import Mathlib namespace OAI /-! The variational angle functional for a conformal circle packing. -/ section section section section namespace CannonPackingGeometry open Set Filter Topology MeasureTheory noncomputable section def angleGradient (θ : ℝ) : ℝ := Real.log (Real.sin (θ/2)) - Real.log (Real.cos (θ/2)) def angleEntropy (θ : ℝ) : ℝ := 2 * ((∫ x in (0:ℝ)..θ/2, Real.log (Real.sin x)) - (∫ x in (0:ℝ)..θ/2, Real.log (Real.cos x))) lemma angleEntropy_continuous : Continuous angleEntropy := by have hs : Continuous (fun θ : ℝ => ∫ x in (0:ℝ)..θ, Real.log (Real.sin x)) := intervalIntegral.continuous_primitive (fun _ _ => intervalIntegrable_log_sin) 0 have hc : Continuous (fun θ : ℝ => ∫ x in (0:ℝ)..θ, Real.log (Real.cos x)) := intervalIntegral.continuous_primitive (fun _ _ => intervalIntegrable_log_cos) 0 exact continuous_const.mul ((hs.comp (by fun_prop)).sub (hc.comp (by fun_prop))) lemma half_trig_pos {θ : ℝ} (hθ : θ ∈ Ioo (0:ℝ) Real.pi) : 0 < Real.sin (θ/2) ∧ 0 < Real.cos (θ/2) := by rcases hθ with ⟨hθ0,hθπ⟩ exact ⟨Real.sin_pos_of_pos_of_lt_pi (by linarith) (by linarith [Real.pi_pos]), Real.cos_pos_of_mem_Ioo ⟨by linarith [Real.pi_pos],by linarith⟩⟩ lemma angleGradient_continuousAt {θ : ℝ} (hθ : θ ∈ Ioo (0:ℝ) Real.pi) : ContinuousAt angleGradient θ := by have hh := half_trig_pos hθ unfold angleGradient apply ContinuousAt.sub · apply ContinuousAt.log · exact (Real.continuous_sin.comp (continuous_id.div_const 2)).continuousAt · exact hh.1.ne' · apply ContinuousAt.log · exact (Real.continuous_cos.comp (continuous_id.div_const 2)).continuousAt · exact hh.2.ne' lemma angleEntropy_hasDerivAt {θ : ℝ} (hθ : θ ∈ Ioo (0:ℝ) Real.pi) : HasDerivAt angleEntropy (angleGradient θ) θ := by have hh := half_trig_pos hθ have hs := intervalIntegral.integral_hasDerivAt_right (show IntervalIntegrable (fun x => Real.log (Real.sin x)) volume 0 (θ/2) from intervalIntegrable_log_sin) ((Real.measurable_log.comp Real.continuous_sin.measurable).stronglyMeasurable.stronglyMeasurableAtFilter) ((Real.continuousAt_log hh.1.ne').comp Real.continuous_sin.continuousAt) have hc := intervalIntegral.integral_hasDerivAt_right (show IntervalIntegrable (fun x => Real.log (Real.cos x)) volume 0 (θ/2) from intervalIntegrable_log_cos) ((Real.measurable_log.comp Real.continuous_cos.measurable).stronglyMeasurable.stronglyMeasurableAtFilter) ((Real.continuousAt_log hh.2.ne').comp Real.continuous_cos.continuousAt) have hd := ((hs.comp θ ((hasDerivAt_id θ).div_const 2)).sub (hc.comp θ ((hasDerivAt_id θ).div_const 2))).const_mul 2 have heq : 2 * (Real.log (Real.sin (θ/2))*(1/2) - Real.log (Real.cos (θ/2))*(1/2)) = angleGradient θ := by unfold angleGradient ring rw [heq] at hd exact hd lemma angleGradient_zero_limit : Tendsto angleGradient (𝓝[>] (0:ℝ)) atBot := by have hs : Tendsto (fun θ : ℝ => Real.sin (θ/2)) (𝓝[>] (0:ℝ)) (𝓝[>] (0:ℝ)) := by apply tendsto_nhdsWithin_iff.mpr constructor · simpa using (show Continuous (fun θ : ℝ => Real.sin (θ/2)) by