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Exact integer convolution from approximate DFTs (Harvey–van der Hoeven §5.3)

Proved
IntMul.HvdH.exactConv_eq

by xuanji · Oct 12, 2026 · Mathlib 0df444a (Lean v4.33.1)

integer-multiplication

Let si<tis_i<t_isi​<ti​ be coprime for i<di<di<d with si≤α2(ti−si)s_i\le\alpha^2(t_i-s_i)si​≤α2(ti​−si​), α≥2\alpha\ge2α≥2, and let ppp satisfy the precision conditions of Theorem 4.1 (thm_4_1_fp). Let FtF_tFt​ be any fixed-point oracle for the normalised DFT Ft\mathcal F_tFt​ on the box ∏i[0,ti)\prod_i[0,t_i)∏i​[0,ti​) (dftBox): for inputs in the disc of radius 2p2^p2p its in-box outputs lie in the disc and are within εF\varepsilon_FεF​ of 2pFt(2−pU)2^p\mathcal F_t(2^{-p}U)2pFt​(2−pU). Let u,vu,vu,v be integer arrays with ∣ux∣,∣vx∣<2b|u_x|,|v_x|<2^b∣ux​∣,∣vx​∣<2b, b≤pb\le pb≤p.

The algorithm exactConv scales u,vu,vu,v to fixed point and applies F~s=B~∘Ft∘A~\widetilde{\mathcal F}_s=\tilde B\circ F_t\circ\tilde AFs​=B~∘Ft​∘A~ (Gaussian resampling, Theorem 4.1) to both. It multiplies the results pointwise, applies F~s\widetilde{\mathcal F}_sFs​ to the conjugate, and rescales by S2 22b+6dα2/2pS^2\,2^{2b+6d\alpha^2}/2^pS222b+6dα2/2p (S=∏isiS=\prod_is_iS=∏i​si​) with rounding to the nearest integer. Put E=εA+εF+εBE=\varepsilon_A+\varepsilon_F+\varepsilon_BE=εA​+εF​+εB​, where εA=d(6⌈p⌉α+4)\varepsilon_A=d(6\lceil\sqrt p\rceil\alpha+4)εA​=d(6⌈p​⌉α+4) and εB=∑i(ni(10m+12)+4)\varepsilon_B=\sum_i(n_i(10m+12)+4)εB​=∑i​(ni​(10m+12)+4) are the errors of Theorem 4.1. If

2 (3E+2) S2 22b+6dα2<2p,2\,(3E+2)\,S^2\,2^{2b+6d\alpha^2}<2^p,2(3E+2)S222b+6dα2<2p,

then at every index of the box ∏i[0,si)\prod_i[0,s_i)∏i​[0,si​) the output equals the exact cyclic convolution

(u∗v)j=∑kuk vj−k mod s.(u*v)_j=\sum_{k}u_k\,v_{j-k\bmod s}.(u∗v)j​=k∑​uk​vj−kmods​.

This is the correctness half of the recursive step of Harvey–van der Hoeven (Proposition 5.4), with the power-of-two transform left as a hypothesis. It can be discharged by Theorem 3.1 or by Bluestein's reduction (bluestein_fp) to any convolution routine.

Preamble
import Definitions.Def_IntMul_HvdH_ExactConv
Formal statement
namespace IntMul.HvdH
theorem exactConv_eq {d : ℕ} (p α b : ℕ) (s t : Fin d → ℕ) [∀ i, NeZero (s i)] [∀ i, NeZero (t i)]
    (hst : ∀ i, s i < t i) (hcop : ∀ i, Nat.Coprime (s i) (t i))
    (hα : 2 ≤ α) (hαp : α ^ 2 ≤ p) (hx : ∀ i, s i ≤ α ^ 2 * (t i - s i))
    (hp : ∀ i, 100 * (jIter p (s i) (t i) α * (10 * eWidth p α + 12) + 1) ≤ 2 ^ p)
    (hpA : 4 * (6 * sWidth p α + 4) ≤ 2 ^ p)
    (Ft : ((Fin d → ℕ) → ℤ × ℤ) → ((Fin d → ℕ) → ℤ × ℤ)) (εF : ℝ)
    (hFt : ∀ U : (Fin d → ℕ) → ℤ × ℤ, InDisc p U → ∀ j : Fin d → ℕ, (∀ i, j i < t i) →
      ‖gC (Ft U j)‖ ≤ 2 ^ p ∧
      ‖gC (Ft U j) - 2 ^ p * dftBox t (fun x => gC (U x) / 2 ^ p) j‖ ≤ εF)
    (hb : b ≤ p) (u v : (Fin d → ℕ) → ℤ) (hu : ∀ x, |u x| < 2 ^ b) (hv : ∀ x, |v x| < 2 ^ b)
    (hprec : 2 * (3 * ((∑ _i : Fin d, (6 * sWidth p α + 4 : ℝ)) + εF +
        ∑ i, ((jIter p (s i) (t i) α : ℝ) * (10 * eWidth p α + 12) + 4)) + 2) *
        ((∏ i, s i : ℕ) : ℝ) ^ 2 * 2 ^ (2 * b + 6 * d * α ^ 2) < 2 ^ p) :
    ∀ j : Fin d → ℕ, (∀ i, j i < s i) → exactConv p α b s t Ft u v j = convBox s u v j := by sorry
end IntMul.HvdH
Source
Harvey, van der Hoeven, Integer multiplication in time O(n log n), Annals of Math. 193 (2021), https://hal.science/hal-02070778, §5.3 (proof of Proposition 5.4)

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