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| import Mathlib.Analysis.InnerProductSpace.LinearMap | |
| import Mathlib.Analysis.Normed.Operator.Bilinear | |
| import Mathlib.Tactic.Abel | |
| import Mathlib.Tactic.FieldSimp | |
| import Mathlib.Tactic.Linarith | |
| import Mathlib.Tactic.Module | |
| import Mathlib.Tactic.NormNum | |
| import Mathlib.Tactic.Positivity | |
| namespace OAI | |
| /-! | |
| # The rank-two rotations in the displacement construction | |
| These are actual bounded operators on a real inner-product space. The formula | |
| has no choice of orthogonal complement and remains valid when the two unit | |
| vectors coincide. The estimates use the operator norm. | |
| -/ | |
| noncomputable section | |
| universe uE uX | |
| namespace ThompsonNonamenability.Analytic | |
| open scoped InnerProductSpace NNReal | |
| variable {E : Type uE} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| /-- The skew rank-two operator associated with an ordered pair. -/ | |
| def skew (u v : E) : E →L[ℝ] E := | |
| (innerSL ℝ u).smulRight v - (innerSL ℝ v).smulRight u | |
| @[simp] theorem skew_apply (u v x : E) : | |
| skew u v x = ⟪u, x⟫_ℝ • v - ⟪v, x⟫_ℝ • u := rfl | |
| /-- The rotation taking `u` to `v`, on the non-antipodal unit-pair domain. -/ | |
| def rotation (u v : E) : E →L[ℝ] E := | |
| ContinuousLinearMap.id ℝ E + skew u v + | |
| (1 + ⟪u, v⟫_ℝ)⁻¹ • (skew u v).comp (skew u v) | |
| theorem rotation_apply (u v x : E) : | |
| rotation u v x = x + skew u v x + | |
| (1 + ⟪u, v⟫_ℝ)⁻¹ • skew u v (skew u v x) := rfl | |
| @[simp] theorem skew_self (u : E) : skew u u = 0 := by | |
| simp [skew] | |
| @[simp] theorem rotation_self (u : E) : | |
| rotation u u = ContinuousLinearMap.id ℝ E := by | |
| simp [rotation] | |
| theorem skew_inner (u v x y : E) : | |
| ⟪skew u v x, y⟫_ℝ = -⟪x, skew u v y⟫_ℝ := by | |
| simp only [skew_apply, inner_sub_left, inner_sub_right, | |
| real_inner_smul_left, real_inner_smul_right] | |
| rw [real_inner_comm v x, real_inner_comm u x] | |
| ring | |
| theorem rotation_apply_explicit (u v x : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) : | |
| rotation u v x = x + | |
| (⟪u, x⟫_ℝ + (1 + ⟪u, v⟫_ℝ)⁻¹ * | |
| (⟪u, v⟫_ℝ * ⟪u, x⟫_ℝ - ⟪v, x⟫_ℝ)) • v + | |
| (-⟪v, x⟫_ℝ + (1 + ⟪u, v⟫_ℝ)⁻¹ * | |
| (⟪u, v⟫_ℝ * ⟪v, x⟫_ℝ - ⟪u, x⟫_ℝ)) • u := by | |
| have huu : ⟪u, u⟫_ℝ = 1 := by | |
| rw [real_inner_self_eq_norm_sq, hu]; norm_num | |
| have hvv : ⟪v, v⟫_ℝ = 1 := by | |
| rw [real_inner_self_eq_norm_sq, hv]; norm_num | |
| simp only [rotation_apply, skew_apply, inner_sub_right, | |
| real_inner_smul_right, huu, hvv, real_inner_comm u v] | |
| module | |
| theorem rotation_apply_self (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) : | |