fun_prop).continuousAt.tendsto.mono_left (show 𝓝[>] (0:ℝ) ≤ 𝓝 (0:ℝ) from nhdsWithin_le_nhds) · filter_upwards [Ioo_mem_nhdsGT (show (0:ℝ) < Real.pi from Real.pi_pos)] with θ hθ exact (half_trig_pos hθ).1 have hlog := Real.tendsto_log_nhdsGT_zero.comp hs have hc : Tendsto (fun θ : ℝ => -Real.log (Real.cos (θ/2))) (𝓝[>] (0:ℝ)) (𝓝 0) := by have hh : ContinuousAt (fun θ : ℝ => -Real.log (Real.cos (θ/2))) 0 := by apply ContinuousAt.neg apply ContinuousAt.log · fun_prop · norm_num simpa using hh.tendsto.mono_left (show 𝓝[>] (0:ℝ) ≤ 𝓝 (0:ℝ) from nhdsWithin_le_nhds) change Tendsto (fun x : ℝ => Real.log (Real.sin (x/2)) - Real.log (Real.cos (x/2))) _ _ simpa only [sub_eq_add_neg,Function.comp_def] using hlog.atBot_add hc lemma angleGradient_pi_sub (θ : ℝ) : angleGradient (Real.pi-θ) = -angleGradient θ := by unfold angleGradient have heq : (Real.pi-θ)/2=Real.pi/2-θ/2 := by ring rw [heq,Real.sin_pi_div_two_sub,Real.cos_pi_div_two_sub] ring lemma angleGradient_pi_limit : Tendsto angleGradient (𝓝[<] Real.pi) atTop := by have ht : Tendsto (fun θ : ℝ => Real.pi-θ) (𝓝[<] Real.pi) (𝓝[>] (0:ℝ)) := by have hh := (show ContinuousWithinAt (fun θ : ℝ => Real.pi-θ) (Iio Real.pi) Real.pi from (continuous_const.sub continuous_id).continuousWithinAt).tendsto_nhdsWithin (show MapsTo (fun θ : ℝ => Real.pi-θ) (Iio Real.pi) (Ioi (0:ℝ)) by intro θ hθ; exact sub_pos.mpr (show θ < Real.pi from hθ)) simpa using hh have hh := tendsto_neg_atBot_atTop.comp (angleGradient_zero_limit.comp ht) simpa only [Function.comp_def,angleGradient_pi_sub,neg_neg] using hh end end CannonPackingGeometry namespace CannonPackingGeometry open Set Filter Topology noncomputable section variable {I : Type*} [Fintype I] def angleMove (x s t : ℝ) : ℝ := x+t*(s-x) lemma angleMove_interior {x s t : ℝ} (hx : x ∈ Icc (0:ℝ) Real.pi) (hs : s ∈ Ioo (0:ℝ) Real.pi) (ht : t ∈ Ioo (0:ℝ) 1) : angleMove x s t ∈ Ioo (0:ℝ) Real.pi := by rcases hx with ⟨hx0,hxπ⟩ rcases hs with ⟨hs0,hsπ⟩ rcases ht with ⟨ht0,ht1⟩ unfold angleMove have h0 := mul_nonneg (sub_nonneg.mpr ht1.le) hx0 have h1 := mul_pos ht0 hs0 have h2 := mul_nonneg (sub_nonneg.mpr ht1.le) (sub_nonneg.mpr hxπ) have h3 := mul_pos ht0 (sub_pos.mpr hsπ) constructor <;> nlinarith lemma angleMove_hasDerivAt (x s t : ℝ) : HasDerivAt (angleMove x s) (s-x) t := by unfold angleMove simpa only [id_eq,one_mul] using ((hasDerivAt_id t).mul_const (s-x)).const_add x def segmentGradient (x s : ℝ) (t : ℝ) := (s-x)*angleGradient (angleMove x s t) lemma segmentGradient_boundary {x s : ℝ} (hs : s ∈ Ioo (0:ℝ) Real.pi) (hx : x=0 ∨ x=Real.pi) : Tendsto (segmentGradient x s) (𝓝[>] (0:ℝ)) atBot := by rcases hx with rfl | rfl · have ht : Tendsto (angleMove 0 s) (𝓝[>] (0:ℝ)) (𝓝[>] (0:ℝ)) := by apply tendsto_nhdsWithin_iff.mpr constructor · simpa [angleMove] using (angleMove_hasDerivAt 0 s 0).continuousAt.tendsto.mono_left (show 𝓝[>] (0:ℝ) ≤ 𝓝 (0:ℝ) from nhdsWithin_le_nhds) · filter_upwards [Ioo_mem_nhdsGT (show (0:ℝ)<1 by norm_num)] with t ht exact (angleMove_interior ⟨le_rfl,Real.pi_pos.le⟩ hs ht).1 change Tendsto (fun t => (s-0)*angleGradient (angleMove 0 s t)) _ _ simpa only [Function.comp_def] using (angleGradient_zero_limit.comp ht).const_mul_atBot (show 0 < s-0 by simpa using hs.1) · have ht : Tendsto (angleMove Real.pi s) (𝓝[>] (0:ℝ)) (𝓝[<] Real.pi) := by apply tendsto_nhdsWithin_iff.mpr constructor · simpa [angleMove] using (angleMove_hasDerivAt Real.pi s 0).continuousAt.tendsto.mono_left (show 𝓝[>] (0:ℝ) ≤ 𝓝 (0:ℝ) from nhdsWithin_le_nhds) · filter_upwards [Ioo_mem_nhdsGT (show (0:ℝ)<1 by norm_num)] with t ht exact (angleMove_interior ⟨Real.pi_pos.le,le_rfl⟩ hs ht).2 exact (angleGradient_pi_limit.comp ht).const_mul_atTop_of_neg (sub_neg.mpr hs.2) lemma segmentGradient_bounded_above {x s : ℝ} (hx : x ∈ Icc (0:ℝ) Real.pi) (hs : s ∈ Ioo (0:ℝ) Real.pi) : ∃ C : ℝ, ∀ᶠ t in 𝓝[>] (0:ℝ), segmentGradient x s t ≤ C := by by_cases hb : x=0 ∨ x=Real.pi · exact ⟨0,(segmentGradient_boundary hs hb).eventually (eventually_le_atBot 0)⟩ · have hi : x ∈ Ioo (0:ℝ) Real.pi := ⟨lt_of_le_of_ne hx.1 (fun h => hb (Or.inl h.symm)), lt_of_le_of_ne hx.2 (fun h => hb (Or.inr h))⟩ have h : ContinuousAt (segmentGradient x s) 0 := by apply ContinuousAt.const_mul have hh : ContinuousAt angleGradient (angleMove x s 0) := by simpa only [angleMove,zero_mul,add_zero] using angleGradient_continuousAt hi exact hh.comp (angleMove_hasDerivAt x s 0).continuousAt refine ⟨segmentGradient x s 0+1,?_⟩ exact (h.tendsto.mono_left nhdsWithin_le_nhds).eventually (eventually_le_nhds (by linarith)) lemma sum_tendsto_atBot_of_one {F : I → ℝ → ℝ} {l : Filter ℝ} (j : I) (hj : Tendsto (F j) l atBot) (hB : ∀ i, ∃ C : ℝ, ∀ᶠ t in l, F i t ≤ C) : Tendsto (fun t => ∑ i, F i t) l atBot := by classical choose C hC using hB apply tendsto_atBot.mpr intro b have hc : ∀ᶠ t in l, ∀ i, F i t ≤ C i := Filter.eventually_all.mpr hC filter_upwards [hc,hj.eventually (eventually_le_atBot (b-∑ i ∈ Finset.univ.erase j,C i))] with t hCt hjt rw [← Finset.add_sum_erase _ _ (Finset.mem_univ j)] have hh := Finset.sum_le_sum (s:=Finset.univ.erase j) (fun i _ => hCt i) linarith lemma entropy_segment_hasDerivAt (x s : I → ℝ) {t : ℝ} (hx : ∀ i, x i ∈ Icc (0:ℝ) Real.pi) (hs : ∀ i, s i ∈ Ioo (0:ℝ) Real.pi) (ht : t ∈ Ioo (0:ℝ) 1) : HasDerivAt (fun u => ∑ i, angleEntropy (angleMove (x i) (s i) u)) (∑ i, segmentGradient (x i) (s i) t) t := by apply HasDerivAt.fun_sum intro i _ unfold segmentGradient convert! (angleEntropy_hasDerivAt (angleMove_interior (hx i) (hs i) ht)).comp t (angleMove_hasDerivAt (x i) (s i) t) using 1 ring theorem entropy_boundary_descent (x s : I → ℝ) (hx : ∀ i, x i ∈ Icc (0:ℝ) Real.pi) (hs : ∀ i, s i ∈ Ioo (0:ℝ) Real.pi) (hb : ∃ j, x j=0 ∨ x j=Real.pi) : ∃ t ∈ Ioo (0:ℝ) 1, (∑ i, angleEntropy (angleMove (x i) (s i) t)) < ∑ i, angleEntropy (x i) := by obtain ⟨j,hj⟩ := hb have hg : Tendsto (fun t => ∑ i, segmentGradient (x i) (s i) t) (𝓝[>] (0:ℝ)) atBot := sum_tendsto_atBot_of_one j (segmentGradient_boundary (hs j) hj) (fun i => segmentGradient_bounded_above (hx i) (hs i)) have hn := hg.eventually (eventually_lt_atBot (0:ℝ)) obtain ⟨ε,hε,hne⟩ := Metric.mem_nhdsWithin_iff.mp hn let e : ℝ := min (ε/2) (1/2) have he : 0 ∑ i, angleEntropy (angleMove (x i) (s i) t)) (Icc 0 e) := by apply strictAntiOn_of_deriv_neg (convex_Icc _ _) · apply Continuous.continuousOn apply continuous_finsetSum intro i _ exact angleEntropy_continuous.comp (by unfold angleMove; fun_prop) · intro t ht rw [interior_Icc] at ht have ht1 : t ∈ Ioo (0:ℝ) 1 := ⟨ht.1,ht.2.trans he1⟩ rw [(entropy_segment_hasDerivAt x s hx hs ht1).deriv] apply hne exact ⟨by rw [Metric.mem_ball,dist_zero_right,Real.norm_eq_abs,abs_of_pos ht.1]; exact ht.2.trans heε,ht.1⟩ refine ⟨e,⟨he,he1⟩,?_⟩ simpa [angleMove] using hanti (show (0:ℝ)∈Icc 0 e from ⟨le_rfl,he.le⟩) (show e∈Icc 0 e from ⟨he.le,le_rfl⟩) he end end CannonPackingGeometry namespace CannonPackingGeometry open Set Filter Topology noncomputable section variable {I J : Type*} [Fintype I] [Fintype J] def angleSum (x : I → ℝ) : ℝ := ∑ i, angleEntropy (x i) def angleFeasible (L : J → (I → ℝ) →L[ℝ] ℝ) (b : J → ℝ) : Set (I → ℝ) := {x | (∀ i, x i ∈ Icc (0:ℝ) Real.pi) ∧ ∀ j, L j x=b j} lemma angleSum_continuous : Continuous (angleSum (I:=I)) := by apply continuous_finsetSum intro i _ exact angleEntropy_continuous.comp (continuous_apply i) omit [Fintype I] [Fintype J] in lemma angleFeasible_compact (L : J → (I → ℝ) →L[ℝ] ℝ) (b : J → ℝ) : IsCompact (angleFeasible L b) := by have hc : IsClosed {x : I → ℝ | ∀ j, L j x=b j} := by simp only [Set.ofPred_forall] exact isClosed_iInter (fun j => isClosed_eq (L j).continuous continuous_const) have heq : angleFeasible L b = (Set.univ.pi (fun _ : I => Icc (0:ℝ) Real.pi)) ∩ {x | ∀ j, L j x=b j} := by ext x simp only [angleFeasible,Set.mem_ofPred_eq,Set.mem_inter_iff,Set.mem_pi,Set.mem_univ,true_implies] rw [heq] exact (isCompact_univ_pi (fun _ : I => isCompact_Icc)).inter_right hc omit [Fintype J] in theorem exists_interior_angle_minimizer (L : J → (I → ℝ) →L[ℝ] ℝ) (b : J → ℝ) (s : I → ℝ) (hs : ∀ i, s i ∈ Ioo (0:ℝ) Real.pi) (hsL : ∀ j, L j s=b j) : ∃ x : I → ℝ, (∀ i, x i ∈ Ioo (0:ℝ) Real.pi) ∧ (∀ j, L j x=b j) ∧ IsMinOn angleSum (angleFeasible L b) x := by have hsK : s ∈ angleFeasible L b := ⟨fun i => ⟨(hs i).1.le,(hs i).2.le⟩,hsL⟩ obtain ⟨x,hxK,hmin⟩ := (angleFeasible_compact L b).exists_isMinOn ⟨s,hsK⟩ angleSum_continuous.continuousOn have hnob : ¬∃ i, x i=0 ∨ x i=Real.pi := by intro hb obtain ⟨t,ht,hdes⟩ := entropy_boundary_descent x s hxK.1 hs hb have hyK : (fun i => angleMove (x i) (s i) t) ∈ angleFeasible L b := by constructor · intro i exact ⟨(angleMove_interior (hxK.1 i) (hs i) ht).1.le, (angleMove_interior (hxK.1 i) (hs i) ht).2.le⟩ · intro j change L j (x + t • (s-x))=b j rw [map_add,map_smul,map_sub,hxK.2 j,hsL j] simp exact (not_lt_of_ge (hmin hyK)) hdes refine ⟨x,fun i => ⟨?_,?