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| import OAI.Combinatorics.LowSpaceSubsetSum.Counting.Deficiency | |
| import OAI.Combinatorics.LowSpaceSubsetSum.Counting.Entropy | |
| import OAI.Combinatorics.LowSpaceSubsetSum.Counting.Resources | |
| import Mathlib.Algebra.Order.BigOperators.Group.Finset | |
| import Mathlib.Data.Finset.Max | |
| namespace OAI | |
| /-! | |
| # Many distinct weights at one prescribed cardinality | |
| The first representative-selection step in the low-deficiency survival proof. | |
| Complementation allows the selected cardinality to be at most half the domain. | |
| All cardinalities count distinct integer weights, not subset occurrences. | |
| -/ | |
| namespace LowSpaceSubsetSum | |
| open scoped BigOperators | |
| variable {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| def sumsAtSize (a : ι → ℤ) (V : Finset ι) (k : ℕ) : Finset ℤ := | |
| (V.powersetCard k).image (weight a) | |
| theorem mem_sumsAtSize (a : ι → ℤ) (V : Finset ι) (k : ℕ) (x : ℤ) : | |
| x ∈ sumsAtSize a V k ↔ ∃ S ⊆ V, S.card = k ∧ weight a S = x := by | |
| simp only [sumsAtSize, Finset.mem_image, Finset.mem_powersetCard] | |
| aesop | |
| theorem weight_complement (a : ι → ℤ) {S V : Finset ι} (hS : S ⊆ V) : | |
| weight a (V \ S) = weight a V - weight a S := by | |
| have hd : Disjoint S (V \ S) := by | |
| apply Finset.disjoint_left.mpr | |
| intro i hiS hiVS | |
| exact (Finset.mem_sdiff.mp hiVS).2 hiS | |
| have h := weight_union a hd | |
| rw [Finset.union_sdiff_of_subset hS] at h | |
| omega | |
| theorem sumsAtSize_complement (a : ι → ℤ) (V : Finset ι) {k : ℕ} | |
| (hk : k ≤ V.card) : | |
| sumsAtSize a V (V.card - k) = (sumsAtSize a V k).image (fun x => weight a V - x) := by | |
| ext x | |
| constructor | |
| · intro hx | |
| obtain ⟨S, hS, hcS, rfl⟩ := (mem_sumsAtSize a V (V.card - k) x).mp hx | |
| refine Finset.mem_image.mpr ⟨weight a (V \ S), ?_, ?_⟩ | |
| · apply (mem_sumsAtSize a V k _).mpr | |
| refine ⟨V \ S, Finset.sdiff_subset, ?_, rfl⟩ | |
| rw [Finset.card_sdiff_of_subset hS, hcS] | |
| omega | |
| · rw [weight_complement a hS] | |
| omega | |
| · intro hx | |
| obtain ⟨y, hy, rfl⟩ := Finset.mem_image.mp hx | |
| obtain ⟨S, hS, hcS, rfl⟩ := (mem_sumsAtSize a V k y).mp hy | |
| apply (mem_sumsAtSize a V (V.card - k) _).mpr | |
| refine ⟨V \ S, Finset.sdiff_subset, ?_, weight_complement a hS⟩ | |
| rw [Finset.card_sdiff_of_subset hS, hcS] | |
| theorem sumsAtSize_complement_card (a : ι → ℤ) (V : Finset ι) {k : ℕ} | |
| (hk : k ≤ V.card) : | |
| (sumsAtSize a V (V.card - k)).card = (sumsAtSize a V k).card := by | |
| rw [sumsAtSize_complement a V hk] | |
| apply Finset.card_image_of_injective | |
| intro x y h | |
| exact sub_right_injective h | |
| theorem distinctSumCount_le_sum_sizes (a : ι → ℤ) (V : Finset ι) : | |
| distinctSumCount a V ≤ ∑ k ∈ Finset.range (V.card + 1), (sumsAtSize a V k).card := by | |
| classical | |
| have hsub : distinctSums a V ⊆ | |
| (Finset.range (V.card + 1)).biUnion (sumsAtSize a V) := by | |
| intro x hx | |
| obtain ⟨S, hS, rfl⟩ := (mem_distinctSums a V x).mp hx | |
| apply Finset.mem_biUnion.mpr | |
| refine ⟨S.card, Finset.mem_range.mpr (by have := Finset.card_le_card hS; omega), ?_⟩ | |
| exact (mem_sumsAtSize a V S.card _).mpr ⟨S, hS, rfl, rfl⟩ | |
