0≤C) | |
| (hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d), | |
| ‖exterior p A‖≤C*(max 1 ‖A‖)^p) | |
| (hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) : | |
| let v := fun i => EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i) | |
| Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))* | |
| ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) (exteriorPower.ιMulti ℝ p v)‖≤ | |
| (C*(Real.exp K)^p)^2*(C*2^p)* | |
| |projectedMinor b p r | |
| (W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s)) v| := by | |
| let F := groupSpace (U t) (V t) (hUV t) (hVU t) q.val | |
| have hd : Module.finrank ℝ F=Module.finrank ℝ W := by | |
| rw [finrank_groupSpace,hdim,q.prop] | |
| apply finite_projected_volume U V lam hVU s t p q b r W.starProjection | |
| (CloseProjection.ambientInverse F W hd hclose) hK hC hpoly hU hV | |
| (CloseProjection.norm_ambientInverse F W hd hclose) | |
| · intro i | |
| apply CloseProjection.ambientInverse_left | |
| rw [map_mul,mul_apply_eq_comp] | |
| apply transition_group U V hUV hVU lam s t q.val | |
| apply gauge_column_mem | |
| rw [powersetCard.ofFinEmbEquiv_symm_apply] | |
| exact Finset.orderEmbOfFin_mem _ _ _ | |
| · intro i j hj | |
| apply hcoords _ (by simp) j hj | |
| end SmoothObstruction.EuclideanSplitting | |
| namespace SmoothObstruction.ExteriorStability | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| /-- The empty as well as every orthonormal determinant line has unit volume. -/ | |
| lemma norm_wedge_orthonormal (p : ℕ) (v : Fin p → E) (hv : Orthonormal ℝ v) : | |
| ‖exteriorPower.ιMulti ℝ p v‖=1 := by | |
| have hg : Matrix.gram ℝ v=1 := by | |
| ext i j | |
| exact (orthonormal_iff_ite.mp hv) i j | |
| have hh := exteriorPower.inner_ιMulti_self v | |
| rw [hg,Matrix.det_one,real_inner_self_eq_norm_sq] at hh | |
| nlinarith [norm_nonneg (exteriorPower.ιMulti ℝ p v)] | |
| end SmoothObstruction.ExteriorStability | |
| namespace SmoothObstruction.EuclideanSplitting | |
| open Set Matrix ExteriorStability | |
| open scoped Matrix.Norms.L2Operator | |
| variable {d : ℕ} | |
| lemma rate_coordinate_wedge (lam : Fin d → ℝ) (l : ℝ) (p : ℕ) | |
| (q : powersetCard (Fin d) p) (v : Fin p → EuclideanSpace ℝ (Fin d)) | |
| (hv : ∀ i,v i∈coordinateSpace q.val) : | |
| exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l)) | |
| (exteriorPower.ιMulti ℝ p v)= | |
| Real.exp (l*(∑ j∈q.val,lam j)) • exteriorPower.ιMulti ℝ p v := by | |
| let b₀ := EuclideanSpace.basisFun (Fin d) ℝ | |
| have hc : ∀ i j,j∉q → b₀.repr (v i) j=0 := by | |
| intro i j hj | |
| exact (mem_coordinateSpace q.val (v i)).mp (hv i) j hj | |
| have he := exterior_eigen_basis b₀ p | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l)) | |
| (fun j => Real.exp (l*lam j)) (rate_eigen lam l) q | |
| rw [eigen_exp_product,selected_sum] at he | |
| rw [projected_wedge_line b₀ p q v hc,map_smul,he] | |
| exact smul_comm _ _ _ | |
| /-- Leading fast minor in an ACTUAL orthonormal starting frame. The input | |
| columns are not the Lyapunov gauge columns. This yields a relative lower | |
| bound at the true sum-exponent scale, whether it expands or contracts. -/ | |
