|
| 1 | +/- |
| 2 | +Copyright (c) 2026 Vasilii Nesterov. All rights reserved. |
| 3 | +Released under Apache 2.0 license as described in the file LICENSE. |
| 4 | +Authors: Vasilii Nesterov |
| 5 | +-/ |
| 6 | +module |
| 7 | + |
| 8 | +public import Mathlib.Tactic.ComputeAsymptotics.Multiseries.Basis |
| 9 | +public import Mathlib.Tactic.ComputeAsymptotics.Multiseries.Monomial.Predicates |
| 10 | + |
| 11 | +/-! |
| 12 | +
|
| 13 | +# Computing limits of monomials |
| 14 | +
|
| 15 | +In this file we define the `Monomial` structure, representing monomials in a basis, i.e. |
| 16 | +`coef * b₁ ^ e₁ * ... * bₙ ^ eₙ` where `[b₁, ..., bₙ]` is a well-formed basis. |
| 17 | +
|
| 18 | +In the tactic implementation, we use `Monomial` to connect multiseries with real functions. |
| 19 | +In this file we show how to find a limit of `Monomial` and how to asymptotically compare two |
| 20 | +`Monomial`s. |
| 21 | +
|
| 22 | +## Main definitions |
| 23 | +
|
| 24 | +* `Monomial`: type to represent monomials. |
| 25 | +* `UnitMonomial.toFun`/`Monomial.toFun`: converts structures to real functions. |
| 26 | +
|
| 27 | +-/ |
| 28 | + |
| 29 | +@[expose] public section |
| 30 | + |
| 31 | +namespace Tactic.ComputeAsymptotics |
| 32 | + |
| 33 | +open Asymptotics Filter Topology Real |
| 34 | + |
| 35 | +/-- Structure for representing monomials with coefficients. -/ |
| 36 | +structure Monomial where |
| 37 | + /-- Real coefficient of the monomial. -/ |
| 38 | + coef : ℝ |
| 39 | + /-- Unit part of the monomial. -/ |
| 40 | + unit : UnitMonomial |
| 41 | + |
| 42 | +namespace UnitMonomial |
| 43 | + |
| 44 | +/-- Function corresponding to a monomial. -/ |
| 45 | +noncomputable def toFun (m : UnitMonomial) (basis : Basis) : ℝ → ℝ := |
| 46 | + fun x ↦ (m.zipWith (fun exp b ↦ (b x)^exp) basis).prod |
| 47 | + |
| 48 | +/-- Logarithm of function represented by a monomial, i.e. |
| 49 | +`m[0] * log basis[0] + ... + m[n] * log basis[n]`. -/ |
| 50 | +noncomputable def toLogFun (m : UnitMonomial) (basis : Basis) : ℝ → ℝ := |
| 51 | + fun x ↦ (m.zipWith (fun exp b ↦ exp * log (b x)) basis).sum |
| 52 | + |
| 53 | +@[simp] |
| 54 | +theorem toFun_nil (basis : Basis) : (UnitMonomial.toFun [] basis) = 1 := by |
| 55 | + ext x |
| 56 | + simp [toFun] |
| 57 | + |
| 58 | +@[simp] |
| 59 | +theorem toFun_nil_basis (m : UnitMonomial) : (UnitMonomial.toFun m []) = 1 := by |
| 60 | + ext x |
| 61 | + simp [toFun] |
| 62 | + |
| 63 | +@[simp] |
| 64 | +theorem toFun_cons (exp : ℝ) (tl : UnitMonomial) (basis_hd : ℝ → ℝ) (basis_tl : Basis) : |
| 65 | + (UnitMonomial.toFun (exp :: tl) (basis_hd :: basis_tl)) = |
| 66 | + basis_hd ^ exp * tl.toFun basis_tl := by |
| 67 | + ext x |
| 68 | + simp [toFun] |
| 69 | + |
| 70 | +@[simp] |
| 71 | +theorem toLogFun_nil (basis : Basis) : (UnitMonomial.toLogFun [] basis) = 0 := by |
| 72 | + ext x |
| 73 | + simp [toLogFun] |
| 74 | + |
| 75 | +@[simp] |
| 76 | +theorem toLogFun_nil_basis (m : UnitMonomial) : (UnitMonomial.toLogFun m []) = 0 := by |
| 77 | + ext x |
| 78 | + simp [toLogFun] |
| 79 | + |
| 80 | +@[simp] |
| 81 | +theorem toLogFun_cons (exp : ℝ) (tl : UnitMonomial) (basis_hd : ℝ → ℝ) (basis_tl : Basis) : |
| 82 | + (UnitMonomial.toLogFun (exp :: tl) (basis_hd :: basis_tl)) = |
