import Mathlib import OAI.Geometry.BallPacking.Moser.AnnularFinalPacking namespace OAI noncomputable section namespace PackingSufficiencySupport.Hamiltonian open scoped ContDiff Manifold Topology BigOperators open Set Function Manifold MeasureTheory Filter theorem equalNormalCoefficient_pos {m : ℕ} {b d : ℝ} (hb : 0≤b) (hbd : b*d<1) {p : Fin m → ℝ} (hp : (∑ j,p j)≤d) : 0 hp j))) theorem equalNormalCoefficient_uniform_limit {m : ℕ} {b d a : ℝ} (hb : 0≤b) (hbd : b*d<1) {P : Set (Fin m → ℝ)} (hP : ∀ p∈P,(∀ j,0≤p j) ∧ (∑ j,p j)≤d) {mass : ℕ → ℝ} (hmass : Tendsto mass atTop (𝓝 a)) : TendstoUniformlyOn (fun ℓ p => equalNormalCoefficient m b p * mass ℓ) (fun p => a * equalNormalCoefficient m b p) atTop P := by rw [Metric.tendstoUniformlyOn_iff] intro ε hε have hm : ∀ᶠ ℓ in atTop,dist (mass ℓ) a<ε := hmass.eventually (Metric.ball_mem_nhds a hε) filter_upwards [hm] with ℓ hℓ p hp have hc0 := equalNormalCoefficient_pos hb hbd (hP p hp).2 have hc1 := equalNormalCoefficient_le_one hb (hP p hp).1 rw [Real.dist_eq,show a*equalNormalCoefficient m b p- equalNormalCoefficient m b p*mass ℓ = equalNormalCoefficient m b p*(a-mass ℓ) by ring, abs_mul,abs_of_pos hc0] calc equalNormalCoefficient m b p * |a-mass ℓ| ≤ |a-mass ℓ| := mul_le_of_le_one_left (abs_nonneg _) hc1 _ < ε := by simpa only [Real.dist_eq,abs_sub_comm] using hℓ variable {M : Type*} [TopologicalSpace M] [ChartedSpace Plane M] [IsManifold 𝓘(ℝ,Plane) ∞ M] [T2Space M] [PreconnectedSpace M] [NormalSpace M] [SigmaCompactSpace M] theorem exists_equalNormalPrimitive_sequence {m : ℕ} (D : ℕ → Set M) (hD : ∀ ℓ,IsCompact (D ℓ)) (hproper : ∀ ℓ,(D ℓ)ᶜ.Nonempty) (hor : PositivePlaneTransitions M) {σ : ManifoldTwoForm Plane M} (hσ : SmoothTwoForm σ) (hskew : ∀ x u v,σ x u v= -σ x v u) (b : ℝ) (A : ℕ → Fin m → ManifoldOneForm Plane M) (hA : ∀ ℓ j,SmoothOneFormFamily (fun _ : ℝ => A ℓ j)) (hdA : ∀ ℓ,∀ᶠ x in 𝓝ˢ (D ℓ),∀ j,manifoldExteriorOneForm (A ℓ j) x=(-b) • σ x) : ∃ γ : ℕ → ManifoldOneForm Plane M, (∀ ℓ,SmoothOneFormFamily (fun _ : ℝ => γ ℓ)) ∧ (∀ ℓ,∃ L : Set M,IsCompact L ∧ ∀ x,x∉L → γ ℓ x=0) ∧ (∀ ℓ,SmoothOneFormFamily (equalNormalPrimitive (γ ℓ) (A ℓ))) ∧ ∀ ℓ,∀ᶠ x in 𝓝ˢ (D ℓ),∀ p, manifoldExteriorOneForm (equalNormalPrimitive (γ ℓ) (A ℓ) p) x = equalNormalCoefficient m b p • σ x := by classical have hex ℓ := exists_base_primitive_near_compact (hD ℓ) (hproper ℓ) hor hσ hskew choose γ L hL hγ hγz hdγ using hex refine ⟨γ,hγ,fun ℓ => ⟨L ℓ,hL ℓ,hγz ℓ⟩, fun ℓ => equalNormalPrimitive_smooth (hγ ℓ) (hA ℓ),?