Verified output-sensitive join of left keys with stored right buckets
ProvedThreeSum.LightWantedJoin.meets3sumalgorithmsfine-grained-complexitythree-sum-1962word-ram
Let natural right keys for and left keys for . Suppose integer memory stores the left-key array at and the exact right-index bucket representation at offset and flat bases . Let be the pair-output base, with . Put . Assume , , and that contains the recursive join and wanted-row copier. Execution on finishes within steps and yields
Rows follow left-index order and each row follows bucket order. Memory below is preserved. This enumerates exactly the matching physical index pairs.
Preamble
/- Copyright (c) 2026 Anthropic, PBC. All rights reserved. Released under Apache 2.0 license as described in the file LICENSE. SPDX-License-Identifier: Apache-2.0 -/ import Aesop import Definitions.Def_APSPSource_RemainingDefinitions import Definitions.Def_APSPSource_ThreeSumApsp_Lang_Logic import Definitions.Def_APSPSource_ThreeSumApsp_Lang_Regions import Definitions.Def_APSPSource_ThreeSumApsp_Lang_Syntax import Definitions.Def_ThreeSum1962Source_Bundle01 import Definitions.Def_ThreeSum1962Source_Bundle02 import Definitions.Def_ThreeSum1962Source_Bundle03 import Definitions.Def_ThreeSum1962Source_Bundle04 import Definitions.Def_ThreeSum1962Source_Bundle05 import Definitions.Def_ThreeSum1962Source_Bundle06 import Definitions.Def_ThreeSum1962Source_Bundle07 import Lean.Elab.Tactic.Omega import Mathlib.Algebra.BigOperators.Fin import Mathlib.Algebra.BigOperators.Group.Finset.Basic import Mathlib.Algebra.BigOperators.Group.Finset.Piecewise import Mathlib.Algebra.BigOperators.Group.Finset.Powerset import Mathlib.Algebra.BigOperators.Group.Finset.Sigma import Mathlib.Algebra.BigOperators.Ring.Finset import Mathlib.Algebra.Field.ZMod import Mathlib.Algebra.Group.Equiv.Basic import Mathlib.Algebra.Group.Int.Defs import Mathlib.Algebra.GroupWithZero.Nat import Mathlib.Algebra.Order.BigOperators.Group.Finset import Mathlib.Algebra.Order.BigOperators.Group.List import Mathlib.Algebra.Order.BigOperators.Group.Multiset import Mathlib.Algebra.Order.Chebyshev import Mathlib.Algebra.Order.Field.Basic import Mathlib.Algebra.Order.Floor.Div import Mathlib.Algebra.Order.Group.Abs import Mathlib.Algebra.Order.Group.Int import Mathlib.Algebra.Order.Group.Nat import Mathlib.Algebra.Order.Group.Unbundled.Abs import Mathlib.Algebra.Order.Ring.Abs import Mathlib.Algebra.Order.Ring.Int import Mathlib.Algebra.Order.Ring.Pow import Mathlib.Algebra.Polynomial.Basic import Mathlib.Algebra.Polynomial.Coeff import Mathlib.Algebra.Ring.Nat import Mathlib.Combinatorics.Colex import Mathlib.Data.Bool.Basic import Mathlib.Data.Fin.Embedding import Mathlib.Data.Fin.VecNotation import Mathlib.Data.Finset.Card import Mathlib.Data.Finset.Powerset import Mathlib.Data.Finset.Prod import Mathlib.Data.Finset.Range import Mathlib.Data.Finset.Sigma import Mathlib.Data.Finset.Sort import Mathlib.Data.Fintype.BigOperators import Mathlib.Data.Fintype.Card import Mathlib.Data.Fintype.EquivFin import Mathlib.Data.Fintype.Pi import Mathlib.Data.Fintype.Prod import Mathlib.Data.Int.Cast.Lemmas import Mathlib.Data.Int.ModEq import Mathlib.Data.Int.Notation import Mathlib.Data.Int.SuccPred import Mathlib.Data.List.Basic import Mathlib.Data.List.FinRange import Mathlib.Data.List.GetD import Mathlib.Data.List.MinMax import Mathlib.Data.List.Nodup import Mathlib.Data.List.OfFn import Mathlib.Data.List.Pi import Mathlib.Data.List.ProdSigma import Mathlib.Data.List.TakeDrop import Mathlib.Data.Nat.Cast.Order.Ring import Mathlib.Data.Nat.Choose.Basic import Mathlib.Data.Nat.Choose.Bounds import Mathlib.Data.Nat.Choose.Central import Mathlib.Data.Nat.Choose.Sum import Mathlib.Data.Nat.Count import Mathlib.Data.Nat.Log import Mathlib.Data.Nat.Notation import Mathlib.Data.Nat.Size import Mathlib.Data.Nat.Sqrt import Mathlib.Data.Nat.SuccPred import Mathlib.Data.Real.Basic import Mathlib.Data.ZMod.Basic import Mathlib.GroupTheory.Index import Mathlib.LinearAlgebra.Dual.Lemmas import Mathlib.LinearAlgebra.Matrix.Defs import Mathlib.LinearAlgebra.Matrix.Dual import Mathlib.LinearAlgebra.Matrix.ToLin import Mathlib.Logic.Equiv.Fin.Basic