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| import Mathlib | |
| import OAI.MeasureTheory.Falconer.Model | |
| import OAI.MeasureTheory.Falconer.Recursion.Ledger | |
| import OAI.MeasureTheory.FalconerCompletion.Graphs.RetainedCenterTests | |
| import OAI.MeasureTheory.FalconerCompletion.Sphere.SpherePlaneWave2 | |
| namespace OAI | |
| /-! Graph energies and pair estimates. -/ | |
| open _root_.OAI.PlanarFalconer | |
| section | |
| section | |
| namespace CurrentFalconer.TreeND | |
| open Set Metric MeasureTheory PlanarFalconer | |
| open scoped ENNReal RealInnerProductSpace | |
| attribute [local instance] Classical.propDecidable | |
| variable {d : ℕ} | |
| theorem source_graph_degrees {sig c₀ Ccap : ℝ} (hsig : 0 < sig) | |
| (hc₀ : 0 ≤ c₀) (hCcap : 0 ≤ Ccap) : | |
| ∃ N₀ : ℕ, ∀ N ≥ N₀, | |
| ∀ (ρ₁ ρ₂ : Measure (EuclideanSpace ℝ (Fin d))) (A₁ A₂ : ℕ → ℝ) | |
| (C : ℝ) (J i₁ i₂ a g₁ g₂ p : ℕ) (X Y : CellPath d) (A B : Finset (CellPath d)) | |
| (ηv ηw : EuclideanSpace ℝ (Fin d) → ℝ) | |
| (b c : EuclideanSpace ℝ (Fin d) → EuclideanSpace ℝ (Fin d) → ℂ) | |
| (v w : EuclideanSpace ℝ (Fin d)), | |
| a ≤ g₁ → a ≤ g₂ → g₁ ≤ p → g₂ ≤ p → | |
| (g₁:ℝ) ≤ (a:ℝ)+2*sig*N → (g₂:ℝ) ≤ (a:ℝ)+2*sig*N → | |
| 0 < J → i₁ ≤ J → i₂ ≤ J → ‖v‖=1 → ‖w‖=1 → | |
| (∀ u, ‖u‖=1 → ηv u ≠ 0 → dist v u ≤ Ccap*graphCapScale N a p c₀ sig) → | |
| (∀ u, ‖u‖=1 → ηw u ≠ 0 → dist w u ≤ Ccap*graphCapScale N a p c₀ sig) → | |
| ImposesParallelTest ρ₁ g₁ p (testWidth N J i₁ p sig) | |
| (((2:ℝ)^N)^(height A₁ g₁ p+C*sig)) b → | |
| ImposesParallelTest ρ₂ g₂ p (testWidth N J i₂ p sig) | |
| (((2:ℝ)^N)^(height A₂ g₂ p+C*sig)) c → | |
| let Sv := eligibleCells ρ₁ a p X ηv b | |
| let Sw := eligibleCells ρ₁ a p X ηw b | |
| let Tv := eligibleCells ρ₂ a p Y ηv c | |
| let Tw := eligibleCells ρ₂ a p Y ηw c | |
| let τ := graphTolerance N p sig | |
| let D := ((2:ℝ)^N)^(min (height A₁ a p) (height A₂ a p)+(C+32*(d:ℝ)+1)*sig) | |
| (∀ row, | |
| (((A.product B).filter (retainedHGraph Sv Tw v w τ row)).card : ℝ) ≤ D ∧ | |
| (((A.product B).filter (retainedHFGraph Sv Sw Tv Tw v w τ row)).card : ℝ) ≤ D) ∧ | |
| (∀ col, | |
| (((A.product B).filter (fun row => retainedHGraph Sv Tw v w τ row col)).card : ℝ) ≤ D ∧ | |
| (((A.product B).filter (fun row => retainedHFGraph Sv Sw Tv Tw v w τ row col)).card : ℝ) ≤ D) := by | |
| obtain ⟨N₀,hN₀⟩ := graph_eventually_large (d:=d) hsig Ccap | |
| refine ⟨N₀,?_⟩ | |
| intro N hN ρ₁ ρ₂ A₁ A₂ C J i₁ i₂ a g₁ g₂ p X Y A B ηv ηw b c v w | |
| hag₁ hag₂ hg₁p hg₂p hanchor₁ hanchor₂ hJ hi₁ hi₂ hv hw hcapv hcapw htest₁ htest₂ | |