| rotation u v u = v := by | |
| have huu : ⟪u, u⟫_ℝ = 1 := by | |
| rw [real_inner_self_eq_norm_sq, hu]; norm_num | |
| have hd : 1 + ⟪u, v⟫_ℝ ≠ 0 := by linarith | |
| rw [rotation_apply_explicit u v u hu hv, huu, real_inner_comm u v] | |
| match_scalars <;> field_simp [hd] <;> ring | |
| theorem rotation_inner (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) | |
| (x y : E) : | |
| ⟪rotation u v x, rotation u v y⟫_ℝ = ⟪x, y⟫_ℝ := by | |
| have huu : ⟪u, u⟫_ℝ = 1 := by | |
| rw [real_inner_self_eq_norm_sq, hu]; norm_num | |
| have hvv : ⟪v, v⟫_ℝ = 1 := by | |
| rw [real_inner_self_eq_norm_sq, hv]; norm_num | |
| have hd : 1 + ⟪u, v⟫_ℝ ≠ 0 := by linarith | |
| rw [rotation_apply_explicit u v x hu hv, | |
| rotation_apply_explicit u v y hu hv] | |
| simp only [inner_add_left, inner_add_right, real_inner_smul_left, | |
| real_inner_smul_right, huu, hvv, real_inner_comm u v, | |
| real_inner_comm u x, real_inner_comm v x] | |
| field_simp [hd] | |
| ring | |
| theorem rotation_norm (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) | |
| (x : E) : ‖rotation u v x‖ = ‖x‖ := by | |
| rw [norm_eq_sqrt_real_inner, rotation_inner u v hu hv hκ, | |
| ← norm_eq_sqrt_real_inner] | |
| theorem norm_rotation_le_one (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) : | |
| ‖rotation u v‖ ≤ 1 := by | |
| apply ContinuousLinearMap.opNorm_le_bound _ zero_le_one | |
| intro x | |
| rw [rotation_norm u v hu hv hκ, one_mul] | |
| theorem norm_rotation (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) : | |
| ‖rotation u v‖ = 1 := by | |
| apply le_antisymm (norm_rotation_le_one u v hu hv hκ) | |
| have h := (rotation u v).le_opNorm u | |
| rw [rotation_norm u v hu hv hκ, hu, mul_one] at h | |
| exact h | |
| theorem rotation_inner_swap (u v x y : E) : | |
| ⟪rotation u v x, y⟫_ℝ = ⟪x, rotation v u y⟫_ℝ := by | |
| have hs (z : E) : skew v u z = -skew u v z := by | |
| simp only [skew_apply] | |
| module | |
| simp only [rotation_apply, inner_add_left, inner_add_right, | |
| real_inner_smul_left, real_inner_smul_right, skew_inner, | |
| hs, map_neg, inner_neg_right, neg_neg, real_inner_comm u v] | |
| theorem rotation_reverse_apply (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) | |
| (x : E) : rotation v u (rotation u v x) = x := by | |
| apply ext_inner_right ℝ | |
| intro y | |
| rw [rotation_inner_swap, rotation_inner u v hu hv hκ] | |
| theorem rotation_surjective (u v : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hκ : 0 ≤ ⟪u, v⟫_ℝ) : | |
| Function.Surjective (rotation u v) := by | |
| intro x | |
| refine ⟨rotation v u x, ?_⟩ | |
| exact rotation_reverse_apply v u hv hu | |
| (by simpa only [real_inner_comm u v] using hκ) x | |