_⟩,hxK.2,hmin⟩ · exact lt_of_le_of_ne (hxK.1 i).1 (fun h => hnob ⟨i,Or.inl h.symm⟩) · exact lt_of_le_of_ne (hxK.1 i).2 (fun h => hnob ⟨i,Or.inr h⟩) lemma angleSum_line_derivative (x v : I → ℝ) (hx : ∀ i, x i ∈ Ioo (0:ℝ) Real.pi) : HasDerivAt (fun t : ℝ => angleSum (x+t • v)) (∑ i, angleGradient (x i)*v i) 0 := by apply HasDerivAt.fun_sum intro i _ have hinner : HasDerivAt (fun t : ℝ => x i+t*v i) (v i) 0 := by simpa only [id_eq,one_mul] using ((hasDerivAt_id (0:ℝ)).mul_const (v i)).const_add (x i) have ho : HasDerivAt angleEntropy (angleGradient (x i)) (x i+0*v i) := by simpa only [zero_mul,add_zero] using angleEntropy_hasDerivAt (hx i) have hd := ho.comp 0 hinner exact hd omit [Fintype J] in lemma angle_minimizer_stationary (L : J → (I → ℝ) →L[ℝ] ℝ) (b : J → ℝ) (x : I → ℝ) (hx : ∀ i, x i ∈ Ioo (0:ℝ) Real.pi) (hxL : ∀ j, L j x=b j) (hmin : IsMinOn angleSum (angleFeasible L b) x) (v : I → ℝ) (hv : ∀ j, L j v=0) : ∑ i, angleGradient (x i)*v i=0 := by have he : ∀ᶠ t : ℝ in 𝓝 0, ∀ i, x i+t*v i ∈ Ioo (0:ℝ) Real.pi := by apply Filter.eventually_all.mpr intro i have h : ContinuousAt (fun t : ℝ => x i+t*v i) 0 := by fun_prop have hh := h.tendsto.eventually (Ioo_mem_nhds (show 0 angleSum (x+t • v)) 0 := by filter_upwards [he] with t ht simp only [zero_smul,add_zero] apply hmin constructor · intro i exact ⟨(ht i).1.le,(ht i).2.le⟩ · intro j rw [map_add,map_smul,hxL j,hv j,smul_zero,add_zero] exact hm.hasDerivAt_eq_zero (angleSum_line_derivative x v hx) end end CannonPackingGeometry namespace CannonPackingGeometry open Set Filter Topology noncomputable section variable {I J : Type*} [Fintype I] [Fintype J] theorem exists_angle_multipliers [DecidableEq I] (L : J → (I → ℝ) →L[ℝ] ℝ) (b : J → ℝ) (s : I → ℝ) (hs : ∀ i, s i ∈ Ioo (0:ℝ) Real.pi) (hsL : ∀ j, L j s=b j) : ∃ (x : I → ℝ) (c : J → ℝ), (∀ i, x i ∈ Ioo (0:ℝ) Real.pi) ∧ (∀ j, L j x=b j) ∧ ∀ i, angleGradient (x i) = ∑ j, c j * L j (Pi.single i 1) := by classical obtain ⟨x,hx,hxL,hmin⟩ := exists_interior_angle_minimizer L b s hs hsL let K : (I → ℝ) →ₗ[ℝ] ℝ := ∑ i, angleGradient (x i) • LinearMap.proj i have hK (v : I → ℝ) : K v=∑ i, angleGradient (x i)*v i := by simp only [K,LinearMap.sum_apply,LinearMap.smul_apply,LinearMap.proj_apply,smul_eq_mul] have hker : (⨅ j, LinearMap.ker (L j).toLinearMap) ≤ LinearMap.ker K := by intro v hv change K v=0 rw [hK] apply angle_minimizer_stationary L b x hx hxL hmin v intro j exact ((Submodule.mem_iInf _).mp hv j) obtain ⟨c,hc⟩ := (Submodule.mem_span_range_iff_exists_fun ℝ).mp (mem_span_of_iInf_ker_le_ker hker) refine ⟨x,c,hx,hxL,fun i => ?_⟩ have he := LinearMap.congr_fun hc (Pi.single i (1:ℝ)) rw [hK] at he simpa only [LinearMap.sum_apply,LinearMap.smul_apply,ContinuousLinearMap.coe_coe,smul_eq_mul, Pi.single_apply,mul_ite,Finset.sum_ite_irrel,Finset.mem_univ,ite_true,mul_one,mul_zero, Finset.sum_ite_eq',Finset.sum_ite_eq] using he.symm end end CannonPackingGeometry namespace CannonPackingGeometry open Set noncomputable section variable {F V : Type*} [Fintype F] [Fintype V] [DecidableEq F] [DecidableEq V] def faceCornerSum (f : F) : ((F × Fin 