| obtain ⟨hlarge₁,hlarge₂⟩ := hN₀ N hN | |
| have hδ : 0 ≤ Ccap*graphCapScale N a p c₀ sig := | |
| mul_nonneg hCcap (graphCapScale_nonneg hc₀) | |
| have hτ : 0 ≤ graphTolerance N p sig := by rw [graphTolerance_eq]; positivity | |
| have hW₁ := graph_source_width (c₀:=c₀) (p:=p) hsig.le hCcap hag₁ hJ hi₁ hlarge₂ | |
| have hW₂ := graph_source_width (c₀:=c₀) (p:=p) hsig.le hCcap hag₂ hJ hi₂ hlarge₂ | |
| have hdeg := eligibleGraphDegrees ρ₁ ρ₂ a g₁ g₂ p X Y A B ηv ηw b c v w | |
| (Ccap*graphCapScale N a p c₀ sig) (graphTolerance N p sig) | |
| (testWidth N J i₁ p sig) (testWidth N J i₂ p sig) | |
| (((2:ℝ)^N)^(height A₁ g₁ p+C*sig)) (((2:ℝ)^N)^(height A₂ g₂ p+C*sig)) | |
| hag₁ hag₂ hg₁p hg₂p hv hw hδ hτ (by positivity) (by positivity) | |
| hW₁ hW₂ hcapv hcapw htest₁ htest₂ | |
| have hscale := graph_source_degree_scale_absorb (C:=C) A₁ A₂ hsig.le hag₁ hag₂ hg₁p hg₂p | |
| hanchor₁ hanchor₂ hlarge₁ | |
| exact ⟨fun row => ⟨((hdeg.1 row).1).trans hscale,((hdeg.1 row).2).trans hscale⟩, | |
| fun col => ⟨((hdeg.2 col).1).trans hscale,((hdeg.2 col).2).trans hscale⟩⟩ | |
| end CurrentFalconer.TreeND | |
| end | |
| end | |
| section | |
| section | |
| open Set MeasureTheory | |
| open scoped ComplexConjugate RealInnerProductSpace | |
| namespace CurrentFalconer | |
| variable {V : Type*} | |
| theorem zero_cap_energy_transform [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] (μ σ : Measure V) | |
| [IsFiniteMeasure μ] [IsFiniteMeasure σ] | |
| (η : V → ℝ) (b : V → V → ℂ) | |
| (hη : Measurable η) (hb : Measurable (Function.uncurry b)) | |
| {P B : ℝ} (hP : 0 ≤ P) (_hB : 0 ≤ B) | |
| (hη0 : ∀ᵐ w ∂σ, 0 ≤ η w) (hηP : ∀ᵐ w ∂σ, η w ≤ P) | |
| (hbB : ∀ᵐ w ∂σ, ∀ x, ‖b x w‖ ≤ B) | |
| (hzero : (∫ x, ∫ w, η w * ‖b x w‖^2 ∂σ ∂μ)=0) : | |
| ∀ᵐ w ∂σ, η w=0 ∨ ∀ r, sourceAngularTransformND μ univ 1 b r w=0 := by | |
| let f : V×V → ℝ := fun z => η z.2*‖b z.1 z.2‖^2 | |
| have hfm : Measurable f := (hη.comp measurable_snd).mul (hb.norm.pow_const 2) | |
| have hfn : 0 ≤ᵐ[μ.prod σ] f := by | |
| filter_upwards [Measure.quasiMeasurePreserving_snd.ae hη0] with z hz | |
| exact mul_nonneg hz (sq_nonneg _) | |
| have hfi : Integrable f (μ.prod σ) := by | |
| apply Integrable.of_bound hfm.aestronglyMeasurable (P*B^2) | |
| filter_upwards [Measure.quasiMeasurePreserving_snd.ae hη0,Measure.quasiMeasurePreserving_snd.ae hηP,Measure.quasiMeasurePreserving_snd.ae hbB] with z hn hp hb | |
| change ‖η z.2*‖b z.1 z.2‖^2‖ ≤ P*B^2 | |
| rw [Real.norm_eq_abs, abs_of_nonneg (mul_nonneg hn (sq_nonneg _))] | |
| exact mul_le_mul hp (pow_le_pow_left₀ (norm_nonneg _) (hb z.1) 2) (sq_nonneg _) hP | |