_⟩ intro ℓ filter_upwards [hdγ ℓ,hdA ℓ] with x hxγ hxA exact equalNormalPrimitive_exterior (hγ ℓ) (hA ℓ) b σ hxγ hxA variable [MeasurableSpace M] [BorelSpace M] omit [PreconnectedSpace M] [NormalSpace M] in theorem equalNormalPrimitive_mass {m : ℕ} {D : Set M} (hD : IsCompact D) (Γ : (Fin m → ℝ) → ManifoldOneForm Plane M) (σ : ManifoldTwoForm Plane M) (b : ℝ) (hd : ∀ x∈D,∀ p,manifoldExteriorOneForm (Γ p) x=equalNormalCoefficient m b p • σ x) (p : Fin m → ℝ) : compactSurfaceFormIntegral hD (manifoldExteriorOneForm (Γ p)) = equalNormalCoefficient m b p * compactSurfaceFormIntegral hD σ := by rw [compactSurfaceFormIntegral_congr hD (fun x hx => hd x hx p)] exact compactSurfaceFormIntegral_smul hD _ σ omit [PreconnectedSpace M] [NormalSpace M] in theorem equalNormalPrimitive_area_limit {m : ℕ} (D : ℕ → Set M) (hD : ∀ ℓ,IsCompact (D ℓ)) (Γ : ℕ → (Fin m → ℝ) → ManifoldOneForm Plane M) (σ : ManifoldTwoForm Plane M) {b d a : ℝ} (hb : 0≤b) (hbd : b*d<1) {P : Set (Fin m → ℝ)} (hP : ∀ p∈P,(∀ j,0≤p j) ∧ (∑ j,p j)≤d) (hd : ∀ ℓ,∀ x∈D ℓ,∀ p, manifoldExteriorOneForm (Γ ℓ p) x=equalNormalCoefficient m b p • σ x) (hmass : Tendsto (fun ℓ => compactSurfaceFormIntegral (hD ℓ) σ) atTop (𝓝 a)) : TendstoUniformlyOn (fun ℓ p => compactSurfaceFormIntegral (hD ℓ) (manifoldExteriorOneForm (Γ ℓ p))) (fun p => a * equalNormalCoefficient m b p) atTop P := by have he ℓ p := equalNormalPrimitive_mass (hD ℓ) (Γ ℓ) σ b (hd ℓ) p simp_rw [he] exact equalNormalCoefficient_uniform_limit hb hbd hP hmass end PackingSufficiencySupport.Hamiltonian namespace PackingSufficiencySupport.DiagonalQuadrics open scoped ContDiff Manifold Topology BigOperators open Set Function Filter Manifold MeasureTheory open Hamiltonian variable {m q : ℕ} (a : Fin m → ℂ) [Fact (Injective a)] [Fact (∀ j,a j≠0)] local instance : SigmaCompactSpace (locus a) := curveSigmaCompact a def normalHorizontalPrimitive (b : ℝ) (p : Fin q → ℝ) : ManifoldOneForm Plane (locus a) := equalNormalCoefficient q b p • curveFSPrimitive a (1/Real.pi) theorem normalHorizontalPrimitive_smooth (b : ℝ) : SmoothOneFormFamily (normalHorizontalPrimitive (q := q) a b) := ((curveFSPrimitive_smooth a (1/Real.pi)).comp (f := fun _ : Fin q → ℝ => (0:ℝ)) contDiff_const).smul (equalNormalCoefficient_smooth q b) theorem normalHorizontalPrimitive_exterior (b : ℝ) (p : Fin q → ℝ) (x : locus a) : manifoldExteriorOneForm (normalHorizontalPrimitive a b p) x= equalNormalCoefficient q b p • curveFSForm a (1/Real.pi) x := by have hx := (extChartAt 𝓘(ℝ,Plane) x).map_source (mem_extChartAt_source x) rw [normalHorizontalPrimitive,manifoldExteriorOneForm_smul_at _ ((curveFSPrimitive_smooth a (1/Real.pi)).spatial_smooth 0 x hx),curveFSPrimitive_exterior] theorem normalHorizontalPrimitive_area_limit {b d : ℝ} (hb : 0≤b) (hbd : b*d<1) {P : Set (Fin q → ℝ)} (hP : ∀ p∈P,(∀ j,0≤p j) ∧ (∑ j,p j)≤d) : TendstoUniformlyOn (fun ℓ p => compactSurfaceFormIntegral (projectionDomain_compact a (exhaustionRadius a ℓ)) (fun x => equalNormalCoefficient q b p • curveFSForm a (1/Real.pi) x)) (fun p => (2:ℝ)^m*equalNormalCoefficient q b p) atTop P := by have he p : (fun x => equalNormalCoefficient q b p • curveFSForm a (1/Real.pi) x)= equalNormalCoefficient q b p • curveFSForm a (1/Real.pi) := rfl simp_rw [he,compactSurfaceFormIntegral_smul] exact equalNormalCoefficient_uniform_limit hb hbd hP (tendsto_normalized_exhaustion_area a) end PackingSufficiencySupport.DiagonalQuadrics namespace PackingSufficiencySupport.DiagonalQuadrics.Explicit open scoped ContDiff Manifold Topology open Set Function Filter Manifold open Hamiltonian variable (m : ℕ) theorem transverse_transition_differentiable (c : Surface m) {z : ℂ} (hz : z∈transverseAnnulusDomain m) : DifferentiableAt ℂ (((normalChartAt (parameters m) c).sliceChart c) ∘ (transverseAnnulusChart m).symm) z := by let n := normalChartAt (parameters m) c have hs := (curveCoordinate n.coordinate).contDiff.contDiffAt.comp z (transverseAnnulusPoint_contDiffAt m hz) apply (hs.differentiableAt (by simp)).congr_of_eventuallyEq filter_upwards [(transverseAnnulusDomain_isOpen m).mem_nhds hz] with t ht change curveCoordinate n.coordinate ((transverseAnnulusInverse m t).val)=_ rw [transverseAnnulusInverse_val m ht.1] rfl theorem transverse_transition_inverse_differentiable (c : Surface m) {z : ℂ} (hz : z∈((normalChartAt (parameters m) c).sliceChart c).target) : DifferentiableAt ℂ ((transverseAnnulusChart m) ∘ ((normalChartAt (parameters m) c).sliceChart c).symm) z := by have hs := ((normalChartAt (parameters m) c).sliceChart_inverse_smooth c).contDiffAt (((normalChartAt (parameters m) c).sliceChart c).open_target.mem_nhds hz) exact ((transverseCoordinate m).contDiff.contDiffAt.comp z hs).differentiableAt (by simp) theorem transverseDiffeomorph_positive : PositivePartialChart (transverseDiffeomorph m) := by intro c y hy hc let n := normalChartAt (parameters m) c let e := (transverseAnnulusChart m).symm.trans (n.sliceChart c) have hchart : chartAt Plane c=realChart (parameters m) c := rfl have hc' : transverseDiffeomorph m y∈(n.sliceChart c).source := by simpa only [mfld_simps,hchart,realChart_source] using hc have hy' : Complex.equivRealProdCLM.symm y∈transverseAnnulusDomain m := by simpa only [transverseDiffeomorph_source,mem_preimage] using hy have hye : Complex.equivRealProdCLM.symm y∈e.source := ⟨hy',hc'⟩ have h := holomorphic_partialHomeomorph_orientation e hye (transverse_transition_differentiable m c hy') (transverse_transition_inverse_differentiable m c (n.sliceChart c |>.map_source hc')) simpa only [e,mfld_simps,hchart,realChart,realTransverseChart, transverseDiffeomorph,Function.comp_def,OpenPartialHomeomorph.trans_apply, ContinuousLinearEquiv.coe_toHomeomorph] using h end PackingSufficiencySupport.DiagonalQuadrics.Explicit namespace PackingSufficiencySupport.Hamiltonian open scoped ContDiff Manifold Topology open Set Function Manifold def rectanglePolar (y : Plane) : Plane := Complex.equivRealProdCLM (cylinderComplexMap (cylinderCover y)) theorem rectanglePolar_smooth : ContDiff ℝ ∞ rectanglePolar := by apply contMDiff_iff_contDiff.mp exact Complex.equivRealProdCLM.contDiff.contMDiff.comp (cylinderComplexMap_smooth.comp cylinderCover_smooth) theorem rectanglePolar_det (y : Plane) : (fderiv ℝ rectanglePolar y).det=2*Real.pi*(Real.exp y.1)^2 := by let u : ℂ := circleTurn y.2 have h1 := (Complex.ofRealCLM.hasFDerivAt.comp y.1 (Real.hasDerivAt_exp y.1).hasFDerivAt).comp y (hasFDerivAt_fst : HasFDerivAt (@Prod.fst ℝ ℝ) (ContinuousLinearMap.fst ℝ ℝ ℝ) y) have h2 := (circleTurn_deriv y.2).hasFDerivAt.comp y (hasFDerivAt_snd : HasFDerivAt (@Prod.snd ℝ ℝ) (ContinuousLinearMap.snd ℝ ℝ ℝ) y) have hh := Complex.equivRealProdCLM.hasFDerivAt.comp y (h1.mul h2) change HasFDerivAt rectanglePolar _ y at hh rw [hh.fderiv,planar_det,planarArea_apply] have hu : u.re^2+u.im^2=1 := by have h := Complex.sq_norm (u) rw [show ‖u‖=1 from Circle.norm_coe _,one_pow] at h simpa only [Complex.normSq_apply,pow_two] using h.symm simp [Function.comp_def,Complex.mul_re,Complex.mul_im,Complex.exp_ofReal_re] calc _=2*Real.pi*(Real.exp y.1)^2*(u.re^2+u.im^2) := by ring _=_ := by rw [hu,mul_one] theorem rectanglePolar_det_pos (y : Plane) : 0<(fderiv ℝ rectanglePolar y).det := by rw [rectanglePolar_det] exact mul_pos (mul_pos (by norm_num) Real.pi_pos) (sq_pos_of_pos (Real.exp_pos _)) end PackingSufficiencySupport.Hamiltonian namespace PackingSufficiencySupport.DiagonalQuadrics.Explicit open scoped ContDiff Manifold Topology open Set Function Manifold open Hamiltonian variable (m : ℕ) theorem fixed_handle_densityChart_positive (H : AnnularHandleData Plane (Surface m)) (hH : H.chart=restrictedTransverseCylinder m (transverseCylinderWidth m/2)) : PositivePartialChart H.densityChart := by have heq : (H.densityChart : Plane → Surface m)=transverseDiffeomorph m ∘ rectanglePolar := by funext y rw [AnnularHandleData.densityChart_apply,hH] rfl intro c y hy hc have hys : cylinderCover y∈H.chart.source := hy.2 rw [hH] at hys have hyc : cylinderCover y∈(transverseCylinder m).source := hys.1 rw [transverseCylinder_source] at hyc have hyd : rectanglePolar y∈(transverseDiffeomorph m).source := by rw [transverseDiffeomorph_source] change Complex.equivRealProdCLM.symm (Complex.equivRealProdCLM (cylinderComplexMap (cylinderCover y)))∈transverseAnnulusDomain m simpa only [ContinuousLinearEquiv.symm_apply_apply,mem_preimage] using hyc have hc' : transverseDiffeomorph m (rectanglePolar y)∈(extChartAt 𝓘(ℝ,Plane) c).source := by simpa only [heq,Function.comp_apply] using hc have hpos := transverseDiffeomorph_positive m c (rectanglePolar y) hyd hc' have hf : DifferentiableAt ℝ (extChartAt 𝓘(ℝ,Plane) c ∘ transverseDiffeomorph m) (rectanglePolar y) := by have hi := (transverseDiffeomorph m).contMDiffOn.contMDiffAt ((transverseDiffeomorph m).open_source.mem_nhds hyd) have ho := contMDiffAt_extChartAt' (I := 𝓘(ℝ,Plane)) (n := ∞) (x := c) (by simpa only [extChartAt_source] using hc') exact (ho.comp _ hi).contDiffAt.differentiableAt (by simp) rw [heq,← Function.comp_assoc,fderiv_comp y hf (rectanglePolar_smooth.differentiable (by simp) y)] change 0 isClosed_le continuous_const (continuous_apply i) exact h₁.inter (isClosed_le (continuous_finsetSum _ fun i _ => continuous_apply i) continuous_const) theorem momentSimplex_isCompact (m : ℕ) (h : ℝ) : IsCompact (momentSimplex m h) := by refine (isCompact_Icc (a := (fun _ : Fin m => (0:ℝ))) (b := fun _ => h)).of_isClosed_subset (momentSimplex_isClosed m h) ?_ intro p hp refine ⟨hp.1,fun i => ?_⟩ exact (Finset.single_le_sum (fun j _ => hp.1 j) (Finset.mem_univ i)).trans hp.2 theorem momentSimplex_cons {m : ℕ} (h t : ℝ) (p : Fin m → ℝ) : Fin.cons t p ∈ momentSimplex (m+1) h ↔ 0 ≤ t ∧ p ∈ momentSimplex m (h-t) := by simp only [momentSimplex,mem_ofPred_eq,Fin.forall_fin_succ,Fin.cons_zero, Fin.cons_succ,Fin.sum_univ_succ] constructor · rintro ⟨⟨ht,hp⟩,hs⟩ exact ⟨ht,hp,by linarith⟩ · rintro ⟨ht,hp,hs⟩ exact ⟨⟨ht,hp⟩,by linarith⟩ theorem integrable_simplex_power (m k : ℕ) (h : ℝ) : Integrable ((momentSimplex m h).indicator (fun p => (h-∑ i,p i)^k)) := by apply (integrable_indicator_iff (momentSimplex_isClosed m h).measurableSet).2 exact (((continuous_const.sub (continuous_finsetSum _ fun i _ => continuous_apply i)).pow k).continuousOn).integrableOn_compact (momentSimplex_isCompact m h) theorem simplex_power_cons {m k : ℕ} (h t : ℝ) (p : Fin m → ℝ) : (momentSimplex (m+1) h).indicator (fun q => (h-∑ i,q i)^k) (Fin.cons t p) = (Icc 0 h).indicator (fun s => (momentSimplex m (h-s)).indicator (fun q => (h-s-∑ i,q i)^k) p) t := by by_cases ht : t ∈ Icc 0 h · rw [indicator_of_mem ht] by_cases hp : p ∈ momentSimplex m (h-t) · rw [indicator_of_mem hp,indicator_of_mem ((momentSimplex_cons h t p).2 ⟨ht.1,hp⟩)] congr 1 simp only [Fin.sum_univ_succ,Fin.cons_zero,Fin.cons_succ] ring · rw [indicator_of_notMem hp,indicator_of_notMem (by intro hh; exact hp ((momentSimplex_cons h t p).1 hh).2)] · rw [indicator_of_notMem