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| import OAI.LinearAlgebra.MatrixMultiplication.FieldHistory.Support | |
| import OAI.LinearAlgebra.MatrixMultiplication.Recovery.InheritedOrbitProfiles | |
| namespace OAI | |
| /-! Finite extraction histories, inherited masks and recovery bounds. -/ | |
| noncomputable section | |
| namespace MatrixMultiplication.AllFieldHistoryOrbitCount | |
| open AllFieldHistory AllFieldHistorySupport PermutationMatching | |
| open scoped BigOperators | |
| attribute [local instance] Classical.propDecidable Classical.decEq | |
| abbrev Classes (K tick : ℕ) := ActiveClass K tick | |
| abbrev Positions {K tick : ℕ} (allocation : Allocation) (m : ℕ) | |
| (c : Classes K tick) := | |
| JointCanonicalization.ClassPositions (activeCounts allocation m) c | |
| abbrev Letters {K tick : ℕ} (c : Classes K tick) := | |
| Fin (activeHalfLength c.1) → Fin 7 | |
| abbrev ActualOrbit {K tick : ℕ} (allocation : Allocation) (m : ℕ) := | |
| PairOrbit (Positions (K := K) (tick := tick) allocation m) | |
| (Letters (K := K) (tick := tick)) (Letters (K := K) (tick := tick)) | |
| noncomputable instance actualOrbitFintype {K tick : ℕ} | |
| (allocation : Allocation) (m : ℕ) : | |
| Fintype (ActualOrbit (K := K) (tick := tick) allocation m) := by | |
| haveI : Finite (ActualOrbit (K := K) (tick := tick) allocation m) := | |
| Finite.of_injective pairOrbitProfile pairOrbitProfile_injective | |
| exact Fintype.ofFinite _ | |
| def basePopulationBound {K tick : ℕ} (allocation : Allocation) : ℕ := | |
| ∑ c : Classes K tick, activeCounts allocation 1 c.1 c.2 | |
| def orbitDegree (K tick : ℕ) : ℕ := | |
| 2 * ∑ c : Classes K tick, 7 ^ activeHalfLength c.1 | |
| theorem card_letters {K tick : ℕ} (c : Classes K tick) : | |
| Fintype.card (Letters c) = 7 ^ activeHalfLength c.1 := by | |
| simp only [Letters, Fintype.card_fun, Fintype.card_fin] | |
| theorem class_card_le {K tick : ℕ} (allocation : Allocation) (m : ℕ) | |
| (c : Classes K tick) : | |
| Fintype.card (Positions allocation m c) ≤ | |
| basePopulationBound (K := K) (tick := tick) allocation * m := by | |
| have hc : activeCounts allocation 1 c.1 c.2 ≤ | |
| basePopulationBound (K := K) (tick := tick) allocation := by | |
| unfold basePopulationBound | |
| exact Finset.single_le_sum | |
| (fun (d : Classes K tick) _ => Nat.zero_le (activeCounts allocation 1 d.1 d.2)) | |
| (Finset.mem_univ c) | |
| simp only [Positions, JointCanonicalization.ClassPositions, Fintype.card_fin, | |
| activeCounts_dilation allocation m] | |
| simpa only [Nat.mul_comm] using Nat.mul_le_mul_left m hc | |
| theorem card_actualOrbit_le {K tick : ℕ} (allocation : Allocation) (m : ℕ) : | |
| Nat.card (ActualOrbit (K := K) (tick := tick) allocation m) ≤ | |
| (basePopulationBound (K := K) (tick := tick) allocation * m + 1) ^ | |
| orbitDegree K tick := by | |
| simpa only [ActualOrbit, orbitDegree, card_letters, two_mul] using | |
| (card_pairOrbits_le_common_bound | |
| (P := Positions (K := K) (tick := tick) allocation m) | |
| (X := Letters (K := K) (tick := tick)) | |
| (Y := Letters (K := K) (tick := tick)) | |
| (basePopulationBound (K := K) (tick := tick) allocation * m) | |
| (class_card_le allocation m)) | |
