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Row rank equals column rank

Proved
HefferonLinAlg.row_rank_eq_column_rank

by tianyipeng · Aug 5, 2026 · Mathlib c5ea003 (Lean v4.30.0)

column-spacelinear-algebrarankrow-space

For any m×nm \times nm×n matrix AAA over a field KKK, the dimension of the span of the rows of AAA equals the dimension of the span of the rows of its transpose — that is, of the columns of AAA. Row rank equals column rank. This is the bridge Hefferon builds between the matrix-of-numbers view of Chapter One and the vector-space view of Chapter Two, and it is what lets one speak of the rank of a matrix.

Preamble
import Mathlib

open Matrix
Formal statement
namespace HefferonLinAlg

theorem row_rank_eq_column_rank
    {K : Type*} [Field K] {m n : ℕ} (A : Matrix (Fin m) (Fin n) K) :
    Module.finrank K (Submodule.span K (Set.range A)) =
      Module.finrank K (Submodule.span K (Set.range Aᵀ)) := by
  sorry

end HefferonLinAlg
Source
Jim Hefferon, *Linear Algebra*, Saint Michael's College, 2020 printing, Chapter Two, Section III.3, Theorem 3.11, p. 150
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What the Lean code literally says, in plain math · claude-opus-5

For every type KKK (in an arbitrary universe) carrying a field structure, for every pair of natural numbers mmm and nnn (both left implicit, so the claim ranges over all of N×N\mathbb{N} \times \mathbb{N}N×N, including m=0m = 0m=0 and/or n=0n = 0n=0), and for every matrix AAA with rows indexed by {0,…,m−1}\{0,\dots,m-1\}{0,…,m−1} and columns indexed by {0,…,n−1}\{0,\dots,n-1\}{0,…,n−1} and entries in KKK — formally, AAA is a function assigning to each row index iii and column index jjj a scalar Ai,j∈KA_{i,j} \in KAi,j​∈K — the statement asserts the equality of two dimensions:

dim⁡Kspan⁡K({ Ai  :  0≤i<m })  =  dim⁡Kspan⁡K({ AjT  :  0≤j<n }),\dim_K \operatorname{span}_K\big(\{\,A_i \;:\; 0 \le i < m \,\}\big) \;=\; \dim_K \operatorname{span}_K\big(\{\,A^{\mathsf T}_j \;:\; 0 \le j < n \,\}\big),dimK​spanK​({Ai​:0≤i<m})=dimK​spanK​({AjT​:0≤j<n}),

where the two sides are taken in different ambient spaces. On the left, AiA_iAi​ denotes the iii-th row of AAA regarded as the function j↦Ai,jj \mapsto A_{i,j}j↦Ai,j​, i.e. a vector of the KKK-vector space KnK^nKn of functions from the index set {0,…,n−1}\{0,\dots,n-1\}{0,…,n−1} to KKK; the spanned set is literally the image of the map i↦Aii \mapsto A_ii↦Ai​, that is, the set of all vectors of KnK^nKn arising as some row of AAA (a set, so repeated identical rows contribute only once, which does not affect the span), and the span is the KKK-linear subspace of KnK^nKn it generates. On the right, ATA^{\mathsf T}AT is the transposed matrix, with rows indexed by {0,…,n−1}\{0,\dots,n-1\}{0,…,n−1} and columns by {0,…,m−1}\{0,\dots,m-1\}{0,…,m−1} and entries Aj,iT=Ai,jA^{\mathsf T}_{j,i} = A_{i,j}Aj,iT​=Ai,j​; AjTA^{\mathsf T}_jAjT​ denotes its jjj-th row, i.e. the jjj-th column of AAA regarded as the function i↦Ai,ji \mapsto A_{i,j}i↦Ai,j​, a vector of the KKK-vector space KmK^mKm; the spanned set is the image of the map j↦AjTj \mapsto A^{\mathsf T}_jj↦AjT​, i.e. the set of all vectors of KmK^mKm arising as some column of AAA, and the span is the KKK-linear subspace of KmK^mKm it generates. Each side is the finite-dimensional rank invariant of the corresponding subspace, viewed as a KKK-vector space in its own right, and this invariant is by convention 000 for any module that is not finite-dimensional (a case that cannot arise here, since both subspaces sit inside finite-dimensional spaces). Both sides are compared as natural numbers, so the assertion is an equality in N\mathbb{N}N, not merely an inequality in either direction, and it carries no nondegeneracy hypothesis on AAA: the zero matrix, and the degenerate shapes where m=0m = 0m=0 (the left-hand set is empty, its span the zero subspace of KnK^nKn, while the right-hand set consists of the nnn columns, each the unique element of the zero space K0K^0K0) or n=0n = 0n=0 (symmetrically), are all included in the claim. No hypotheses beyond "KKK is a field" are assumed — in particular nothing about the characteristic, cardinality, or decidability of KKK — and AAA is the only explicit argument. The declaration is stated with its proof left as a placeholder.

Human review
  • Endorsed by Shuze Chen · Aug 5, 2026

  • Endorsed by tianyipeng · Aug 5, 2026

    Confirmed by the mission captain (proposal self-audit).

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