| def rankOne (u v : E) : E →L[ℝ] E := (innerSL ℝ u).smulRight v | |
| /-- The operator polynomial used in the rank-two rotation formula. -/ | |
| def rotationPolynomial (A : E →L[ℝ] E) (c : ℝ) : E →L[ℝ] E := | |
| ContinuousLinearMap.id ℝ E + A + c • A.comp A | |
| @[simp] lemma norm_rankOne (u v : E) : ‖rankOne u v‖ = ‖u‖ * ‖v‖ := by | |
| simp only [rankOne, ContinuousLinearMap.norm_smulRight_apply, innerSL_apply_norm] | |
| lemma rankOne_sub (u v u' v' : E) : | |
| rankOne u v - rankOne u' v' = | |
| rankOne (u - u') v + rankOne u' (v - v') := by | |
| ext x | |
| simp only [rankOne, sub_apply, add_apply, | |
| ContinuousLinearMap.smulRight_apply, innerSL_apply_apply, inner_sub_left, | |
| sub_smul, smul_sub] | |
| abel | |
| lemma norm_rankOne_sub_le (u v u' v' : E) : | |
| ‖rankOne u v - rankOne u' v'‖ ≤ | |
| ‖u - u'‖ * ‖v‖ + ‖u'‖ * ‖v - v'‖ := by | |
| rw [rankOne_sub] | |
| simpa only [norm_rankOne] using | |
| norm_add_le (rankOne (u - u') v) (rankOne u' (v - v')) | |
| lemma norm_skew_le_two (u v : E) (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) : | |
| ‖skew u v‖ ≤ 2 := by | |
| calc | |
| ‖skew u v‖ ≤ ‖rankOne u v‖ + ‖rankOne v u‖ := norm_sub_le _ _ | |
| _ = 2 := by simp only [norm_rankOne, hu, hv]; norm_num | |
| lemma norm_skew_sub_le (u v u' v' : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hu' : ‖u'‖ = 1) (hv' : ‖v'‖ = 1) : | |
| ‖skew u v - skew u' v'‖ ≤ 2 * (‖u - u'‖ + ‖v - v'‖) := by | |
| have heq : skew u v - skew u' v' = | |
| (rankOne u v - rankOne u' v') - (rankOne v u - rankOne v' u') := by | |
| unfold skew rankOne | |
| abel | |
| have h₁ := norm_rankOne_sub_le u v u' v' | |
| have h₂ := norm_rankOne_sub_le v u v' u' | |
| rw [hv, hu', mul_one, one_mul] at h₁ | |
| rw [hu, hv', mul_one, one_mul] at h₂ | |
| rw [heq] | |
| calc | |
| _ ≤ ‖rankOne u v - rankOne u' v'‖ + ‖rankOne v u - rankOne v' u'‖ := | |
| norm_sub_le _ _ | |
| _ ≤ (‖u - u'‖ + ‖v - v'‖) + (‖v - v'‖ + ‖u - u'‖) := | |
| add_le_add h₁ h₂ | |
| _ = 2 * (‖u - u'‖ + ‖v - v'‖) := by ring | |
| lemma inner_sub_inner_le (u v u' v' : E) (hv : ‖v‖ = 1) (hu' : ‖u'‖ = 1) : | |
| |⟪u, v⟫_ℝ - ⟪u', v'⟫_ℝ| ≤ ‖u - u'‖ + ‖v - v'‖ := by | |
| have heq : ⟪u, v⟫_ℝ - ⟪u', v'⟫_ℝ = | |
| ⟪u - u', v⟫_ℝ + ⟪u', v - v'⟫_ℝ := by | |
| rw [inner_sub_left, inner_sub_right] | |
| ring | |
| calc | |
| |⟪u, v⟫_ℝ - ⟪u', v'⟫_ℝ| = | |
| ‖⟪u - u', v⟫_ℝ + ⟪u', v - v'⟫_ℝ‖ := by | |
| rw [heq, Real.norm_eq_abs] | |
| _ ≤ ‖⟪u - u', v⟫_ℝ‖ + ‖⟪u', v - v'⟫_ℝ‖ := norm_add_le _ _ | |
| _ ≤ ‖u - u'‖ * ‖v‖ + ‖u'‖ * ‖v - v'‖ := | |
| add_le_add (norm_inner_le_norm _ _) (norm_inner_le_norm _ _) | |
| _ = ‖u - u'‖ + ‖v - v'‖ := by rw [hv, hu', mul_one, one_mul] | |
| lemma inverse_one_add_bounds (κ : ℝ) (hκ : 0 ≤ κ) : | |