ht,indicator_of_notMem (by intro hh obtain ⟨ht0,hp⟩ := (momentSimplex_cons h t p).1 hh have hs : 0 ≤ ∑ i,p i := Finset.sum_nonneg fun i _ => hp.1 i exact ht ⟨ht0,by linarith [hp.2]⟩)] theorem integral_simplex_power_step (m k : ℕ) (h : ℝ) : (∫ p in momentSimplex (m+1) h, (h-∑ i,p i)^k) = ∫ t in Icc 0 h, ∫ p in momentSimplex m (h-t), (h-t-∑ i,p i)^k := by let e := (MeasurableEquiv.piFinSuccAbove (fun _ : Fin (m+1) => ℝ) 0).symm have he := (volume_preserving_piFinSuccAbove (fun _ : Fin (m+1) => ℝ) 0).symm let f := (momentSimplex (m+1) h).indicator (fun p => (h-∑ i,p i)^k) have hi : Integrable (f ∘ e) := (he.integrable_comp_emb e.measurableEmbedding).2 (integrable_simplex_power (m+1) k h) rw [←integral_indicator (momentSimplex_isClosed (m+1) h).measurableSet] change (∫ p, f p) = _ rw [←he.integral_comp e.measurableEmbedding] change (∫ x, (f ∘ e) x ∂(volume.prod volume)) = _ rw [integral_prod _ hi] have hes (x : ℝ × (Fin m → ℝ)) : e x = Fin.cons x.1 x.2 := by ext i refine Fin.cases ?_ (fun j => ?_) i <;> simp [e,MeasurableEquiv.piFinSuccAbove_symm_apply,Fin.insertNthEquiv] simp only [Function.comp_apply,hes,f,simplex_power_cons] rw [←integral_indicator measurableSet_Icc] congr 1 funext t by_cases ht : t ∈ Icc 0 h · simp only [indicator_of_mem ht] exact integral_indicator (momentSimplex_isClosed m (h-t)).measurableSet · simp [ht] theorem integral_simplex_power (m k : ℕ) {h : ℝ} (hh : 0 ≤ h) : (∫ p in momentSimplex m h, (h-∑ i,p i)^k) = (k.factorial : ℝ) / ((m+k).factorial : ℝ) * h^(m+k) := by induction m generalizing h with | zero => have hv : (volume : Measure (Fin 0 → ℝ)) univ = 1 := Measure.pi_empty_univ _ have hfac : (k.factorial : ℝ) ≠ 0 := by positivity simp [momentSimplex,hh,hv,measureReal_def,hfac] | succ m ih => rw [integral_simplex_power_step] have hc : (∫ t in Icc 0 h, ∫ p in momentSimplex m (h-t), (h-t-∑ i,p i)^k) = ∫ t in Icc 0 h, (k.factorial : ℝ) / ((m+k).factorial : ℝ) * (h-t)^(m+k) := by apply setIntegral_congr_fun measurableSet_Icc intro t ht exact ih (by linarith [ht.2]) rw [hc,integral_const_mul,integral_Icc_eq_integral_Ioc, ←intervalIntegral.integral_of_le hh, intervalIntegral.integral_comp_sub_left (fun t : ℝ => t^(m+k)) h] rw [sub_self,sub_zero,integral_pow] simp only [zero_pow (Nat.succ_ne_zero _),sub_zero] rw [show m+1+k=m+k+1 by omega,Nat.factorial_succ,Nat.cast_mul] simp only [Nat.cast_add,Nat.cast_one,div_eq_mul_inv,mul_inv_rev] ring theorem volumeReal_momentSimplex (m : ℕ) {h : ℝ} (hh : 0 ≤ h) : volume.real (momentSimplex m h) = h^m / (m.factorial : ℝ) := by simpa [div_eq_mul_inv,mul_comm] using integral_simplex_power m 0 hh theorem integral_simplex_tent (m : ℕ) {h : ℝ} (hh : 0 ≤ h) : (∫ p in momentSimplex