| 83 | + exp • Real.log ∘ basis_hd + UnitMonomial.toLogFun tl basis_tl := by |
| 84 | + ext x |
| 85 | + simp [toLogFun] |
| 86 | + |
| 87 | +/-- Multiplication of unit monomials. -/ |
| 88 | +noncomputable def mul (m1 m2 : UnitMonomial) : UnitMonomial := |
| 89 | + m1.zipWith (· + ·) m2 |
| 90 | + |
| 91 | +/-- Inversion of a unit monomial. -/ |
| 92 | +noncomputable def inv (m : UnitMonomial) : UnitMonomial := |
| 93 | + m.map (-·) |
| 94 | + |
| 95 | +theorem mul_length {m1 m2 : UnitMonomial} (h : m1.length = m2.length) : |
| 96 | + (mul m1 m2).length = m1.length := by |
| 97 | + simp [mul, h] |
| 98 | + |
| 99 | +@[simp] |
| 100 | +theorem inv_length (m : UnitMonomial) : |
| 101 | + (inv m).length = m.length := by |
| 102 | + simp [inv] |
| 103 | + |
| 104 | +theorem mul_toFun {m1 m2 : UnitMonomial} {basis : Basis} (h_basis : WellFormedBasis basis) |
| 105 | + (h_length : m1.length = m2.length) : |
| 106 | + (m1.mul m2).toFun basis =ᶠ[atTop] m1.toFun basis * m2.toFun basis := by |
| 107 | + apply h_basis.eventually_pos.mono |
| 108 | + intro x h_pos |
| 109 | + simp only [toFun, mul, Pi.mul_apply] |
| 110 | + induction m1 generalizing m2 basis with |
| 111 | + | nil => |
| 112 | + symm at h_length |
| 113 | + simp_all |
| 114 | + | cons exp1 exps1 ih => |
| 115 | + cases m2 with |
| 116 | + | nil => simp at h_length |
| 117 | + | cons exp2 exps2 => |
| 118 | + cases basis with |
| 119 | + | nil => simp |
| 120 | + | cons basis_hd basis_tl => |
| 121 | + simp only [List.zipWith_cons_cons, List.prod_cons] at ih ⊢ |
| 122 | + have h1 : exps1.length = exps2.length := by grind |
| 123 | + have h2 : ∀ f ∈ basis_tl, 0 < f x := by grind |
| 124 | + have h3 : 0 < basis_hd x := h_pos _ (by simp) |
| 125 | + rw [ih h_basis.tail h1 h2, Real.rpow_add h3] |
| 126 | + grind |
| 127 | + |
| 128 | +theorem inv_toFun {m : UnitMonomial} {basis : Basis} (h_basis : WellFormedBasis basis) : |
| 129 | + m.inv.toFun basis =ᶠ[atTop] (m.toFun basis)⁻¹ := by |
| 130 | + eta_expand |
| 131 | + simp only [toFun, inv, Pi.inv_apply] |
| 132 | + induction m generalizing basis with |
| 133 | + | nil => simp |
| 134 | + | cons exp exps ih => |
| 135 | + cases basis with |
| 136 | + | nil => simp |
| 137 | + | cons basis_hd basis_tl => |
| 138 | + apply ((h_basis.head_eventually_pos).and (ih (h_basis.tail))).mono |
| 139 | + intro x ⟨h_pos, ih⟩ |
| 140 | + simp only [List.map_cons, List.zipWith_cons_cons, List.prod_cons, mul_inv_rev] |
| 141 | + grind [Real.rpow_neg h_pos.le] |
| 142 | + |
| 143 | +end UnitMonomial |
| 144 | + |
| 145 | +namespace Monomial |
| 146 | + |
| 147 | +/-- Converts `t : Monomial` to real function represented by the corresponding monomial, i.e. |
| 148 | +`t.coef * basis[0]^t.exps[0] * basis[1]^t.exps[1] * ...`. It is always assumed that |
| 149 | +`t.exps.length = basis.length`, but some theorems below do not require this assumption. -/ |
| 150 | +noncomputable def toFun (t : Monomial) (basis : Basis) : ℝ → ℝ := |
| 151 | + t.coef • t.unit.toFun basis |
| 152 | + |
| 153 | +@[simp] |
| 154 | +theorem nil_toFun {coef : ℝ} {basis : Basis} : |
| 155 | + Monomial.toFun ⟨coef, []⟩ basis = fun _ ↦ coef := by |
| 156 | + ext x |
| 157 | + simp [toFun] |