| have hfz : f =ᵐ[μ.prod σ] 0 := by | |
| apply (integral_eq_zero_iff_of_nonneg_ae hfn hfi).mp | |
| rw [integral_prod _ hfi] | |
| exact hzero | |
| have hswap : ∀ᵐ w ∂σ, ∀ᵐ x ∂μ, η w*‖b x w‖^2=0 := by | |
| apply (Measure.ae_ae_comm ?_).mp (Measure.ae_ae_of_ae_prod hfz) | |
| exact hfm (measurableSet_singleton 0) | |
| filter_upwards [hswap] with w hw | |
| by_cases he : η w=0 | |
| · exact Or.inl he | |
| right | |
| intro r | |
| unfold sourceAngularTransformND | |
| simp only [inv_one,one_smul,Measure.restrict_univ] | |
| apply integral_eq_zero_of_ae | |
| filter_upwards [hw] with x hx | |
| have hn : ‖b x w‖^2=0 := (mul_eq_zero.mp hx).resolve_left he | |
| have hz : b x w=0 := norm_eq_zero.mp (sq_eq_zero_iff.mp hn) | |
| simp [hz] | |
| lemma cap_energy_nonneg [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| (μ σ : Measure V) (η : V → ℝ) (b : V → V → ℂ) | |
| (hη : ∀ᵐ w ∂σ, 0 ≤ η w) : | |
| 0 ≤ ∫ x, ∫ w, η w*‖b x w‖^2 ∂σ ∂μ := by | |
| apply integral_nonneg | |
| intro x | |
| apply integral_nonneg_of_ae | |
| filter_upwards [hη] with w hw | |
| exact mul_nonneg hw (sq_nonneg _) | |
| theorem nonpositive_cap_pair_zero [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] (μ σ : Measure V) | |
| [IsFiniteMeasure μ] [IsFiniteMeasure σ] | |
| (η : V → ℝ) (b : V → V → ℂ) | |
| (hη : Measurable η) (hb : Measurable (Function.uncurry b)) | |
| {P B : ℝ} (hP : 0 ≤ P) (hB : 0 ≤ B) | |
| (hη0 : ∀ᵐ w ∂σ, 0 ≤ η w) (hηP : ∀ᵐ w ∂σ, η w ≤ P) | |
| (hbB : ∀ᵐ w ∂σ, ∀ x, ‖b x w‖ ≤ B) | |
| (hzero : ¬0 < (∫ x, ∫ w, η w * ‖b x w‖^2 ∂σ ∂μ)) | |
| (θ W : V → ℂ) (r : ℝ) : | |
| (∫ w, (η w:ℂ)*θ w*sourceAngularTransformND μ univ 1 b r w*conj (W w) ∂σ)=0 ∧ | |
| (∫ w, (η w:ℂ)*θ w*W w*conj (sourceAngularTransformND μ univ 1 b r w) ∂σ)=0 := by | |
| have hz := zero_cap_energy_transform μ σ η b hη hb hP hB hη0 hηP hbB | |
| (le_antisymm (not_lt.mp hzero) (cap_energy_nonneg μ σ η b hη0)) | |
| constructor <;> apply integral_eq_zero_of_ae <;> filter_upwards [hz] with w hw | |
| · rcases hw with hw | hw <;> simp [hw] | |
| · rcases hw with hw | hw <;> simp [hw] | |
| end CurrentFalconer | |
| end | |
| end | |
| section | |
| section | |
| open Set MeasureTheory | |
| open scoped ComplexConjugate RealInnerProductSpace | |
| namespace Attempt4Near | |
| open Set MeasureTheory | |
| open scoped ENNReal ComplexConjugate | |
| variable {V : Type*} [MeasurableSpace V] | |
| noncomputable def sourceAngularMomentND (μ : Measure V) (U : ℝ × V → ℂ) (r : ℝ) : ℝ := | |
| ∫ w, ‖U (r,w)‖^2 ∂μ | |
| noncomputable def sourceAngularHND (d : ℕ) (μ : Measure V) (a v : ℝ) | |