| 0 ≤ (1 + κ)⁻¹ ∧ (1 + κ)⁻¹ ≤ 1 := by | |
| constructor | |
| · exact inv_nonneg.mpr (by linarith) | |
| · exact inv_le_one_of_one_le₀ (by linarith) | |
| lemma inverse_one_add_difference (κ κ' d : ℝ) | |
| (hκ : 0 ≤ κ) (hκ' : 0 ≤ κ') (h : |κ - κ'| ≤ d) : | |
| |(1 + κ)⁻¹ - (1 + κ')⁻¹| ≤ d := by | |
| have hp : 0 < 1 + κ := by linarith | |
| have hp' : 0 < 1 + κ' := by linarith | |
| have hsub : (1 + κ') - (1 + κ) = κ' - κ := by ring | |
| calc | |
| |(1 + κ)⁻¹ - (1 + κ')⁻¹| | |
| = |κ - κ'| / ((1 + κ) * (1 + κ')) := by | |
| rw [inv_sub_inv (ne_of_gt hp) (ne_of_gt hp'), abs_div, | |
| abs_of_pos (mul_pos hp hp'), hsub, abs_sub_comm κ' κ] | |
| _ ≤ |κ - κ'| := | |
| div_le_self (abs_nonneg _) (by nlinarith [mul_nonneg hκ hκ']) | |
| _ ≤ d := h | |
| -- This lemma is independent of the rank-two construction. | |
| lemma norm_rotationPolynomial_sub_le (A B : E →L[ℝ] E) (c c' d : ℝ) | |
| (hd : 0 ≤ d) (hA : ‖A‖ ≤ 2) (hB : ‖B‖ ≤ 2) | |
| (hAB : ‖A - B‖ ≤ 2 * d) (hcc' : |c - c'| ≤ d) | |
| (hc' : |c'| ≤ 1) : | |
| ‖rotationPolynomial A c - rotationPolynomial B c'‖ ≤ 14 * d := by | |
| have hAA : ‖A.comp A‖ ≤ 4 := by | |
| calc | |
| ‖A.comp A‖ ≤ ‖A‖ * ‖A‖ := A.opNorm_comp_le A | |
| _ ≤ 2 * 2 := mul_le_mul hA hA (norm_nonneg _) (by norm_num) | |
| _ = 4 := by norm_num | |
| have h2d : 0 ≤ 2 * d := mul_nonneg (by norm_num) hd | |
| have hsquare : A.comp A - B.comp B = (A - B).comp A + B.comp (A - B) := by | |
| rw [ContinuousLinearMap.sub_comp, ContinuousLinearMap.comp_sub] | |
| abel | |
| have hsq : ‖A.comp A - B.comp B‖ ≤ 8 * d := by | |
| rw [hsquare] | |
| calc | |
| _ ≤ ‖(A - B).comp A‖ + ‖B.comp (A - B)‖ := norm_add_le _ _ | |
| _ ≤ ‖A - B‖ * ‖A‖ + ‖B‖ * ‖A - B‖ := | |
| add_le_add ((A - B).opNorm_comp_le A) (B.opNorm_comp_le (A - B)) | |
| _ ≤ (2 * d) * 2 + 2 * (2 * d) := | |
| add_le_add (mul_le_mul hAB hA (norm_nonneg _) h2d) | |
| (mul_le_mul hB hAB (norm_nonneg _) (by norm_num)) | |
| _ = 8 * d := by ring | |
| have hcoeff : ‖(c - c') • A.comp A‖ ≤ 4 * d := by | |
| calc | |
| ‖(c - c') • A.comp A‖ ≤ |c - c'| * ‖A.comp A‖ := by | |
| simpa only [Real.norm_eq_abs] using | |
| ContinuousLinearMap.opNorm_smul_le (c - c') (A.comp A) | |
| _ ≤ d * 4 := mul_le_mul hcc' hAA (norm_nonneg _) hd | |
| _ = 4 * d := by ring | |
| have hquadratic : ‖c' • (A.comp A - B.comp B)‖ ≤ 8 * d := by | |
| calc | |
| ‖c' • (A.comp A - B.comp B)‖ ≤ |c'| * ‖A.comp A - B.comp B‖ := by | |
| simpa only [Real.norm_eq_abs] using | |
| ContinuousLinearMap.opNorm_smul_le c' (A.comp A - B.comp B) | |
| _ ≤ 1 * (8 * d) := mul_le_mul hc' hsq (norm_nonneg _) (by norm_num) | |
| _ = 8 * d := one_mul _ | |
| have hsplit : rotationPolynomial A c - rotationPolynomial B c' = | |
