import Mathlib.Data.Finset.SymmDiff import Mathlib.Algebra.BigOperators.Group.Finset.Basic import Mathlib.Data.Fintype.Powerset import Mathlib.Tactic namespace OAI /-! # Indexed Subset Sum and the random sign transformation The input is indexed: equal numerical values at different indices remain different choices. The empty subset is included. These definitions and lemmas implement the sign transformation in §3 of *A Low-Space Algorithm for Worst-Case Subset Sum* (equation `alg:sign-flip`). No distributional assumption on the input weights is made. -/ namespace LowSpaceSubsetSum open scoped BigOperators symmDiff /-- A positive-integer input, with a nonnegative target. -/ structure Instance (n : ℕ) where values : Fin n → ℕ positive : ∀ i, 0 < values i target : ℕ /-- Exact integer weight of an indexed subset. -/ def weight {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) (S : Finset ι) : ℤ := ∑ i, if i ∈ S then a i else 0 /-- The decision predicate includes the empty subset. -/ def Solvable {n : ℕ} (I : Instance n) : Prop := ∃ S : Finset (Fin n), weight (fun i => (I.values i : ℤ)) S = I.target @[simp] theorem weight_empty {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) : weight a ∅ = 0 := by simp [weight] theorem zero_target_solvable {n : ℕ} (I : Instance n) (h : I.target = 0) : Solvable I := by exact ⟨∅, by simp [h]⟩ /-- Negate precisely the indices in `F`. -/ def flip {ι : Type*} [DecidableEq ι] (a : ι → ℤ) (F : Finset ι) (i : ι) : ℤ := if i ∈ F then -a i else a i /-- The signed weight is a translated original weight after toggling indices. -/ theorem weight_flip {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) (F S : Finset ι) : weight (flip a F) S = weight a (S ∆ F) - weight a F := by simp only [weight] rw [← Finset.sum_sub_distrib] apply Finset.sum_congr rfl intro i _ by_cases hS : i ∈ S <;> by_cases hF : i ∈ F <;> simp [flip, Finset.mem_symmDiff, hS, hF] /-- Toggling the sign set translates solutions in both directions. -/ theorem signed_solution_iff {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) (t : ℤ) (F S : Finset ι) : weight (flip a F) S = t - weight a F ↔ weight a (S ∆ F) = t := by rw [weight_flip] omega theorem signed_solvable_iff {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) (t : ℤ) (F : Finset ι) : (∃ S, weight (flip a F) S = t - weight a F) ↔ ∃ S, weight a S = t := by constructor · rintro ⟨S, h⟩ exact ⟨S ∆ F, (signed_solution_iff a t F S).mp h⟩ · rintro ⟨S, h⟩ refine ⟨S ∆ F, (signed_solution_iff a t F (S ∆ F)).mpr ?_⟩ simpa only [symmDiff_assoc, symmDiff_self, symmDiff_bot] using h /-- Disjoint joins preserve exact weights. -/ theorem weight_union {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) {S T : Finset ι} (h : Disjoint S T) : weight a (S ∪ T) = weight a S + weight a T := by simp only [weight, ← Finset.sum_add_distrib] apply Finset.sum_congr rfl intro i _ have hi : ¬ (i ∈ S ∧ i ∈ T) := by intro hi exact Finset.disjoint_left.mp h hi.1 hi.2 by_cases hS : i ∈ S <;> by_cases hT : i ∈ T <;> simp_all /-- An exact disjoint signed match certifies an original indexed solution. -/ theorem match_sound {n : ℕ} (I : Instance n) (F L R : Finset (Fin n)) (hd : Disjoint L R) (hm : weight (flip (fun i => (I.values i : ℤ)) F) L + weight (flip (fun i => (I.values i : ℤ)) F) R = (I.target : ℤ) - weight (fun i => (I.values i : ℤ)) F) : Solvable I := by refine ⟨(L ∪ R) ∆ F, ?_⟩ apply (signed_solution_iff _ _ F (L ∪ R)).mp rw [weight_union _ hd] exact hm /-- A dictionary key retains the exact weight and the entire top-block mask. -/ structure Entry (ι : Type*) where value : ℤ mask : Finset ι /-- A retained entry has a subset witness within its parent's allowed domain. -/ def Represents {ι : Type*} [Fintype ι] [DecidableEq ι] (a : ι → ℤ) (domain top : Finset ι) (e : Entry ι) : Prop := ∃ S ⊆ domain, weight a S = e.value ∧ S ∩ top = e.mask /-- If the parents share only top indices, their masks decide compatibility. -/ theorem disjoint_of_top_masks {ι : Type*} [DecidableEq ι] {leftDomain rightDomain top L R : Finset ι} (hshared : leftDomain ∩ rightDomain ⊆ top) (hL : L ⊆ leftDomain) (hR : R ⊆ rightDomain) (hmasks : Disjoint (L ∩ top) (R ∩ top)) : Disjoint L R := by apply Finset.disjoint_left.mpr intro i hiL hiR have hit : i ∈ top := hshared (Finset.mem_inter.mpr ⟨hL hiL, hR hiR⟩) exact Finset.disjoint_left.mp hmasks (Finset.mem_inter.mpr ⟨hiL, hit⟩) (Finset.mem_inter.mpr ⟨hiR, hit⟩) /-- Soundness depends only on the stored key, so duplicate witnesses can be discarded without changing the existence of a compatible exact match. -/ theorem entry_match_sound {n : ℕ} (I : Instance n) (F : Finset (Fin n)) {leftDomain rightDomain top : Finset (Fin n)} (hshared : leftDomain ∩ rightDomain ⊆ top) {l r : Entry (Fin n)} (hl : Represents (flip (fun i => (I.values i : ℤ)) F) leftDomain top l) (hr : Represents (flip (fun i => (I.values i : ℤ)) F) rightDomain top r) (hd : Disjoint l.mask r.mask) (hw : l.value + r.value = I.target - weight (fun i => (I.values i : ℤ)) F) : Solvable I := by obtain ⟨L, hL, hwL, hmL⟩ := hl obtain ⟨R, hR, hwR, hmR⟩ := hr apply match_sound I F L R · apply disjoint_of_top_masks hshared hL hR rwa [hmL, hmR] · rwa [hwL, hwR] end LowSpaceSubsetSum end OAI