| (Ψ : ℝ → ℝ) (U W : ℝ × V → ℂ) : ℝ := | |
| (2:ℝ)^((d:ℝ)*(v-a))*((2:ℝ)^v)⁻¹* | |
| ∫ r, Ψ (r/(2:ℝ)^v)*sourceAngularMomentND μ U r*sourceAngularMomentND μ W r | |
| noncomputable def sourceAngularHFND (d : ℕ) (μ : Measure V) (a v : ℝ) | |
| (Ψ : ℝ → ℝ) (ψ : V → ℂ) (U W : ℝ × V → ℂ) : ℝ := | |
| (2:ℝ)^((d:ℝ)*(v-a))*((2:ℝ)^v)⁻¹* | |
| ∫ r, Ψ (r/(2:ℝ)^v)*‖∫ w, ψ w*U (r,w)*conj (W (r,w)) ∂μ‖^2 | |
| lemma graph_radial_normalizationND {Ω : ℝ} (hΩ : 0 < Ω) (Ψ f : ℝ → ℝ) : | |
| Ω⁻¹*(∫ r, Ψ (r/Ω)*f r) = ∫ u, Ψ u*f (Ω*u) := by | |
| have h := Measure.integral_comp_mul_left (fun r => Ψ (r/Ω)*f r) Ω | |
| simp only [abs_of_pos (inv_pos.mpr hΩ),smul_eq_mul] at h | |
| rw [← h] | |
| apply integral_congr_ae | |
| filter_upwards with u | |
| rw [mul_div_cancel_left₀ u hΩ.ne'] | |
| lemma sourceAngularHND_normalized (d : ℕ) (μ : Measure V) (a v : ℝ) | |
| (Ψ : ℝ → ℝ) (U W : ℝ × V → ℂ) : | |
| sourceAngularHND d μ a v Ψ U W = (2:ℝ)^((d:ℝ)*(v-a))* | |
| ∫ u, Ψ u*sourceAngularMomentND μ U ((2:ℝ)^v*u)*sourceAngularMomentND μ W ((2:ℝ)^v*u) := by | |
| dsimp [sourceAngularHND] | |
| rw [mul_assoc] | |
| congr 1 | |
| simpa only [mul_assoc] using graph_radial_normalizationND (by positivity : (0:ℝ)<(2:ℝ)^v) | |
| Ψ (fun r => sourceAngularMomentND μ U r*sourceAngularMomentND μ W r) | |
| lemma sourceAngularHFND_normalized (d : ℕ) (μ : Measure V) (a v : ℝ) | |
| (Ψ : ℝ → ℝ) (ψ : V → ℂ) (U W : ℝ × V → ℂ) : | |
| sourceAngularHFND d μ a v Ψ ψ U W = (2:ℝ)^((d:ℝ)*(v-a))* | |
| ∫ u, Ψ u*‖∫ w, ψ w*U ((2:ℝ)^v*u,w)*conj (W ((2:ℝ)^v*u,w)) ∂μ‖^2 := by | |
| dsimp [sourceAngularHFND] | |
| rw [mul_assoc,graph_radial_normalizationND (by positivity : (0:ℝ)<(2:ℝ)^v)] | |
| lemma sourceAngularMomentND_measurable (μ : Measure V) [SFinite μ] | |
| {U : ℝ × V → ℂ} (hU : Measurable U) : Measurable (sourceAngularMomentND μ U) := | |
| (hU.norm.pow_const 2).stronglyMeasurable.integral_prod_right'.measurablelemma sourceAngularMomentND_nonneg (μ : Measure V) (U : ℝ × V → ℂ) (r : ℝ) : 0 ≤ sourceAngularMomentND μ U r := integral_nonneg (fun _ => sq_nonneg _)lemma sourceAngularMomentND_bound (μ : Measure V) [IsFiniteMeasure μ] | |
| (U : ℝ × V → ℂ) {C : ℝ} (r : ℝ) (hb : ∀ᵐ w ∂μ, ‖U (r,w)‖ ≤ C) : | |
| sourceAngularMomentND μ U r ≤ C^2*μ.real univ := by | |
| apply (le_abs_self _).trans | |
| rw [← Real.norm_eq_abs] | |
| apply norm_integral_le_of_norm_le_const | |
| filter_upwards [hb] with w hw | |
| rw [Real.norm_eq_abs,abs_of_nonneg (sq_nonneg _)] | |
| exact pow_le_pow_left₀ (norm_nonneg _) hw 2 | |
| lemma angular_square_integrableND (μ : Measure V) [IsFiniteMeasure μ] | |