| theorem orthonormal_fast_minor_lower | |
| (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ) | |
| (hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1) | |
| (s t p : ℕ) (q : powersetCard (Fin d) p) | |
| (W : Submodule ℝ (EuclideanSpace ℝ (Fin d))) | |
| (hdim : Module.finrank ℝ W=p) | |
| (hclose : ‖(groupSpace (U t) (V t) (hUV t) (hVU t) q.val).starProjection-W.starProjection‖≤1/2) | |
| (b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d))) | |
| (r : powersetCard (Fin d) p) | |
| (hcoords : ∀ x∈W,∀ j∉r,b.repr x j=0) | |
| (w : Fin p → EuclideanSpace ℝ (Fin d)) (horth : Orthonormal ℝ w) | |
| (hw : ∀ i,w i∈groupSpace (U s) (V s) (hUV s) (hVU s) q.val) | |
| {K C : ℝ} (hK : 0≤K) (hC : 0≤C) | |
| (hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d), | |
| ‖exterior p A‖≤C*(max 1 ‖A‖)^p) | |
| (hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) : | |
| Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))≤ | |
| (C*(Real.exp K)^p)^2*(C*2^p)* | |
| |projectedMinor b p r | |
| (W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) w| := by | |
| let v := fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s) (w i) | |
| have hv : ∀ i,v i∈coordinateSpace q.val := by | |
| intro i | |
| have h := hw i | |
| rw [groupSpace,Submodule.map_equiv_eq_comap_symm] at h | |
| exact h | |
| have huv : ∀ i,Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) (v i)=w i := by | |
| intro i | |
| dsimp [v] | |
| rw [←mul_apply_eq_comp,←map_mul,hUV,map_one] | |
| rfl | |
| let F := groupSpace (U t) (V t) (hUV t) (hVU t) q.val | |
| have hd : Module.finrank ℝ F=Module.finrank ℝ W := by | |
| rw [finrank_groupSpace,hdim,q.prop] | |
| let J := CloseProjection.ambientInverse F W hd hclose | |
| have hdiagM : rate lam ((t:ℝ)-s)=V t*transition U V lam s t*U s := by | |
| symm | |
| dsimp [transition] | |
| calc | |
| _ = (V t*U t)*rate lam ((t:ℝ)-s)*(V s*U s) := by noncomm_ring | |
| _ = _ := by rw [hVU,hVU,one_mul,mul_one] | |
| have hdiag : Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))= | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)* | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)* | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) := by | |
| rw [←map_mul,←map_mul,←hdiagM] | |
| have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) : | |
| ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^p := by | |
| apply (hpoly _).trans | |
| apply mul_le_mul_of_nonneg_left _ hC | |
| apply pow_le_pow_left₀ (by positivity) | |
| rw [Matrix.l2_opNorm_toEuclideanCLM] | |
| exact max_le (Real.one_le_exp_iff.mpr hK) hM | |
| have hJb : ‖exterior p J‖≤C*2^p := (hpoly J).trans | |
| (mul_le_mul_of_nonneg_left (pow_le_pow_left₀ (by positivity) | |
| (max_le (by norm_num) (CloseProjection.norm_ambientInverse F W hd hclose)) p) hC) | |
| have hh := projected_gauge_lower b p r | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) | |
| (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) W.starProjection J v | |
| _ (C*(Real.exp K)^p) (C*2^p) (by positivity) hdiag (hbnd (U s) hU) | |
| (hbnd (V t) hV) hJb (rate_coordinate_wedge lam _ p q v hv) | |
| (by | |
| intro i | |
| rw [huv] | |