3) → ℝ) →L[ℝ] ℝ := ∑ k : Fin 3, ContinuousLinearMap.proj (f,k) def vertexCornerSum (vertex : F × Fin 3 → V) (v : V) : ((F × Fin 3) → ℝ) →L[ℝ] ℝ := ∑ i : F × Fin 3, if vertex i=v then ContinuousLinearMap.proj i else 0 def cornerConstraint (vertex : F × Fin 3 → V) : (F ⊕ V) → ((F × Fin 3) → ℝ) →L[ℝ] ℝ := Sum.elim faceCornerSum (vertexCornerSum vertex) omit [Fintype V] [DecidableEq F] in lemma vertexCornerSum_apply (vertex : F × Fin 3 → V) (v : V) (θ : F × Fin 3 → ℝ) : vertexCornerSum vertex v θ=∑ i : F × Fin 3, if vertex i=v then θ i else 0 := by unfold vertexCornerSum rw [sum_apply] apply Finset.sum_congr rfl intro i _ split_ifs <;> rfl omit [Fintype F] in lemma faceCornerSum_single (f : F) (i : F × Fin 3) : faceCornerSum f (Pi.single i 1) = if f=i.1 then 1 else 0 := by classical rcases i with ⟨g,k⟩ by_cases hfg : f=g · subst g simp [faceCornerSum,ContinuousLinearMap.proj_apply, Pi.single_apply,Prod.mk.injEq] · simp [faceCornerSum,ContinuousLinearMap.proj_apply,Prod.mk.injEq,hfg] omit [Fintype V] in lemma vertexCornerSum_single (vertex : F × Fin 3 → V) (v : V) (i : F × Fin 3) : vertexCornerSum vertex v (Pi.single i 1) = if vertex i=v then 1 else 0 := by classical simp only [vertexCornerSum,sum_apply] have he : ∀ j : F × Fin 3, (if vertex j=v then ContinuousLinearMap.proj j else (0 : ((F × Fin 3) → ℝ) →L[ℝ] ℝ)) (Pi.single i 1) = if j=i then (if vertex i=v then 1 else 0) else 0 := by intro j by_cases hji : j=i · subst j by_cases hv : vertex i=v <;> simp [hv] · by_cases hv : vertex j=v <;> simp [hv,hji] simp_rw [he] simp lemma exp_angleGradient {θ : ℝ} (hθ : θ ∈ Ioo (0:ℝ) Real.pi) : Real.exp (angleGradient θ)=Real.tan (θ/2) := by have hh := half_trig_pos hθ rw [Real.tan_eq_sin_div_cos,angleGradient,← Real.log_div hh.1.ne' hh.2.ne'] exact Real.exp_log (div_pos hh.1 hh.2) theorem coherent_angles_give_radii (vertex : F × Fin 3 → V) (target : V → ℝ) (s : F × Fin 3 → ℝ) (hs : ∀ i, s i ∈ Ioo (0:ℝ) Real.pi) (hsface : ∀ f, ∑ k : Fin 3, s (f,k)=Real.pi) (hsvertex : ∀ v, (∑ i : F × Fin 3, if vertex i=v then s i else 0)=target v) : ∃ (θ : F × Fin 3 → ℝ) (r : V → ℝ) (q : F → ℝ), (∀ i, θ i ∈ Ioo (0:ℝ) Real.pi) ∧ (∀ f, ∑ k : Fin 3, θ (f,k)=Real.pi) ∧ (∀ v, (∑ i : F × Fin 3, if vertex i=v then θ i else 0)=target v) ∧ (∀ v, 0 Real.pi) target have hsL : ∀ j, L j s=b j := by intro j cases j with | inl f => simpa [L,b,cornerConstraint,faceCornerSum,sum_apply] using hsface f | inr v => simpa only [L,b,cornerConstraint,Sum.elim_inr,vertexCornerSum_apply] using hsvertex v obtain ⟨θ,c,hθ,hθL,hgrad⟩ := exists_angle_multipliers L b s hs hsL refine ⟨θ,(fun v => Real.exp (-c (Sum.inr v))),(fun f => Real.exp (c (Sum.inl f))), hθ,?_,?_,fun _ => Real.exp_pos _,fun _ => Real.exp_pos _,?