import OAI.Analysis.DirectCrouzeix.AnalyticCharts namespace OAI universe u_135 u_136 u_137 noncomputable section open scoped Matrix Matrix.Norms.L2Operator Kronecker noncomputable section open MeasureTheory Set Filter Metric open scoped Topology Interval ENNReal NNReal ComplexConjugate noncomputable section open Filter Metric Set open scoped Topology ComplexConjugate noncomputable section open Set Filter Metric open scoped Topology ComplexConjugate noncomputable section open Set Filter Metric open scoped Topology ComplexConjugate namespace DirectCrouzeix.Geometry variable {ι : Type u_135} [Fintype ι] def expGradient (v : ι → ℂ) (b : ι → ℝ) (z : ℂ) : ℂ := ∑ i, Real.exp (inner ℝ (v i) z+b i) • v i theorem expLevel_contDiff (v : ι → ℂ) (b : ι → ℝ) : ContDiff ℝ ⊤ (expLevel v b) := by apply ContDiff.sum intro i hi exact ((innerSL ℝ (v i)).contDiff.add contDiff_const).exp theorem expLevel_hasFDerivAt (v : ι → ℂ) (b : ι → ℝ) (z : ℂ) : HasFDerivAt (expLevel v b) (innerSL ℝ (expGradient v b z)) z := by have hh := HasFDerivAt.fun_sum (x := z) (u := Finset.univ) (fun i _ => (((innerSL ℝ (v i)).hasFDerivAt).add_const (b i)).exp) convert! hh using 1 ext w simp only [expGradient,innerSL_apply_apply,sum_inner,real_inner_smul_left,sum_apply,smul_apply,smul_eq_mul] theorem expLevel_first_order (v : ι → ℂ) (b : ι → ℝ) (z w : ℂ) : expLevel v b z + inner ℝ (expGradient v b z) (w-z) ≤ expLevel v b w := by have hh (i : ι) : Real.exp (inner ℝ (v i) z+b i) + Real.exp (inner ℝ (v i) z+b i)*inner ℝ (v i) (w-z) ≤ Real.exp (inner ℝ (v i) w+b i) := by have ht := mul_le_mul_of_nonneg_left (Real.add_one_le_exp (inner ℝ (v i) (w-z))) (Real.exp_nonneg (inner ℝ (v i) z+b i)) rw [← Real.exp_add] at ht have he : inner ℝ (v i) z+b i+inner ℝ (v i) (w-z) = inner ℝ (v i) w+b i := by rw [inner_sub_right]; ring rw [he] at ht linarith have hs := Finset.sum_le_sum (fun i (_ : i ∈ Finset.univ) => hh i) simpa only [expLevel,expGradient,sum_inner,real_inner_smul_left,Finset.sum_add_distrib] using hs theorem expGradient_ne_zero (v : ι → ℂ) (b : ι → ℝ) {p a : ℂ} (hp : expLevel v b p = 1) (ha : expLevel v b a < 1) : expGradient v b p ≠ 0 := by intro he have hh := expLevel_first_order v b p a rw [he,inner_zero_left,hp,add_zero] at hh linarith theorem expLevel_convex (v : ι → ℂ) (b : ι → ℝ) : ConvexOn ℝ univ (expLevel v b) := by refine ⟨convex_univ,?_⟩ intro x hx y hy a c ha hc hac have hh (i : ι) := convexOn_exp.2 (show inner ℝ (v i) x+b i ∈ univ from mem_univ _) (show inner ℝ (v i) y+b i ∈ univ from mem_univ _) ha hc hac have he (i : ι) : inner ℝ (v i) (a • x+c • y)+b i = a*(inner ℝ (v i) x+b i)+c*(inner ℝ (v i) y+b i) := by simp only [inner_add_right,inner_smul_right] have hb := congrArg (fun u : ℝ => u*b i) hac nlinarith simp only [expLevel,he] simpa [smul_eq_mul,Finset.sum_add_distrib,Finset.mul_sum] using Finset.sum_le_sum (fun i (_ : i ∈ Finset.univ) => hh i) end DirectCrouzeix.Geometry namespace DirectCrouzeix.Geometry variable {ι : Type u_136} [Fintype ι] def expComplex (α β γ : ι → ℝ) (z : ℂ × ℂ) : ℂ := ∑ i, Complex.exp ((γ i:ℂ)+(α i:ℂ)*z.1+(β i:ℂ)*z.2) theorem expComplex_analytic (α β γ : ι → ℝ) (z : ℂ × ℂ) : AnalyticAt ℂ (expComplex α β γ) z := by apply Finset.analyticAt_fun_sum intro i hi exact ((analyticAt_const.add (analyticAt_const.mul analyticAt_fst)).add (analyticAt_const.mul analyticAt_snd)).cexp theorem expComplex_zero (α β γ : ι → ℝ) : expComplex α β γ 0 = (∑ i, Real.exp (γ i):ℝ) := by simp [expComplex,Complex.ofReal_exp] theorem expComplex_conj (α β γ : ι → ℝ) (z : ℂ × ℂ) : expComplex α β γ (conj z.1,conj z.2) = conj (expComplex α β γ z) := by simp only [expComplex,map_sum] apply Finset.sum_congr rfl intro i hi rw [← Complex.exp_conj] congr 1 simp theorem expComplex_real (α β γ : ι → ℝ) (x y : ℝ) : expComplex α β γ (x,y) = (∑ i, Real.exp (γ i+α i*x+β i*y):ℝ) := by simp [expComplex,Complex.ofReal_exp] theorem expComplex_hasFDerivAt_zero (α β γ : ι → ℝ) : HasFDerivAt (expComplex α β γ) (((∑ i, Real.exp (γ i)*α i : ℝ):ℂ) • ContinuousLinearMap.fst ℂ ℂ ℂ + ((∑ i, Real.exp (γ i)*β i : ℝ):ℂ) • ContinuousLinearMap.snd ℂ ℂ ℂ) 0 := by have hh := HasFDerivAt.fun_sum (x := (0:ℂ × ℂ)) (u := Finset.univ) (fun i _ => (((hasFDerivAt_const (γ i:ℂ) (0:ℂ × ℂ)).add ((hasFDerivAt_fst (𝕜 := ℂ) (p := (0:ℂ × ℂ))).const_mul (α i:ℂ))).add ((hasFDerivAt_snd (𝕜 := ℂ) (p := (0:ℂ × ℂ))).const_mul (β i:ℂ))).cexp) convert! hh using 1 apply ContinuousLinearMap.ext intro z simp [Complex.ofReal_exp,Finset.sum_mul,Finset.sum_add_distrib,mul_assoc] end DirectCrouzeix.Geometry namespace DirectCrouzeix.Geometry theorem closure_strict_level {f : ℂ → ℝ} (hc : Continuous f) (hv : ConvexOn ℝ univ f) {a : ℂ} (ha : f a < 1) : closure {z | f z < 1} = {z | f z ≤ 1} := by apply Subset.antisymm · apply closure_minimal · intro z hz exact (show f z < 1 from hz).le · exact isClosed_le hc continuous_const · intro z hz let y := fun t : ℝ => (1-t) • z+t • a have hy : Continuous y := by fun_prop apply mem_closure_of_tendsto (b := 𝓝[>] (0:ℝ)) ((hy.tendsto' 0 z (by simp [y])).mono_left nhdsWithin_le_nhds) filter_upwards [Ioo_mem_nhdsGT (by norm_num : (0:ℝ)<1)] with t ht have hh := hv.2 (mem_univ z) (mem_univ a) (sub_nonneg.mpr (le_of_lt ht.2)) (le_of_lt ht.1) (sub_add_cancel 1 t) change f (y t) ≤ (1-t)*f z+t*f a at hh change f (y t) < 1 have h1 := mul_le_mul_of_nonneg_left hz (sub_nonneg.mpr (le_of_lt ht.2)) have h2 := mul_lt_mul_of_pos_left ha ht.1 nlinarith end DirectCrouzeix.Geometry namespace DirectCrouzeix.Geometry variable {ι : Type u_137} [Fintype ι] end DirectCrouzeix.Geometry end end end end end end OAI