| exact CloseProjection.ambientInverse_left F W hd hclose _ | |
| (transition_group U V hUV hVU lam s t q.val _ (hw i))) | |
| (by intro i j hj; exact hcoords _ (by simp) j hj) | |
| have hn : ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) | |
| (exteriorPower.ιMulti ℝ p v)‖=1 := by | |
| rw [exterior_apply,exteriorPower.map_apply_ιMulti] | |
| change ‖exteriorPower.ιMulti ℝ p (fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) (v i))‖=1 | |
| simp_rw [huv] | |
| exact norm_wedge_orthonormal p w horth | |
| have hm : projectedMinor b p r | |
| (W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)* | |
| Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) v= | |
| projectedMinor b p r | |
| (W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) w := by | |
| rw [projectedMinor_eq_det,projectedMinor_eq_det] | |
| simp only [mul_apply_eq_comp,huv] | |
| simpa only [abs_of_pos (Real.exp_pos _),hn,mul_one,hm] using hh | |
| end SmoothObstruction.EuclideanSplitting | |
| namespace SmoothObstruction.ExteriorStability | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| variable {ι : Type*} [Fintype ι] | |
| /-- A diagonal map on the orthogonal complement of one determinant line. -/ | |
| lemma diagonal_missing_line_bound (b : OrthonormalBasis ι ℝ E) | |
| (T : E →L[ℝ] E) (a : ι → ℝ) (ha : ∀ i,T (b i)=a i • b i) | |
| (i₀ : ι) (x : E) (hx : b.repr x i₀=0) | |
| {K : ℝ} (hK : 0≤K) (hbound : ∀ i,i≠i₀ → |a i|≤K) : | |
| ‖T x‖≤(Fintype.card ι:ℝ)*K*‖x‖ := by | |
| classical | |
| have hrepr : x=∑ i,(b.repr x i) • b i := (b.sum_repr x).symm | |
| calc | |
| ‖T x‖=‖∑ i,(b.repr x i) • T (b i)‖ := by | |
| conv_lhs => rw [hrepr] | |
| simp only [map_sum,map_smul] | |
| _ ≤ ∑ i,‖(b.repr x i) • T (b i)‖ := norm_sum_le _ _ | |
| _ ≤ ∑ _i : ι,K*‖x‖ := by | |
| apply Finset.sum_le_sum | |
| intro i _ | |
| by_cases hi : i=i₀ | |
| · subst i | |
| simp only [hx,zero_smul,norm_zero] | |
| positivity | |
| · rw [ha,norm_smul,norm_smul,b.norm_eq_one,mul_one,Real.norm_eq_abs,Real.norm_eq_abs] | |
| have hc : |b.repr x i|≤‖x‖ := by | |
| rw [b.repr_apply_apply,←Real.norm_eq_abs] | |
| simpa only [b.norm_eq_one,one_mul] using norm_inner_le_norm (𝕜:=ℝ) (b i) x | |
| calc | |
| _ ≤ ‖x‖*K := mul_le_mul hc (hbound i hi) (abs_nonneg _) (norm_nonneg _) | |
| _ = _ := mul_comm _ _ | |
| _ = _ := by simp only [Finset.sum_const,Finset.card_univ,nsmul_eq_mul]; ring | |
| end SmoothObstruction.ExteriorStability | |
| namespace SmoothObstruction.EuclideanSplitting | |
| open Set Matrix ExteriorStability | |
| open scoped Matrix.Norms.L2Operator | |
| variable {d : ℕ} | |
| lemma coordinate_wedge_missing_fast (S : Finset (Fin d)) | |
| (v : Fin S.card → EuclideanSpace ℝ (Fin d)) | |
| (i₀ : Fin S.card) (hslow : v i₀∈coordinateSpace Sᶜ) : | |
| ((EuclideanSpace.basisFun (Fin d) ℝ).exteriorPower S.card).repr | |
| (exteriorPower.ιMulti ℝ S.card v) (⟨S,rfl⟩ : powersetCard (Fin d) S.card)=0 := by | |
| let b₀ := EuclideanSpace.basisFun (Fin d) ℝ | |
| have he : projectedMinor b₀ S.card ⟨S,rfl⟩ (ContinuousLinearMap.id ℝ _) v=0 := by | |
| rw [projectedMinor_eq_det] | |
| apply Matrix.det_eq_zero_of_row_eq_zero i₀ | |
| intro j | |