_⟩ · intro f simpa [L,b,cornerConstraint,faceCornerSum,sum_apply] using hθL (Sum.inl f) · intro v simpa only [L,b,cornerConstraint,Sum.elim_inr,vertexCornerSum_apply] using hθL (Sum.inr v) · intro i have he : angleGradient (θ i)=c (Sum.inl i.1)+c (Sum.inr (vertex i)) := by rw [hgrad, Fintype.sum_sum_type] simp only [L,cornerConstraint,Sum.elim_inl,Sum.elim_inr, faceCornerSum_single,vertexCornerSum_single,mul_ite,mul_one,mul_zero] simp [eq_comm] rw [← exp_angleGradient (hθ i),he,← Real.exp_sub] congr 1 ring end end CannonPackingGeometry end section noncomputable section namespace CannonPackingGeometry open Finset Function variable {V F : Type*} [Fintype V] [Fintype F] [DecidableEq V] [DecidableEq F] def neighborFaces (R : V → F → Prop) [DecidableRel R] (S : Finset V) : Finset F := univ.filter (fun f => ∃ v∈S, R v f) omit [DecidableEq F] in theorem weighted_hall_equiv (R : V → F → Prop) [DecidableRel R] (d : V → ℕ) (c : F → ℕ) (hcut : ∀ S : Finset V, ∑ v∈S, d v ≤ ∑ f∈neighborFaces R S, c f) (htotal : ∑ v, d v = ∑ f, c f) : ∃ e : (Σ v, Fin (d v)) ≃ (Σ f, Fin (c f)), ∀ a, R a.1 (e a).1 := by classical let A := Σ v, Fin (d v) let B := Σ f, Fin (c f) have hh : ∀ S : Finset A, S.card ≤ (univ.filter (fun b : B => ∃ a∈S, R a.1 b.1)).card := by intro S let T : Finset V := S.image Sigma.fst have hS : S ⊆ T.sigma (fun v => (univ : Finset (Fin (d v)))) := by intro a ha exact mem_sigma.mpr ⟨mem_image.mpr ⟨a,ha,rfl⟩,mem_univ _⟩ have hN : (univ.filter (fun b : B => ∃ a∈S, R a.1 b.1)) = (neighborFaces R T).sigma (fun f => (univ : Finset (Fin (c f)))) := by ext b constructor · intro hb obtain ⟨a,ha,hR⟩ := (mem_filter.mp hb).2 apply Finset.mem_sigma.mpr exact ⟨mem_filter.mpr ⟨mem_univ _,a.1,mem_image.mpr ⟨a,ha,rfl⟩,hR⟩, mem_univ _⟩ · intro hb have hb' := Finset.mem_sigma.mp hb obtain ⟨v,hv,hR⟩ := (mem_filter.mp hb'.1).2 obtain ⟨a,ha,hav⟩ := mem_image.mp hv apply mem_filter.mpr exact ⟨mem_univ _,a,ha,hav.symm ▸ hR⟩ calc S.card ≤ (T.sigma (fun v => (univ : Finset (Fin (d v))))).card := card_le_card hS _ = ∑ v∈T, d v := by simp [card_sigma] _ ≤ ∑ f∈neighborFaces R T, c f := hcut T _ = (univ.filter (fun b : B => ∃ a∈S, R a.1 b.1)).card := by rw [hN,card_sigma]; simp only [card_univ,Fintype.card_fin] obtain ⟨g,hg,hgR⟩ := (Fintype.all_card_le_filter_rel_iff_exists_injective (fun (a : A) (b : B) => R a.1 b.1)).mp hh have hcard : Fintype.card A = Fintype.card B := by simpa [A,B,Fintype.card_sigma] using htotal exact ⟨Equiv.ofBijective g ((Fintype.bijective_iff_injective_and_card g).mpr ⟨hg,hcard⟩),hgR⟩ theorem integer_transport (R : V → F → Prop) [DecidableRel R] (d : V → ℕ) (c : F → ℕ) (hcut : ∀ S : Finset V, ∑ v∈S, d v ≤ ∑ f∈neighborFaces R S, c f) (htotal : ∑ v, d v = ∑ f, c f) : ∃ w : V → F → ℕ, (∀ v, ∑ f, w v f = d v) ∧ (∀ f, ∑ v, w v f = c f) ∧ ∀ v f, ¬R v f → w v f=0 := by classical obtain ⟨e,he⟩ := weighted_hall_equiv R d c hcut htotal let A := Σ v, Fin (d v) let B := Σ f, Fin (c f) let w : V → F → ℕ := fun v f => ∑ a : A, if a.1=v ∧ (e a).1=f then 1 else 0 refine ⟨w,?_,?_,?