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Fixed-point power-of-two complex multidimensional DFT (Theorem 3.1)

Proved
IntMul.HvdH.thm_3_1

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

integer-multiplication

Let rrr be even, ti=2eit_i=2^{e_i}ti​=2ei​ with 2≤ti∣r2\le t_i\mid r2≤ti​∣r for i<di<di<d, T=r∏itiT=r\prod_it_iT=r∏i​ti​, and let ppp satisfy 2r<2p2r<2^p2r<2p. For a fixed-point input array UUU on Ct1×⋯×td×r\mathbb C^{t_1\times\cdots\times t_d\times r}Ct1​×⋯×td​×r at precision ppp (entries in the disc of radius 2p2^p2p, standing for u=2−pUu=2^{-p}Uu=2−pU), the algorithm fftCa (Bluestein's chirp reduction to the convolution of Proposition 3.5, with fixed-point twiddles from Lemma 2.12) returns an array in the disc whose in-range entries satisfy

∥u^~(j)−2p u^(j)∥≤2∑iei(6∑iei+3)+41,\bigl\|\widetilde{\hat u}(j)-2^p\,\hat u(j)\bigr\|\le 2^{\sum_ie_i}\bigl(6\textstyle\sum_ie_i+3\bigr)+41,​u^(j)−2pu^(j)​≤2∑i​ei​(6∑i​ei​+3)+41,

where u^(j)=1T∑ke−2πi(∑ijiki/ti+jd+1kd+1/r)u(k)\hat u(j)=\frac1T\sum_k e^{-2\pi i(\sum_i j_ik_i/t_i+j_{d+1}k_{d+1}/r)}u(k)u^(j)=T1​∑k​e−2πi(∑i​ji​ki​/ti​+jd+1​kd+1​/r)u(k) is the normalised DFT. This is Theorem 3.1 of Harvey–van der Hoeven with explicit error constants: a complex multidimensional DFT of power-of-two lengths reduces to Gaussian-integer polynomial multiplication with error O(log⁡T)O(\log T)O(logT) times the normalisation.

Preamble
import Definitions.Def_IntMul_HvdH_ConvC
Formal statement
namespace IntMul.HvdH
theorem thm_3_1 {d : ℕ} (p r : ℕ) (e : Fin d → ℕ) (hr : 1 ≤ r) (hr2 : Even r) (hrp : 2 * r < 2 ^ p)
    (he1 : ∀ i, 1 ≤ e i) (he : ∀ i, 2 ^ e i ∣ r)
    (U : (Fin (d + 1) → ℕ) → ℤ × ℤ) (hU : InDisc p U) :
    InDisc p (fftCa p r e U) ∧
      ∀ j : Fin (d + 1) → ℕ, (∀ i : Fin d, j i.castSucc < 2 ^ e i) → j (Fin.last d) < r →
        ‖gC (fftCa p r e U j) - 2 ^ p * dftC r e (fun x => gC (U x) / 2 ^ p) j‖ ≤
          2 ^ (∑ i, e i) * (6 * (∑ i, e i) + 3) + 41  := 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, Theorem 3.1

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