| exact (Finset.card_le_card hsub).trans Finset.card_biUnion_le | |
| /-- Pigeonhole selection of one size, followed by complementation if necessary. -/ | |
| theorem exists_many_distinct_weights_at_size (a : ι → ℤ) (V : Finset ι) : | |
| ∃ k ≤ V.card / 2, | |
| distinctSumCount a V ≤ (V.card + 1) * (sumsAtSize a V k).card := by | |
| obtain ⟨k, hk, hmax⟩ := Finset.exists_max_image (Finset.range (V.card + 1)) | |
| (fun k => (sumsAtSize a V k).card) (Finset.nonempty_range_iff.mpr (by omega)) | |
| have hkV : k ≤ V.card := by have := Finset.mem_range.mp hk; omega | |
| have hN : distinctSumCount a V ≤ (V.card + 1) * (sumsAtSize a V k).card := by | |
| apply (distinctSumCount_le_sum_sizes a V).trans | |
| simpa using Finset.sum_le_card_nsmul (Finset.range (V.card + 1)) | |
| (fun i => (sumsAtSize a V i).card) _ hmax | |
| by_cases hhalf : k ≤ V.card / 2 | |
| · exact ⟨k, hhalf, hN⟩ | |
| · refine ⟨V.card - k, by omega, ?_⟩ | |
| rwa [sumsAtSize_complement_card a V hkV] | |
| /-- The exact exponential form of the distinct-weight count. -/ | |
| theorem two_pow_card_sub_deficiency (a : ι → ℤ) (V : Finset ι) : | |
| (2 : ℝ) ^ ((V.card : ℝ) - deficiency a V) = distinctSumCount a V := by | |
| simp only [deficiency, sub_sub_cancel] | |
| exact Real.rpow_logb (by norm_num) (by norm_num) (distinctSumCount_pos_real a V) | |
| /-- The representation proof's first distinct-weight lower bound. -/ | |
| theorem exists_representative_size (a : ι → ℤ) (V : Finset ι) : | |
| ∃ k ≤ V.card / 2, | |
| (2 : ℝ) ^ ((V.card : ℝ) - deficiency a V) / (V.card + 1) ≤ | |
| (sumsAtSize a V k).card := by | |
| obtain ⟨k, hk, hN⟩ := exists_many_distinct_weights_at_size a V | |
| refine ⟨k, hk, ?_⟩ | |
| rw [two_pow_card_sub_deficiency] | |
| apply (div_le_iff₀ (by positivity : (0 : ℝ) < V.card + 1)).mpr | |
| have hR : (distinctSumCount a V : ℝ) ≤ (V.card + 1) * (sumsAtSize a V k).card := by | |
| exact_mod_cast hN | |
| nlinarith | |
| /-- Subsets of size at most one third cannot supply more than the corresponding | |
| entropy bound, regardless of repeated values in the input. -/ | |
| theorem sumsAtSize_card_le_third_entropy (a : ι → ℤ) (V : Finset ι) {k : ℕ} | |
| (hV : 0 < V.card) (hk : 3 * k ≤ V.card) : | |
| ((sumsAtSize a V k).card : ℝ) ≤ | |
| (2 : ℝ) ^ ((V.card : ℝ) * binaryEntropy (1 / 3)) := by | |
| have hn : (0 : ℝ) < V.card := by exact_mod_cast hV | |
| have hkV : k ≤ V.card := by omega | |
| have hkR : (3 : ℝ) * k ≤ V.card := by exact_mod_cast hk | |
| have hp0 : 0 ≤ (k : ℝ) / V.card := div_nonneg (Nat.cast_nonneg _) hn.le | |
| have hp1 : (k : ℝ) / V.card ≤ 1 / 3 := by | |
| apply (div_le_iff₀ hn).mpr | |
| linarith | |
| have hent := binaryEntropy_monoOn ⟨hp0, by linarith⟩ | |
| (by norm_num : (1 / 3 : ℝ) ∈ Set.Icc 0 (1 / 2)) hp1 | |
| have hc : ((sumsAtSize a V k).card : ℝ) ≤ (V.card.choose k : ℝ) := by | |
| exact_mod_cast (show (sumsAtSize a V k).card ≤ V.card.choose k from | |
| Finset.card_image_le.trans (Finset.card_powersetCard _ _).le) | |
| apply hc.trans ((choose_entropy_bounds V.card k hkV).2.trans ?_) | |
| apply Real.rpow_le_rpow_of_exponent_le (by norm_num : (1 : ℝ) ≤ 2) | |
| exact mul_le_mul_of_nonneg_left hent hn.le | |
| /-- Once a block supplies enough distinct sums, the size selected by | |
| pigeonhole lies strictly above one third of that block and at most one half. | |