_⟩ · intro v dsimp only [w] rw [sum_comm] calc (∑ a : A, ∑ f, if a.1=v ∧ (e a).1=f then 1 else 0) = ∑ a : A, if a.1=v then 1 else 0 := by apply sum_congr rfl intro a _ by_cases ha : a.1=v <;> simp [ha] _ = d v := by change (∑ a : (Σ v, Fin (d v)), if a.1=v then 1 else 0)=d v rw [Fintype.sum_sigma] calc _ = ∑ x : V, if x=v then d x else 0 := by apply sum_congr rfl intro x _ by_cases h : x=v <;> simp [h] _ = d v := by simp · intro f dsimp only [w] rw [sum_comm] calc (∑ a : A, ∑ v, if a.1=v ∧ (e a).1=f then 1 else 0) = ∑ a : A, if (e a).1=f then 1 else 0 := by apply sum_congr rfl intro a _ by_cases ha : (e a).1=f <;> simp [ha] _ = ∑ b : B, if b.1=f then 1 else 0 := Fintype.sum_equiv e _ _ (fun _ => rfl) _ = c f := by change (∑ b : (Σ f, Fin (c f)), if b.1=f then 1 else 0)=c f rw [Fintype.sum_sigma] calc _ = ∑ x : F, if x=f then c x else 0 := by apply sum_congr rfl intro x _ by_cases h : x=f <;> simp [h] _ = c f := by simp · intro v f hnot apply sum_eq_zero intro a _ split_ifs with h · exact (hnot (h.1 ▸ h.2 ▸ he a)).elim · rfl end CannonPackingGeometry namespace CannonPackingGeometry open Finset Function variable {V F : Type*} [Fintype V] [Fintype F] [DecidableEq V] [DecidableEq F] theorem positive_transport (R : V → F → Prop) [DecidableRel R] (d : V → ℕ) (c : F → ℕ) (hd : ∀ v, 0 ∑ f, if R v f then 1 else 0 let df : F → ℕ := fun f => ∑ v, if R v f then 1 else 0 let E : ℕ := ∑ v, dv v let Q : ℕ := E+1 have hQ : 0 Nat.zero_le _) (mem_univ v) have hp : 1≤d v := hd v have hQE : E Nat.zero_le _) (mem_univ f)).trans_eq hE have hp : 1≤c f := hc f have hQE : E Q*d v-dv v let C : F → ℕ := fun f => Q*c f-df f have hD (S : Finset V) : (∑ v∈S,D v)+(∑ v∈S,dv v)=Q*(∑ v∈S,d v) := by rw [←sum_add_distrib,mul_sum] exact sum_congr rfl (fun v _ => Nat.sub_add_cancel (hdv v)) have hC (T : Finset F) : (∑ f∈T,C f)+(∑ f∈T,df f)=Q*(∑ f∈T,c f) := by rw [←sum_add_distrib,mul_sum] exact sum_congr rfl (fun f _ => Nat.sub_add_cancel (hdf f)) have hfull : ∑ v,D v=∑ f,C f := by have hv := hD univ have hf := hC univ rw [hE,←htotal] at hf change (∑ v,D v)+E=Q*(∑ v,d v) at hv omega have hrescut (S : Finset V) : ∑ v∈S,D v ≤ ∑ f∈neighborFaces R S,C f := by by_cases hs : S=∅ · subst S simp by_cases ht : S=univ · subst S have hn : neighborFaces R univ=univ := by ext f simp only [neighborFaces,mem_filter,mem_univ,true_and] exact iff_true_intro (by obtain ⟨v,hv⟩ := hactive f; exact ⟨v,hv⟩) rw [hn] exact hfull.le have hgap := hcut S (nonempty_iff_ne_empty.mpr hs) ht have hmul := Nat.mul_le_mul_left Q (Nat.succ_le_of_lt hgap) simp only [Nat.succ_eq_add_one,mul_add,mul_one] at hmul have hv := hD S have hf := hC (neighborFaces R S) have hde : ∑ f∈neighborFaces R S, df f ≤ E := by rw [←hE] exact sum_le_sum_of_subset (subset_univ _) have hQE : E w v f + if R v f then 1 else 0 have hpv (v : V) : ∑ f,p v f=Q*d v := by simp only [p,sum_add_distrib,hwv] exact Nat.sub_add_cancel (hdv v) have hpf (f : F) : ∑ v,p v f=Q*c f := by simp only [p,sum_add_distrib,hwf] exact Nat.sub_add_cancel (hdf f) have hpzero (v : V) (f : F) (h : ¬R v f) : p v f=0 := by simp [p,h,hwzero v f h] refine ⟨fun v f => (p v f : ℝ)/(Q:ℝ),?_,?_,?_,?_⟩ · intro v f hR apply div_pos · exact_mod_cast (show 0