| (A - B) + ((c - c') • A.comp A + c' • (A.comp A - B.comp B)) := by | |
| unfold rotationPolynomial | |
| rw [sub_smul, smul_sub] | |
| abel | |
| rw [hsplit] | |
| calc | |
| _ ≤ ‖A - B‖ + ‖(c - c') • A.comp A + c' • (A.comp A - B.comp B)‖ := | |
| norm_add_le _ _ | |
| _ ≤ ‖A - B‖ + (‖(c - c') • A.comp A‖ + ‖c' • (A.comp A - B.comp B)‖) := | |
| add_le_add le_rfl (norm_add_le _ _) | |
| _ ≤ 2 * d + (4 * d + 8 * d) := add_le_add hAB (add_le_add hcoeff hquadratic) | |
| _ = 14 * d := by ring | |
| lemma norm_rotation_sub_le (u v u' v' : E) | |
| (hu : ‖u‖ = 1) (hv : ‖v‖ = 1) (hu' : ‖u'‖ = 1) (hv' : ‖v'‖ = 1) | |
| (hκ : 0 ≤ ⟪u, v⟫_ℝ) (hκ' : 0 ≤ ⟪u', v'⟫_ℝ) : | |
| ‖rotation u v - rotation u' v'‖ ≤ 14 * (‖u - u'‖ + ‖v - v'‖) := by | |
| have hc' := inverse_one_add_bounds (⟪u', v'⟫_ℝ) hκ' | |
| apply norm_rotationPolynomial_sub_le | |
| · exact add_nonneg (norm_nonneg _) (norm_nonneg _) | |
| · exact norm_skew_le_two u v hu hv | |
| · exact norm_skew_le_two u' v' hu' hv' | |
| · exact norm_skew_sub_le u v u' v' hu hv hu' hv' | |
| · exact inverse_one_add_difference _ _ _ hκ hκ' (inner_sub_inner_le u v u' v' hv hu') | |
| · rw [abs_of_nonneg hc'.1] | |
| exact hc'.2 | |
| /-- Lipschitz dependence of the actual operators on two unit-vector families. -/ | |
| theorem rotation_lipschitzWith {X : Type uX} [PseudoMetricSpace X] | |
| (u v : X → E) {Ku Kv : ℝ≥0} | |
| (hu : ∀ x, ‖u x‖ = 1) (hv : ∀ x, ‖v x‖ = 1) | |
| (hκ : ∀ x, 0 ≤ ⟪u x, v x⟫_ℝ) | |
| (hLu : LipschitzWith Ku u) (hLv : LipschitzWith Kv v) : | |
| LipschitzWith (14 * (Ku + Kv)) (fun x => rotation (u x) (v x)) := by | |
| apply LipschitzWith.of_dist_le_mul | |
| intro x y | |
| rw [dist_eq_norm] | |
| have hu' : ‖u x - u y‖ ≤ (Ku : ℝ) * dist x y := by | |
| simpa only [dist_eq_norm] using hLu.dist_le_mul x y | |
| have hv' : ‖v x - v y‖ ≤ (Kv : ℝ) * dist x y := by | |
| simpa only [dist_eq_norm] using hLv.dist_le_mul x y | |
| calc | |
| ‖rotation (u x) (v x) - rotation (u y) (v y)‖ | |
| ≤ 14 * (‖u x - u y‖ + ‖v x - v y‖) := | |
| norm_rotation_sub_le _ _ _ _ (hu x) (hv x) (hu y) (hv y) (hκ x) (hκ y) | |
| _ ≤ 14 * ((Ku : ℝ) * dist x y + (Kv : ℝ) * dist x y) := | |
| mul_le_mul_of_nonneg_left (add_le_add hu' hv') (by norm_num) | |
| _ = (14 * (Ku + Kv) : ℝ≥0) * dist x y := by | |
| push_cast | |
| ring | |
| theorem rotation_lipschitzWith_238 {X : Type uX} [PseudoMetricSpace X] | |
| (u v : X → E) | |
| (hu : ∀ x, ‖u x‖ = 1) (hv : ∀ x, ‖v x‖ = 1) | |
| (hκ : ∀ x, 0 ≤ ⟪u x, v x⟫_ℝ) | |
| (hLu : LipschitzWith 16 u) (hLv : LipschitzWith 1 v) : | |
| LipschitzWith 238 (fun x => rotation (u x) (v x)) := by | |
| convert rotation_lipschitzWith u v hu hv hκ hLu hLv using 1 ; norm_num | |
| end ThompsonNonamenability.Analytic | |
| end | |
| end OAI | |