| 158 | + |
| 159 | +@[simp] |
| 160 | +theorem cons_toFun {coef exp : ℝ} {m : UnitMonomial} {basis_hd : ℝ → ℝ} {basis_tl : Basis} : |
| 161 | + Monomial.toFun ⟨coef, exp :: m⟩ (basis_hd :: basis_tl) = |
| 162 | + basis_hd ^ exp * Monomial.toFun ⟨coef, m⟩ basis_tl := by |
| 163 | + ext x |
| 164 | + simp [toFun] |
| 165 | + ring |
| 166 | + |
| 167 | +/-- If `t.coef = 0`, then `t.toFun` is zero. -/ |
| 168 | +theorem zero_coef_toFun {t : Monomial} (basis : Basis) (h_coef : t.coef = 0) : |
| 169 | + t.toFun basis = 0 := by |
| 170 | + simp [toFun, h_coef] |
| 171 | + |
| 172 | +/-- If `t.coef = 0`, then `t.toFun` is zero. -/ |
| 173 | +theorem zero_coef_toFun' (basis : Basis) (exps : List ℝ) : |
| 174 | + Monomial.toFun ⟨0, exps⟩ basis = 0 := zero_coef_toFun _ rfl |
| 175 | + |
| 176 | +/-- Negation of a monomial. -/ |
| 177 | +noncomputable def neg (t : Monomial) : Monomial := |
| 178 | + ⟨-t.coef, t.unit⟩ |
| 179 | + |
| 180 | +/-- Multiplication of monomials. -/ |
| 181 | +noncomputable def mul (t1 t2 : Monomial) : Monomial := |
| 182 | + ⟨t1.coef * t2.coef, t1.unit.mul t2.unit⟩ |
| 183 | + |
| 184 | +/-- Scales a monomial by a real factor `c`. -/ |
| 185 | +noncomputable def smul (t : Monomial) (c : ℝ) : Monomial := |
| 186 | + ⟨c * t.coef, t.unit⟩ |
| 187 | + |
| 188 | +/-- Inversion operation for monomials. -/ |
| 189 | +noncomputable def inv (t : Monomial) : Monomial := |
| 190 | + ⟨t.coef⁻¹, t.unit.inv⟩ |
| 191 | + |
| 192 | +/-- Flipping the sign of `coef` flips the sign of `toFun`. The theorem is stated in this form, |
| 193 | +because it allows one to rewrite the `t.toFun basis` expression. It is used below in cases where we |
| 194 | +want to reduce the case of `t.coef < 0` to `t.coef > 0`. -/ |
| 195 | +theorem neg_toFun {t : Monomial} {basis : Basis} : |
| 196 | + t.toFun basis = -t.neg.toFun basis := by |
| 197 | + ext x |
| 198 | + simp [neg, toFun] |
| 199 | + |
| 200 | +theorem mul_toFun {t1 t2 : Monomial} {basis : Basis} (h_basis : WellFormedBasis basis) |
| 201 | + (h_length : t1.unit.length = t2.unit.length) : |
| 202 | + (mul t1 t2).toFun basis =ᶠ[atTop] t1.toFun basis * t2.toFun basis := by |
| 203 | + simp only [toFun, mul, Algebra.mul_smul_comm, Algebra.smul_mul_assoc] |
| 204 | + grw [UnitMonomial.mul_toFun h_basis h_length] |
| 205 | + filter_upwards [] with t |
| 206 | + simp [Pi.smul_apply, Pi.mul_apply] |
| 207 | + ring |
| 208 | + |
| 209 | +theorem smul_toFun {t : Monomial} {basis : Basis} (c : ℝ) : |
| 210 | + (smul t c).toFun basis = c • t.toFun basis := by |
| 211 | + ext x |
| 212 | + simp [smul, toFun] |
| 213 | + ring |
| 214 | + |
| 215 | +theorem inv_toFun {t : Monomial} {basis : Basis} (h_basis : WellFormedBasis basis) : |
| 216 | + t.inv.toFun basis =ᶠ[atTop] (t.toFun basis)⁻¹ := by |
| 217 | + simp only [toFun, inv] |
| 218 | + grw [UnitMonomial.inv_toFun h_basis] |
| 219 | + filter_upwards [] with x |
| 220 | + simp [Pi.smul_apply, Pi.inv_apply] |
| 221 | + ring |
| 222 | + |
| 223 | +@[simp] |
| 224 | +theorem inv_length (t : Monomial) : |
| 225 | + t.inv.unit.length = t.unit.length := by |
| 226 | + simp [inv] |
| 227 | + |
| 228 | +end Monomial |
| 229 | + |
| 230 | +end Tactic.ComputeAsymptotics |
0 commit comments