| {f : V → ℂ} (hf : Measurable f) {C : ℝ} (hb : ∀ᵐ w ∂μ, ‖f w‖ ≤ C) : | |
| Integrable (fun w => ‖f w‖^2) μ := by | |
| apply Integrable.of_bound (hf.norm.pow_const 2).aestronglyMeasurable (C^2) | |
| filter_upwards [hb] with w hw | |
| rw [Real.norm_eq_abs,abs_of_nonneg (sq_nonneg _)] | |
| exact pow_le_pow_left₀ (norm_nonneg _) hw 2 | |
| lemma graph_weighted_moments_integrableND (μ : Measure V) [IsFiniteMeasure μ] | |
| {U W : ℝ × V → ℂ} (hU : Measurable U) (hW : Measurable W) | |
| {C D : ℝ} (hUbound : ∀ r, ∀ᵐ w ∂μ, ‖U (r,w)‖ ≤ C) | |
| (hWbound : ∀ r, ∀ᵐ w ∂μ, ‖W (r,w)‖ ≤ D) | |
| {Ψ : ℝ → ℝ} (hΨ : Integrable Ψ) : | |
| Integrable (fun r => Ψ r*sourceAngularMomentND μ U r*sourceAngularMomentND μ W r) := by | |
| apply (hΨ.norm.mul_const ((C^2*μ.real univ)*(D^2*μ.real univ))).mono' | |
| ((hΨ.aestronglyMeasurable.mul (sourceAngularMomentND_measurable μ hU).aestronglyMeasurable).mul | |
| (sourceAngularMomentND_measurable μ hW).aestronglyMeasurable) | |
| filter_upwards with r | |
| change ‖Ψ r*sourceAngularMomentND μ U r*sourceAngularMomentND μ W r‖ ≤ _ | |
| rw [norm_mul,norm_mul,Real.norm_eq_abs (sourceAngularMomentND μ U r), | |
| Real.norm_eq_abs (sourceAngularMomentND μ W r), | |
| abs_of_nonneg (sourceAngularMomentND_nonneg μ U r), | |
| abs_of_nonneg (sourceAngularMomentND_nonneg μ W r),mul_assoc] | |
| exact mul_le_mul_of_nonneg_left (mul_le_mul (sourceAngularMomentND_bound μ U r (hUbound r)) | |
| (sourceAngularMomentND_bound μ W r (hWbound r)) (sourceAngularMomentND_nonneg μ W r) | |
| (by positivity)) (norm_nonneg _) | |
| lemma sourceAngularMomentND_pair (μ : Measure V) [SFinite μ] | |
| (U W : ℝ × V → ℂ) (r : ℝ) : | |
| (∫ w : V × V, ‖U (r,w.1)*W (r,w.2)‖^2 ∂μ.prod μ) = | |
| sourceAngularMomentND μ U r*sourceAngularMomentND μ W r := by | |
| simp_rw [norm_mul,mul_pow] | |
| exact integral_prod_mul (fun w => ‖U (r,w)‖^2) (fun w => ‖W (r,w)‖^2) | |
| end Attempt4Near | |
| end | |
| end | |
| section | |
| section | |
| open Set MeasureTheory | |
| open scoped ComplexConjugate RealInnerProductSpace | |
| namespace Attempt4Near | |
| open scoped BigOperators ComplexConjugate | |
| theorem finset_bipartite_schur {α β : Type*} (A : Finset α) (B : Finset β) | |
| (G : α → β → Prop) [DecidableRel G] (u : α → ℝ) (v : β → ℝ) (d : ℝ) | |
| (hrow : ∀ a ∈ A, ((B.filter (G a)).card : ℝ) ≤ d) | |
| (hcol : ∀ b ∈ B, ((A.filter (fun a => G a b)).card : ℝ) ≤ d) : | |
| (∑ a ∈ A, ∑ b ∈ B, if G a b then u a*v b else 0) ≤ | |
| d/2*((∑ a ∈ A, u a^2)+(∑ b ∈ B, v b^2)) := by | |
| have hp (a : α) (b : β) : 2*(if G a b then u a*v b else 0) ≤ | |