m h, (h-∑ i,p i)) = h^(m+1) / ((m+1).factorial : ℝ) := by simpa [div_eq_mul_inv,mul_comm] using integral_simplex_power m 1 hh theorem tent_indicator_eq {m : ℕ} {r : ℝ} {D : Set (Fin m → ℝ)} (hD : ∀ p ∈ D, ∀ i, 0 ≤ p i) (hcap : momentSimplex m r ⊆ D) : D.indicator (fun p => max (r-∑ i,p i) 0) = (momentSimplex m r).indicator (fun p => r-∑ i,p i) := by funext p by_cases hp : p ∈ momentSimplex m r · rw [indicator_of_mem hp,indicator_of_mem (hcap hp),max_eq_left (sub_nonneg.mpr hp.2)] · rw [indicator_of_notMem hp] by_cases hd : p ∈ D · rw [indicator_of_mem hd,max_eq_right] exact le_of_lt (sub_neg.mpr (lt_of_not_ge (fun hs => hp ⟨hD p hd,hs⟩))) · exact indicator_of_notMem hd _ theorem integrableOn_tent {m : ℕ} {r : ℝ} {D : Set (Fin m → ℝ)} (hDmeas : MeasurableSet D) (hD : ∀ p ∈ D, ∀ i, 0 ≤ p i) (hcap : momentSimplex m r ⊆ D) : IntegrableOn (fun p => max (r-∑ i,p i) 0) D := by rw [←integrable_indicator_iff hDmeas,tent_indicator_eq hD hcap] simpa using integrable_simplex_power m 1 r theorem integral_tent {m : ℕ} {r : ℝ} (hr : 0 ≤ r) {D : Set (Fin m → ℝ)} (hDmeas : MeasurableSet D) (hD : ∀ p ∈ D, ∀ i, 0 ≤ p i) (hcap : momentSimplex m r ⊆ D) : (∫ p in D, max (r-∑ i,p i) 0) = r^(m+1) / ((m+1).factorial : ℝ) := by rw [←integral_indicator hDmeas,tent_indicator_eq hD hcap, integral_indicator (momentSimplex_isClosed m r).measurableSet] exact integral_simplex_tent m hr theorem integral_sum_tents {m : ℕ} {ι : Type*} [Fintype ι] (r : ι → ℝ) (hr : ∀ i, 0 ≤ r i) {D : Set (Fin m → ℝ)} (hDmeas : MeasurableSet D) (hD : ∀ p ∈ D, ∀ j, 0 ≤ p j) (hcap : ∀ i, momentSimplex m (r i) ⊆ D) : (∫ p in D, ∑ i, max (r i-∑ j,p j) 0) = (∑ i,r i^(m+1)) / ((m+1).factorial : ℝ) := by rw [integral_finsetSum _ (fun i _ => integrableOn_tent hDmeas hD (hcap i))] simp_rw [integral_tent (hr _) hDmeas hD (hcap _)] exact (Finset.sum_div _ _ _).symm def smallModelMean (m : ℕ) (h : ℝ) : ℝ := (2:ℝ)^m*h^m/(m.factorial : ℝ)*(1-2*m*h/(m+1)) theorem integral_small_model (m : ℕ) {h : ℝ} (hh : 0 ≤ h) : (∫ p in momentSimplex m h, (2:ℝ)^m*(1-2*∑ i,p i)) = smallModelMean m h := by have ht : IntegrableOn (fun p : Fin m → ℝ => h-∑ i,p i) (momentSimplex m h) := by exact ((continuous_const.sub (continuous_finsetSum _ fun i _ => continuous_apply i)).continuousOn).integrableOn_compact (momentSimplex_isCompact m h) have hc : IntegrableOn (fun _ : Fin m → ℝ => 1-2*h) (momentSimplex m h) := continuousOn_const.integrableOn_compact (momentSimplex_isCompact m h) have heq (p : Fin m → ℝ) : 1-2*∑ i,p i = (1-2*h)+2*(h-∑ i,p i) := by ring simp_rw [heq] rw [integral_const_mul,integral_add hc (ht.const_mul 2),integral_const_mul, setIntegral_const,integral_simplex_tent m hh] simp only [smul_eq_mul,volumeReal_momentSimplex m hh] dsimp [smallModelMean] rw [Nat.factorial_succ,Nat.cast_mul] simp only [Nat.cast_add,Nat.cast_one,pow_succ] have hf : (m.factorial : ℝ) ≠ 0 := by positivity have hm : (m:ℝ)+1 ≠ 0 := by positivity field_simp ring theorem continuous_smallModelMean (m : ℕ) : Continuous (smallModelMean m) := by unfold smallModelMean fun_prop theorem smallModelMean_half (m : ℕ) : smallModelMean m (1/2) = 1 / ((m+1).factorial : ℝ) := by have hp : (2:ℝ)^m*(1/2)^m=1 := by rw [←mul_pow]; norm_num dsimp [smallModelMean] rw [hp,Nat.factorial_succ,Nat.cast_mul] simp only [Nat.cast_add,Nat.cast_one] have hf : (m.factorial : ℝ) ≠ 0 := by positivity have hm : (m:ℝ)+1 ≠ 0 := by positivity field_simp ring def cappedAffine {m : ℕ} {ι : Type*} [Fintype ι] (A : ℝ) (B : Fin m → ℝ) (r w : ι → ℝ) (p : Fin m → ℝ) : ℝ := A-(∑ j, B j*p j)-∑ i,w i*max (r i-∑ j,p j) 0 theorem continuous_cappedAffine {m : ℕ} {ι : Type*} [Fintype ι] (A : ℝ) (B : Fin m → ℝ) (r w : ι → ℝ) : Continuous (cappedAffine A B r w) := by unfold cappedAffine fun_prop theorem concaveOn_cappedAffine {m : ℕ} {ι : Type*} [Fintype ι] (A : ℝ) (B : Fin m → ℝ) (r w : ι → ℝ) (hw : ∀ i,0 ≤ w i) {D : Set (Fin m → ℝ)} (hD : Convex ℝ D) : ConcaveOn ℝ D (cappedAffine A B r w) := by refine ⟨hD,?_⟩ intro x hx y hy a b ha hb hab have hsum : (∑ j,(a • x+b • y) j)=a*(∑ j,x j)+b*(∑ j,y j) := by simp only [Pi.add_apply,Pi.smul_apply,smul_eq_mul,Finset.sum_add_distrib,Finset.mul_sum] have hB : (∑ j,B j*(a • x+b • y) j)=a*(∑ j,B j*x j)+b*(∑ j,B j*y j) := by simp only [Pi.add_apply,Pi.smul_apply,smul_eq_mul,mul_add,Finset.sum_add_distrib,Finset.mul_sum] congr 1 <;> apply Finset.sum_congr rfl <;> intros <;> ring have hcap (i : ι) : max (r i-∑ j,(a • x+b • y) j) 0 ≤ a*max (r i-∑ j,x j) 0+b*max (r i-∑ j,y j) 0 := by apply max_le · rw [hsum] have hx := mul_le_mul_of_nonneg_left (le_max_left (r i-∑ j,x j) 0) ha have hy := mul_le_mul_of_nonneg_left (le_max_left (r i-∑ j,y j) 0) hb have he := congrArg (fun t : ℝ => t*r i) hab nlinarith only [hx,hy,he] · exact add_nonneg (mul_nonneg ha (le_max_right _ _)) (mul_nonneg hb (le_max_right _ _)) have hc := Finset.sum_le_sum (s := Finset.univ) (fun i _ => mul_le_mul_of_nonneg_left (hcap i) (hw i)) have he : (∑ i,w i*(a*max (r i-∑ j,x j) 0+b*max (r i-∑ j,y j) 0)) = a*(∑ i,w i*max (r i-∑ j,x j) 0)+b*(∑ i,w i*max (r i-∑ j,y j) 0) := by simp only [mul_add,Finset.sum_add_distrib,Finset.mul_sum] congr 1 <;> apply Finset.sum_congr rfl <;> intros <;> ring rw [he] at hc have hA : a*A+b*A=A := by rw [←add_mul,hab,one_mul] dsimp [cappedAffine] simp only [Pi.add_apply,Pi.smul_apply,smul_eq_mul] at hB hc rw [hB] nlinarith only [hA,hc] end PackingSufficiencySupport end end OAI