| apply (mem_coordinateSpace Sᶜ _).mp hslow | |
| simp only [Finset.mem_compl,not_not] | |
| rw [powersetCard.ofFinEmbEquiv_symm_apply] | |
| exact Finset.orderEmbOfFin_mem _ _ _ | |
| change (b₀.exteriorPower S.card).repr (exterior S.card 1 (exteriorPower.ιMulti ℝ S.card v)) ⟨S,rfl⟩=0 at he | |
| rw [exterior_one] at he | |
| exact he | |
| /-- True nonleading volume suppression for the diagonal propagator, applied | |
| to arbitrary vectors including one slow vector, not merely coordinate | |
| columns. The loss is the exact spectral gap exp(-2g length). -/ | |
| lemma rate_nonleading_volume (lam : Fin d → ℝ) (S : Finset (Fin d)) | |
| {γ g l : ℝ} (hg : 0≤g) (hl : 0≤l) | |
| (hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g) | |
| (v : Fin S.card → EuclideanSpace ℝ (Fin d)) | |
| (i₀ : Fin S.card) (hv : v i₀∈coordinateSpace Sᶜ) : | |
| ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l)) | |
| (exteriorPower.ιMulti ℝ S.card v)‖≤ | |
| (Fintype.card (powersetCard (Fin d) S.card):ℝ)* | |
| Real.exp (l*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card v‖ := by | |
| apply diagonal_missing_line_bound | |
| ((EuclideanSpace.basisFun (Fin d) ℝ).exteriorPower S.card) _ | |
| (fun q => ∏ i : Fin S.card,Real.exp (l*lam (powersetCard.ofFinEmbEquiv.symm q i))) | |
| (exterior_eigen_basis _ _ _ _ (rate_eigen lam l)) ⟨S,rfl⟩ _ | |
| (coordinate_wedge_missing_fast S v i₀ hv) (Real.exp_nonneg _) | |
| intro q hq | |
| apply nonleading_rate_product lam S hg hl hfast hslow q | |
| intro he | |
| exact hq (Subtype.ext he) | |
| /-- The actual finite-gauge transition suppresses every maximal starting | |
| wedge containing a slow vector relative to its true fast sum-rate. -/ | |
| theorem transition_nonleading_volume | |
| (U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ) | |
| (hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1) | |
| (S : Finset (Fin d)) {s t : ℕ} (hst : s≤t) {γ g K C : ℝ} | |
| (hg : 0≤g) (hK : 0≤K) (hC : 0≤C) | |
| (hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g) | |
| (hU : ‖U t‖≤Real.exp K) (hV : ‖V s‖≤Real.exp K) | |
| (hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d), | |
| ‖exterior S.card A‖≤C*(max 1 ‖A‖)^S.card) | |
| (w : Fin S.card → EuclideanSpace ℝ (Fin d)) | |
| (i₀ : Fin S.card) (hw : w i₀∈groupSpace (U s) (V s) (hUV s) (hVU s) Sᶜ) : | |
| ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) | |
| (exteriorPower.ιMulti ℝ S.card w)‖≤ | |
| (C*(Real.exp K)^S.card)^2*(Fintype.card (powersetCard (Fin d) S.card):ℝ)* | |
| Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card w‖ := by | |
| let v := fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s) (w i) | |
| have hv : v i₀∈coordinateSpace Sᶜ := by | |
| rw [groupSpace,Submodule.map_equiv_eq_comap_symm] at hw | |
| exact hw | |
| have he := rate_nonleading_volume lam S hg | |
| (sub_nonneg.mpr (by exact_mod_cast hst) : 0≤(t:ℝ)-s) hfast hslow v i₀ hv | |
| have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) : | |
| ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^S.card := by | |
| apply (hpoly _).trans | |
| apply mul_le_mul_of_nonneg_left _ hC | |
| apply pow_le_pow_left₀ (by positivity) | |