import Mathlib.Logic.Function.Basic import Mathlib.NumberTheory.Bertrand import Mathlib.Order.ConditionallyCompleteLattice.Basic import Mathlib.RingTheory.Coprime.Lemmas import Mathlib.Tactic.Abel import Mathlib.Tactic.ByContra import Mathlib.Tactic.FieldSimp import Mathlib.Tactic.FinCases import Mathlib.Tactic.GCongr import Mathlib.Tactic.Linarith import Mathlib.Tactic.NormNum import Mathlib.Tactic.Positivity import Mathlib.Tactic.Push import Mathlib.Tactic.Ring import Mathlib.Tactic.SplitIfs import Mathlib.Tactic.Tauto import Theorems.Thm_Light_seg_append import Theorems.Thm_ThreeSum_LightWantedRow_meets import Theorems.Thm_ThreeSum_SourceBuckets_position_bucket_iff import Theorems.Thm_ThreeSum_SourceBuckets_position_injective import Theorems.Thm_ThreeSum_WantedPairs_row_segment set_option autoImplicit false set_option relaxedAutoImplicit false set_option Elab.async false namespace Light end Light namespace ThreeSum.LightHistogram end ThreeSum.LightHistogram namespace ThreeSum.SourceBuckets end ThreeSum.SourceBuckets namespace ThreeSum.WantedPairs end ThreeSum.WantedPairs namespace ThreeSumApsp end ThreeSumApsp
Formal statement
theorem ThreeSum.LightWantedJoin.meets : ∀ {lim : Light.Limits} {P : Light.Program} {pMain pRow keys offsets flat NR M dst : Nat}
(hmain :
@Eq.{1} (Option.{0} Light.Stmt)
(@GetElem?.getElem?.{0, 0, 0} Light.Program Nat Light.Stmt
(fun (as : List.{0} Light.Stmt) (i : Nat) => @LT.lt.{0} Nat instLTNat i (@List.length.{0} Light.Stmt as))
(@List.instGetElem?NatLtLength.{0} Light.Stmt) P pMain)
(@Option.some.{0} Light.Stmt (ThreeSum.LightWantedJoin.body pMain pRow)))
(hrow :
@Eq.{1} (Option.{0} Light.Stmt)
(@GetElem?.getElem?.{0, 0, 0} Light.Program Nat Light.Stmt
(fun (as : List.{0} Light.Stmt) (i : Nat) => @LT.lt.{0} Nat instLTNat i (@List.length.{0} Light.Stmt as))
(@List.instGetElem?NatLtLength.{0} Light.Stmt) P pRow)
(@Option.some.{0} Light.Stmt ThreeSum.LightWantedRow.body))
(left right : Nat → Nat) (hright : ∀ (j : Nat), @LT.lt.{0} Nat instLTNat j NR → @LT.lt.{0} Nat instLTNat (right j) M)
(n d : Nat) (μ : Nat → Int),
@LE.le.{0} Int Int.instLEInt (@Nat.cast.{0} Int instNatCastInt lim.space) lim.word →
@LE.le.{0} Nat instLENat (@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) keys n) dst →
@LE.le.{0} Nat instLENat
(@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat)
(@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) offsets M)
(@OfNat.ofNat.{0} Nat (nat_lit 1) (instOfNatNat (nat_lit 1))))
dst →
@LE.le.{0} Nat instLENat (@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) flat NR) dst →
@LE.le.{0} Nat instLENat
(@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) dst
(@HMul.hMul.{0, 0, 0} Nat Nat Nat (@instHMul.{0} Nat instMulNat)
(@OfNat.ofNat.{0} Nat (nat_lit 2) (instOfNatNat (nat_lit 2)))
(ThreeSum.WantedPairs.count left right NR n)))
lim.space →
@LE.le.{0} Nat instLENat
(@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat)
(@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) d n)
(@OfNat.ofNat.{0} Nat (nat_lit 2) (instOfNatNat (nat_lit 2))))
lim.depth →
(∀ (i : Nat), @LT.lt.{0} Nat instLTNat i n → @LT.lt.{0} Nat instLTNat (left i) M) →
(∀ (i : Nat),
@LT.lt.{0} Nat instLTNat i n →
@Eq.{1} Int (μ (@HAdd.hAdd.{0, 0, 0} Nat Nat Nat (@instHAdd.{0} Nat instAddNat) keys i))
(@Nat.cast.{0} Int instNatCastInt (left i))) →
ThreeSum.SourceBuckets.Stored μ right NR M offsets flat →
Light.Meets lim P pMain d
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt keys)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt offsets)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt flat)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt n)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt NR)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt M)
(@List.cons.{0} Int (@Nat.cast.{0} Int instNatCastInt dst) (@List.nil.{0} Int))))))))
μ (ThreeSum.LightWantedJoin.time left right NR n) fun (r : Int) (ν : Nat → Int) =>
And
(@Eq.{1} Int r (@Nat.cast.{0} Int instNatCastInt (ThreeSum.WantedPairs.count left right NR n)))
(And
(Light.Seg ν dst
(ThreeSum.WantedPairs.cells (ThreeSum.WantedPairs.pairs μ offsets flat left n)))
(Light.Kept μ ν dst)) := by
sorry
Source