| (if G a b then u a^2 else 0)+(if G a b then v b^2 else 0) := by | |
| split_ifs | |
| · nlinarith [sq_nonneg (u a-v b)] | |
| · norm_num | |
| have hs := Finset.sum_le_sum (s := A) (fun a _ => | |
| Finset.sum_le_sum (s := B) (fun b _ => hp a b)) | |
| simp only [Finset.sum_add_distrib,← Finset.mul_sum] at hs | |
| have hR : (∑ a ∈ A, ∑ b ∈ B, if G a b then u a^2 else 0) ≤ d*(∑ a ∈ A, u a^2) := by | |
| rw [Finset.mul_sum] | |
| apply Finset.sum_le_sum | |
| intro a ha | |
| simp only [← Finset.sum_filter,Finset.sum_const,nsmul_eq_mul] | |
| exact mul_le_mul_of_nonneg_right (hrow a ha) (sq_nonneg _) | |
| have hC : (∑ a ∈ A, ∑ b ∈ B, if G a b then v b^2 else 0) ≤ d*(∑ b ∈ B, v b^2) := by | |
| rw [Finset.sum_comm,Finset.mul_sum] | |
| apply Finset.sum_le_sum | |
| intro b hb | |
| simp only [← Finset.sum_filter,Finset.sum_const,nsmul_eq_mul] | |
| exact mul_le_mul_of_nonneg_right (hcol b hb) (sq_nonneg _) | |
| nlinarith | |
| lemma graph_discarded_sumND {ι : Type*} (S : Finset ι) (G : ι → Prop) | |
| [DecidablePred G] (K : ι → ℂ) {ε : ℝ} | |
| (hε : 0 ≤ ε) (hK : ∀ i ∈ S, ¬G i → ‖K i‖ ≤ ε) : | |
| ‖(∑ i ∈ S, K i)-(∑ i ∈ S.filter G, K i)‖ ≤ S.card*ε := by | |
| classical | |
| have he : (∑ i ∈ S, K i)-(∑ i ∈ S.filter G, K i) = | |
| ∑ i ∈ S.filter (fun i => ¬G i), K i := by | |
| have h := Finset.sum_filter_add_sum_filter_not S G K | |
| linear_combination -h | |
| rw [he] | |
| calc | |
| _ ≤ ∑ i ∈ S.filter (fun i => ¬G i), ‖K i‖ := norm_sum_le _ _ | |
| _ ≤ ∑ _i ∈ S.filter (fun i => ¬G i), ε := Finset.sum_le_sum | |
| (fun i hi => hK i (Finset.mem_filter.mp hi).1 (Finset.mem_filter.mp hi).2) | |
| _ ≤ S.card*ε := by | |
| simp only [Finset.sum_const,nsmul_eq_mul] | |
| exact mul_le_mul_of_nonneg_right (by exact_mod_cast Finset.card_filter_le S _) hε | |
| lemma graph_complex_schurND {α β : Type*} (A : Finset α) (B : Finset β) | |
| (G : α → β → Prop) [DecidableRel G] (F : α → ℂ) (H : β → ℂ) (D : ℝ) | |
| (hrow : ∀ a ∈ A, ((B.filter (G a)).card : ℝ) ≤ D) | |
| (hcol : ∀ b ∈ B, ((A.filter (fun a => G a b)).card : ℝ) ≤ D) : | |
| ‖∑ a ∈ A, ∑ b ∈ B, if G a b then F a*conj (H b) else 0‖ ≤ | |
| D/2*((∑ a ∈ A, ‖F a‖^2)+(∑ b ∈ B, ‖H b‖^2)) := by | |
| calc | |
| _ ≤ ∑ a ∈ A, ∑ b ∈ B, if G a b then ‖F a‖*‖H b‖ else 0 := by | |
| apply (norm_sum_le _ _).trans | |
| apply Finset.sum_le_sum | |
| intro a _ | |
| apply (norm_sum_le _ _).trans | |
| apply Finset.sum_le_sum | |
| intro b _ | |
| split_ifs <;> simp | |
| _ ≤ _ := finset_bipartite_schur A B G (fun a => ‖F a‖) (fun b => ‖H b‖) D hrow hcol | |
