Download lean/OAI/NumberTheory/Ostmann/Arithmetic/ArithmeticFrequencyTree.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.89 kB
| import OAI.NumberTheory.Ostmann.Arithmetic.FrequencyTreeSum | |
| import OAI.NumberTheory.Ostmann.Characters.SignedFrequencySum | |
| namespace OAI | |
| /-! # The full arithmetic frequency-tree budget -/ | |
| namespace Ostmann | |
| open scoped BigOperators Classical | |
| noncomputable def pairedFrequencyKernel (S : Finset ℤ) (D : ℝ) | |
| (root left right : S × S) : ℝ := | |
| 2 * D ^ 2 * | |
| (((reducedFrequency ((left.1 : ℤ).natAbs.gcd (right.1 : ℤ).natAbs) (root.1 : ℤ).natAbs).lcm | |
| (reducedFrequency ((left.2 : ℤ).natAbs.gcd (right.2 : ℤ).natAbs) (root.2 : ℤ).natAbs) : ℕ) : ℝ)⁻¹ | |
| theorem pairedFrequencyKernel_sum_le (S : Finset ℤ) (N : ℕ) (D : ℝ) (hD : 0 ≤ D) | |
| (hS : ∀ s ∈ S, s ≠ 0 ∧ s.natAbs ≤ N) | |
| (hdiv : ∀ v ∈ S, ∀ w ∈ S, ((v.natAbs.gcd w.natAbs).divisors.card : ℝ) ≤ D) | |
| (left right : S × S) : | |
| (∑ root : S × S, pairedFrequencyKernel S D root left right) ≤ | |
| 8 * D ^ 4 * (1 + Real.log N) ^ 3 := by | |
| let g := (left.1 : ℤ).natAbs.gcd (right.1 : ℤ).natAbs | |
| let h := (left.2 : ℤ).natAbs.gcd (right.2 : ℤ).natAbs | |
| have hg : g ≠ 0 := Nat.ne_of_gt (Nat.gcd_pos_of_pos_left _ | |
| (Int.natAbs_pos.mpr (hS _ left.1.property).1)) | |
| have hh : h ≠ 0 := Nat.ne_of_gt (Nat.gcd_pos_of_pos_left _ | |
| (Int.natAbs_pos.mpr (hS _ left.2.property).1)) | |
| have hgd : (g.divisors.card : ℝ) ≤ D := hdiv _ left.1.property _ right.1.property | |
| have hhd : (h.divisors.card : ℝ) ≤ D := hdiv _ left.2.property _ right.2.property | |
| have hpair : | |
| (∑ s : S, ∑ t : S, | |
| (((reducedFrequency g (s : ℤ).natAbs).lcm (reducedFrequency h (t : ℤ).natAbs) : ℕ) : ℝ)⁻¹) = | |
| ∑ s ∈ S, ∑ t ∈ S, | |
| (((reducedFrequency g s.natAbs).lcm (reducedFrequency h t.natAbs) : ℕ) : ℝ)⁻¹ := by | |
| rw [Finset.sum_coe_sort S (fun s : ℤ => ∑ t : S, | |
| (((reducedFrequency g s.natAbs).lcm (reducedFrequency h (t : ℤ).natAbs) : ℕ) : ℝ)⁻¹)] | |
| exact Finset.sum_congr rfl fun s _ => Finset.sum_coe_sort S (fun t : ℤ => | |
| (((reducedFrequency g s.natAbs).lcm (reducedFrequency h t.natAbs) : ℕ) : ℝ)⁻¹) | |
| calc | |
| _ = 2 * D ^ 2 * (∑ s : S, ∑ t : S, | |
| (((reducedFrequency g (s : ℤ).natAbs).lcm (reducedFrequency h (t : ℤ).natAbs) : ℕ) : ℝ)⁻¹) := by | |
| simp only [pairedFrequencyKernel, Fintype.sum_prod_type, ← Finset.mul_sum, g, h] | |
| _ ≤ 2 * D ^ 2 * (4 * (g.divisors.card : ℝ) * h.divisors.card * (1 + Real.log N) ^ 3) := by | |
| rw [hpair] | |
| exact mul_le_mul_of_nonneg_left (signed_reducedFrequency_lcm_sum_le S S N g h hS hS hg hh) | |
| (by positivity) | |
| _ ≤ 2 * D ^ 2 * (4 * D * D * (1 + Real.log N) ^ 3) := by | |
| apply mul_le_mul_of_nonneg_left _ (by positivity) | |
| have hlog : 0 ≤ (1 + Real.log N) ^ 3 := by | |
| have hbase := Real.log_natCast_nonneg N | |
| positivity | |
| exact mul_le_mul_of_nonneg_right | |