| theorem card_actualOrbit_le_polynomial {K tick : ℕ} | |
| (allocation : Allocation) (m : ℕ) : | |
| Nat.card (ActualOrbit (K := K) (tick := tick) allocation m) ≤ | |
| (basePopulationBound (K := K) (tick := tick) allocation + 1) ^ orbitDegree K tick * | |
| (m + 1) ^ orbitDegree K tick := by | |
| refine (card_actualOrbit_le allocation m).trans ?_ | |
| rw [← mul_pow] | |
| apply Nat.pow_le_pow_left | |
| nlinarith [Nat.zero_le (basePopulationBound (K := K) (tick := tick) allocation)] | |
| def orbitPrefactor {K tick : ℕ} (allocation : Allocation) : ℝ := | |
| ((basePopulationBound (K := K) (tick := tick) allocation + 1 : ℕ) : ℝ) ^ | |
| orbitDegree K tick | |
| theorem orbitPrefactor_pos {K tick : ℕ} (allocation : Allocation) : | |
| 0 < orbitPrefactor (K := K) (tick := tick) allocation := by | |
| unfold orbitPrefactor | |
| positivity | |
| theorem card_actualOrbit_le_polynomial_real {K tick : ℕ} | |
| (allocation : Allocation) (m : ℕ) : | |
| (Nat.card (ActualOrbit (K := K) (tick := tick) allocation m) : ℝ) ≤ | |
| orbitPrefactor (K := K) (tick := tick) allocation * | |
| ((m : ℝ) + 1) ^ orbitDegree K tick := by | |
| unfold orbitPrefactor | |
| exact_mod_cast card_actualOrbit_le_polynomial (K := K) (tick := tick) allocation m | |
| theorem usedOrbits_card_le {K tick : ℕ} (allocation : Allocation) (m : ℕ) | |
| (s : Finset (ActualOrbit (K := K) (tick := tick) allocation m)) : | |
| s.card ≤ (basePopulationBound (K := K) (tick := tick) allocation + 1) ^ | |
| orbitDegree K tick * (m + 1) ^ orbitDegree K tick := by | |
| have hs : s.card ≤ Nat.card (ActualOrbit (K := K) (tick := tick) allocation m) := by | |
| rw [Nat.card_eq_fintype_card] | |
| exact s.card_le_univ | |
| exact hs.trans (card_actualOrbit_le_polynomial allocation m) | |
| theorem usedOrbits_card_le_real {K tick : ℕ} (allocation : Allocation) (m : ℕ) | |
| (s : Finset (ActualOrbit (K := K) (tick := tick) allocation m)) : | |
| (s.card : ℝ) ≤ orbitPrefactor (K := K) (tick := tick) allocation * | |
| ((m : ℝ) + 1) ^ orbitDegree K tick := by | |
| unfold orbitPrefactor | |
| exact_mod_cast usedOrbits_card_le allocation m s | |
| theorem taggedUsedOrbits_card_le_real {K tick : ℕ} (allocation : Allocation) (m : ℕ) | |
| (s : Finset (Fin 3 × ActualOrbit (K := K) (tick := tick) allocation m)) : | |
| (s.card : ℝ) ≤ (3 * orbitPrefactor (K := K) (tick := tick) allocation) * | |
| ((m : ℝ) + 1) ^ orbitDegree K tick := by | |
| have hs : s.card ≤ 3 * Nat.card | |
| (ActualOrbit (K := K) (tick := tick) allocation m) := by | |
| simpa only [Fintype.card_prod, Fintype.card_fin, Nat.card_eq_fintype_card] using | |
| s.card_le_univ | |
| have hsreal : (s.card : ℝ) ≤ 3 * (Nat.card | |
| (ActualOrbit (K := K) (tick := tick) allocation m) : ℝ) := by | |
| exact_mod_cast hs | |
| calc | |
| _ ≤ 3 * (Nat.card (ActualOrbit (K := K) (tick := tick) allocation m) : ℝ) := hsreal | |
| _ ≤ 3 * (orbitPrefactor (K := K) (tick := tick) allocation * | |
| ((m : ℝ) + 1) ^ orbitDegree K tick) := | |
| mul_le_mul_of_nonneg_left (card_actualOrbit_le_polynomial_real allocation m) | |
| (by norm_num) | |
| _ = _ := (mul_assoc _ _ _).symm | |
| end MatrixMultiplication.AllFieldHistoryOrbitCount | |
| end | |
| end OAI | |