| lemma graph_partition_schurND {α β κ : Type*} (A : Finset α) (B : Finset β) | |
| (C : Finset κ) (G : κ → α → β → Prop) [∀ k, DecidableRel (G k)] | |
| (F : α → ℂ) (H : β → ℂ) (η : κ → ℝ) | |
| (hη : ∀ k ∈ C, 0 ≤ η k) (hpart : ∑ k ∈ C, η k=1) (D : ℝ) | |
| (hrow : ∀ k ∈ C, ∀ a ∈ A, ((B.filter (G k a)).card : ℝ) ≤ D) | |
| (hcol : ∀ k ∈ C, ∀ b ∈ B, ((A.filter (fun a => G k a b)).card : ℝ) ≤ D) : | |
| ‖∑ k ∈ C, (η k:ℂ)*(∑ a ∈ A, ∑ b ∈ B, if G k a b then F a*conj (H b) else 0)‖ ≤ | |
| D/2*((∑ a ∈ A, ‖F a‖^2)+(∑ b ∈ B, ‖H b‖^2)) := by | |
| calc | |
| _ ≤ ∑ k ∈ C, η k*(D/2*((∑ a ∈ A, ‖F a‖^2)+(∑ b ∈ B, ‖H b‖^2))) := by | |
| apply (norm_sum_le _ _).trans | |
| apply Finset.sum_le_sum | |
| intro k hk | |
| rw [norm_mul,Complex.norm_real,Real.norm_eq_abs,abs_of_nonneg (hη k hk)] | |
| exact mul_le_mul_of_nonneg_left (graph_complex_schurND A B (G k) F H D | |
| (hrow k hk) (hcol k hk)) (hη k hk) | |
| _ = _ := by rw [← Finset.sum_mul,hpart,one_mul] | |
| lemma graph_product_square_sumND {α β : Type*} (A : Finset α) (B : Finset β) | |
| (U : α → ℂ) (V : β → ℂ) : | |
| (∑ z ∈ A.product B, ‖U z.1*V z.2‖^2) = | |
| (∑ a ∈ A, ‖U a‖^2)*(∑ b ∈ B, ‖V b‖^2) := by | |
| rw [Finset.product_eq_sprod,Finset.sum_product] | |
| simp_rw [norm_mul,mul_pow] | |
| rw [Finset.sum_mul] | |
| apply Finset.sum_congr rfl | |
| intro a _ | |
| rw [Finset.mul_sum] | |
| lemma graph_partition_product_schurND {α β κ : Type*} (A : Finset α) (B : Finset β) | |
| (C : Finset κ) (G : κ → (α × β) → (α × β) → Prop) [∀ k, DecidableRel (G k)] | |
| (U₁ U₂ : α → ℂ) (V₁ V₂ : β → ℂ) (η : κ → ℝ) | |
| (hη : ∀ k ∈ C, 0 ≤ η k) (hpart : ∑ k ∈ C, η k=1) (D : ℝ) | |
| (hrow : ∀ k ∈ C, ∀ a ∈ A.product B, (((A.product B).filter (G k a)).card : ℝ) ≤ D) | |
| (hcol : ∀ k ∈ C, ∀ b ∈ A.product B, (((A.product B).filter (fun a => G k a b)).card : ℝ) ≤ D) : | |
| ‖∑ k ∈ C, (η k:ℂ)*(∑ a ∈ A.product B, ∑ b ∈ A.product B, | |
| if G k a b then (U₁ a.1*V₁ a.2)*conj (U₂ b.1*V₂ b.2) else 0)‖ ≤ | |
| D/2*((∑ a ∈ A, ‖U₁ a‖^2)*(∑ b ∈ B, ‖V₁ b‖^2)+ | |
| (∑ a ∈ A, ‖U₂ a‖^2)*(∑ b ∈ B, ‖V₂ b‖^2)) := by | |
| simpa only [graph_product_square_sumND] using graph_partition_schurND | |
| (A.product B) (A.product B) C G (fun z => U₁ z.1*V₁ z.2) (fun z => U₂ z.1*V₂ z.2) | |
| η hη hpart D hrow hcol | |
| lemma graph_pair_partitionND {κ : Type*} (C : Finset κ) (η₁ η₂ : κ → ℝ) | |
| (h₁ : ∑ k ∈ C, η₁ k=1) (h₂ : ∑ k ∈ C, η₂ k=1) : | |
| ∑ k ∈ C.product C, η₁ k.1*η₂ k.2=1 := by | |
| rw [Finset.product_eq_sprod,Finset.sum_product,← Finset.sum_mul_sum,h₁,h₂,one_mul] | |
| end Attempt4Near | |
| end | |
| end | |
| end OAI | |