| (mul_le_mul (mul_le_mul_of_nonneg_left hgd (by norm_num)) hhd | |
| (Nat.cast_nonneg _) (by positivity)) hlog | |
| _ = _ := by ring | |
| noncomputable def pairedFrequencyLeaf (S : Finset ℤ) (V : ℕ) (x : S × S) : ℝ := | |
| if (x.1 : ℤ).natAbs ≤ V ∧ (x.2 : ℤ).natAbs ≤ V then 1 else 0 | |
| theorem pairedFrequencyLeaf_sum_le (S : Finset ℤ) (V : ℕ) | |
| (hS : ∀ s ∈ S, s ≠ 0) : | |
| (∑ x : S × S, pairedFrequencyLeaf S V x) ≤ (2 * (V : ℝ)) ^ 2 := by | |
| let T := S.filter fun s => s.natAbs ≤ V | |
| have hT : ∀ s ∈ T, s ≠ 0 ∧ s.natAbs ≤ V := by | |
| intro s hs | |
| exact ⟨hS s (Finset.mem_filter.mp hs).1, (Finset.mem_filter.mp hs).2⟩ | |
| have hcard : (T.card : ℝ) ≤ 2 * V := by | |
| have hbound := sum_signed_magnitudes_le T V hT (fun _ => (1 : ℝ)) (by intros; norm_num) | |
| simpa using hbound | |
| have hsingle : (∑ s : S, if (s : ℤ).natAbs ≤ V then (1 : ℝ) else 0) = T.card := by | |
| rw [Finset.sum_coe_sort S (fun s : ℤ => if s.natAbs ≤ V then (1 : ℝ) else 0)] | |
| simp only [← Finset.sum_filter, Finset.sum_const, nsmul_eq_mul, mul_one, T] | |
| have hterm (x y : S) : pairedFrequencyLeaf S V (x, y) = | |
| (if (x : ℤ).natAbs ≤ V then (1 : ℝ) else 0) * | |
| (if (y : ℤ).natAbs ≤ V then (1 : ℝ) else 0) := by | |
| unfold pairedFrequencyLeaf | |
| split_ifs <;> simp_all | |
| calc | |
| _ = (T.card : ℝ) ^ 2 := by | |
| rw [Fintype.sum_prod_type, pow_two, ← hsingle, Finset.sum_mul_sum] | |
| simp only [hterm] | |
| _ ≤ _ := pow_le_pow_left₀ (Nat.cast_nonneg _) hcard 2 | |
| /-- Root-first elimination leaves only the two histories' leaf frequencies. | |
| The exponent `2^n-1` is the exact number of internal nodes. -/ | |
| theorem arithmetic_frequency_tree_sum_le (S : Finset ℤ) (N V : ℕ) (D : ℝ) | |
| (hD : 0 ≤ D) (hS : ∀ s ∈ S, s ≠ 0 ∧ s.natAbs ≤ N) | |
| (hdiv : ∀ v ∈ S, ∀ w ∈ S, ((v.natAbs.gcd w.natAbs).divisors.card : ℝ) ≤ D) | |
| (n : ℕ) : | |
| (∑ x : FrequencyTree (S × S) n, | |
| frequencyTreeWeight (pairedFrequencyKernel S D) (pairedFrequencyLeaf S V) n x) ≤ | |
| (8 * D ^ 4 * (1 + Real.log N) ^ 3) ^ (2 ^ n - 1) * (2 * (V : ℝ)) ^ (2 * 2 ^ n) := by | |
| have hC : 0 ≤ 8 * D ^ 4 * (1 + Real.log N) ^ 3 := by | |
| have hlog := Real.log_natCast_nonneg N | |
| positivity | |
| have hmain := frequencyTree_sum_le (pairedFrequencyKernel S D) (pairedFrequencyLeaf S V) | |
| (8 * D ^ 4 * (1 + Real.log N) ^ 3) (by intros; unfold pairedFrequencyKernel; positivity) | |
| (by intros; unfold pairedFrequencyLeaf; split_ifs <;> norm_num) hC | |
| (pairedFrequencyKernel_sum_le S N D hD hS hdiv) n | |
| apply hmain.trans | |
| have hleaf := pairedFrequencyLeaf_sum_le S V (fun s hs => (hS s hs).1) | |
| calc | |
| _ ≤ (8 * D ^ 4 * (1 + Real.log N) ^ 3) ^ (2 ^ n - 1) * | |
| ((2 * (V : ℝ)) ^ 2) ^ (2 ^ n) := | |
| mul_le_mul_of_nonneg_left (pow_le_pow_left₀ | |
| (Finset.sum_nonneg fun x _ => by unfold pairedFrequencyLeaf; split_ifs <;> norm_num) | |
| hleaf _) (pow_nonneg hC _) | |
| _ = _ := by rw [← pow_mul] | |
| end Ostmann | |
| end OAI | |