| rw [Matrix.l2_opNorm_toEuclideanCLM] | |
| exact max_le (Real.one_le_exp_iff.mpr hK) hM | |
| have hwedge : exteriorPower.ιMulti ℝ S.card v= | |
| exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s)) | |
| (exteriorPower.ιMulti ℝ S.card w) := by | |
| rw [exterior_apply,exteriorPower.map_apply_ιMulti] | |
| rfl | |
| have hvb : ‖exteriorPower.ιMulti ℝ S.card v‖≤ | |
| (C*(Real.exp K)^S.card)*‖exteriorPower.ιMulti ℝ S.card w‖ := by | |
| rw [hwedge] | |
| exact ((exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s))).le_opNorm _).trans | |
| (mul_le_mul_of_nonneg_right (hbnd (V s) hV) (norm_nonneg _)) | |
| have htransition : exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) | |
| (exteriorPower.ιMulti ℝ S.card w)= | |
| exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t)) | |
| (exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) | |
| (exteriorPower.ιMulti ℝ S.card v)) := by | |
| rw [hwedge] | |
| simp only [transition,map_mul,exterior_mul,mul_apply_eq_comp] | |
| rw [htransition] | |
| calc | |
| _ ≤ ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t))‖* | |
| ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) | |
| (exteriorPower.ιMulti ℝ S.card v)‖ := ContinuousLinearMap.le_opNorm _ _ | |
| _ ≤ (C*(Real.exp K)^S.card)*((Fintype.card (powersetCard (Fin d) S.card):ℝ)* | |
| Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card v‖) := by | |
| exact mul_le_mul (hbnd (U t) hU) he (norm_nonneg _) (by positivity) | |
| _ ≤ (C*(Real.exp K)^S.card)*((Fintype.card (powersetCard (Fin d) S.card):ℝ)* | |
| Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))* | |
| ((C*(Real.exp K)^S.card)*‖exteriorPower.ιMulti ℝ S.card w‖)) := by | |
| gcongr | |
| _ = _ := by ring | |
| end SmoothObstruction.EuclideanSplitting | |
| namespace SmoothObstruction.ExteriorStability | |
| open Module Set | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| /-- Continuity is proved from the actual determinant polynomial. -/ | |
| noncomputable def continuousWedge (p : ℕ) : | |
| ContinuousMultilinearMap ℝ (fun _ : Fin p => E) (⋀[ℝ]^p E) where | |
| toMultilinearMap := (exteriorPower.ιMulti ℝ p).toMultilinearMap | |
| cont := (contDiff_wedge p).continuous | |
| lemma unit_wedge_bound (p : ℕ) (v : Fin p → E) (hv : ∀ i,‖v i‖≤1) : | |
| ‖exteriorPower.ιMulti ℝ p v‖≤‖continuousWedge (E:=E) p‖ := by | |
| have hh := (continuousWedge (E:=E) p).le_opNorm v | |
| apply hh.trans | |
| have hp : (∏ i,‖v i‖)≤1 := Finset.prod_le_one₀ (fun _ _ => norm_nonneg _) (fun index _ => hv index) | |
| exact (mul_le_mul_of_nonneg_left hp (norm_nonneg _)).trans_eq (mul_one _) | |
| variable {ι : Type*} [Fintype ι] [LinearOrder ι] | |
| lemma projectedMinor_norm_le (b : OrthonormalBasis ι ℝ E) (p : ℕ) | |
| (r : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) : | |
| |projectedMinor b p r A v|≤‖exterior p A (exteriorPower.ιMulti ℝ p v)‖ := by | |
| rw [projectedMinor,(b.exteriorPower p).repr_apply_apply,←Real.norm_eq_abs] | |
| simpa only [(b.exteriorPower p).norm_eq_one,one_mul] using | |
| norm_inner_le_norm (𝕜:=ℝ) ((b.exteriorPower p) r) _ | |
| end SmoothObstruction.ExteriorStability | |
| end | |
| end OAI | |