| These are exactly the guesses used by the representation trial. -/ | |
| theorem exists_representative_size_range (a : ι → ℤ) (V : Finset ι) | |
| (hV : 0 < V.card) | |
| (hcount : (2 : ℝ) ^ ((V.card : ℝ) * binaryEntropy (1 / 3)) < | |
| (distinctSumCount a V : ℝ) / (V.card + 1)) : | |
| ∃ k, V.card < 3 * k ∧ k ≤ V.card / 2 ∧ | |
| (distinctSumCount a V : ℝ) / (V.card + 1) ≤ (sumsAtSize a V k).card := by | |
| obtain ⟨k, hk, hN⟩ := exists_representative_size a V | |
| rw [two_pow_card_sub_deficiency] at hN | |
| refine ⟨k, ?_, hk, hN⟩ | |
| by_contra hsmall | |
| have hbound := sumsAtSize_card_le_third_entropy a V hV (by omega : 3 * k ≤ V.card) | |
| linarith | |
| /-- The small-deficiency regime eventually excludes the lower third. The | |
| margin `1/1500` is absolute, so this assertion is uniform in the weights. -/ | |
| theorem eventually_small_deficiency_size_range : | |
| ∀ᶠ m : ℕ in Filter.atTop, ∀ (a : ι → ℤ) (V : Finset ι), V.card = m → | |
| deficiency a V ≤ (33 / 500 : ℝ) * m → | |
| ∃ k, V.card < 3 * k ∧ k ≤ V.card / 2 ∧ | |
| (2 : ℝ) ^ ((V.card : ℝ) - deficiency a V) / (V.card + 1) ≤ | |
| (sumsAtSize a V k).card := by | |
| filter_upwards [polynomial_absorption 2 (by norm_num : (0 : ℝ) < 1 / 1500), | |
| Filter.eventually_ge_atTop 3] with m hpoly hm | |
| intro a V hcard hd | |
| have hmR : (3 : ℝ) ≤ m := by exact_mod_cast hm | |
| have hlinear : (m : ℝ) + 1 < (m : ℝ) ^ 2 := by nlinarith | |
| have hden : (m : ℝ) + 1 < (2 : ℝ) ^ ((1 / 1500 : ℝ) * m) := | |
| hlinear.trans_le hpoly | |
| have hgap : binaryEntropy (1 / 3) + (1 / 1500 : ℝ) < 467 / 500 := by | |
| linarith [binaryEntropy_third_lt] | |
| have hexp : (m : ℝ) * binaryEntropy (1 / 3) + (1 / 1500 : ℝ) * m < | |
| (m : ℝ) - deficiency a V := by | |
| nlinarith | |
| have hcount : (2 : ℝ) ^ ((V.card : ℝ) * binaryEntropy (1 / 3)) < | |
| (distinctSumCount a V : ℝ) / (V.card + 1) := by | |
| apply (lt_div_iff₀ (by positivity : (0 : ℝ) < V.card + 1)).mpr | |
| rw [← two_pow_card_sub_deficiency, hcard] | |
| calc | |
| (2 : ℝ) ^ ((m : ℝ) * binaryEntropy (1 / 3)) * ((m : ℝ) + 1) | |
| < (2 : ℝ) ^ ((m : ℝ) * binaryEntropy (1 / 3)) * | |
| (2 : ℝ) ^ ((1 / 1500 : ℝ) * m) := | |
| mul_lt_mul_of_pos_left hden (Real.rpow_pos_of_pos (by norm_num) _) | |
| _ = (2 : ℝ) ^ ((m : ℝ) * binaryEntropy (1 / 3) + | |
| (1 / 1500 : ℝ) * m) := (Real.rpow_add (by norm_num : (0 : ℝ) < 2) _ _).symm | |
| _ < (2 : ℝ) ^ ((m : ℝ) - deficiency a V) := | |
| Real.rpow_lt_rpow_of_exponent_lt (by norm_num) hexp | |
| obtain ⟨k, hlow, hhigh, hmany⟩ := exists_representative_size_range a V | |
| (by omega) hcount | |
| refine ⟨k, hlow, hhigh, ?_⟩ | |
| rwa [two_pow_card_sub_deficiency] | |
| /-- The manuscript's absolute threshold makes `tau = .0078n` at most | |
| `.066s` for every size-`s` mixer half; the floor in `m` is included. -/ | |
| theorem half_mixer_deficiency_threshold {n : ℕ} (hn : 2200 ≤ n) : | |
| (39 / 5000 : ℝ) * n ≤ (33 / 500 : ℝ) * (mixerSize n / 2 : ℕ) := by | |
| have hdiv : mixerSize n / 2 = 4 * (3 * n / 100) := by | |
| simp only [mixerSize] | |
| omega | |
| have hl := (mixerSize_bounds n).1 | |
| have hnR : (2200 : ℝ) ≤ n := by exact_mod_cast hn | |
| rw [hdiv] | |
| simp only [mixerSize, Nat.cast_mul, Nat.cast_ofNat] at hl ⊢ | |
| linarith | |
| end LowSpaceSubsetSum | |
| end OAI | |