are_isomorphic

std.linalg.are_isomorphic · Level L3

Whether two finite undirected simple graphs on n vertices are isomorphic, as 1 or 0, and the first isomorphism in the search order, as the image of each vertex: a bijection f with {u, v} an edge of A exactly when {f(u), f(v)} is an edge of B. Preserving edges alone is not enough; non-edges must map to non-edges too. By backtracking, a While over iso_step.

∃ bijection f : A(u, v) = B(f(u), f(v))

Signature

are_isomorphic(A: f64[n, n], B: f64[n, n]) → f64[], f64[n]

Structure

The function as NOVA stores it: one box per input, operation and output, and arrows that carry values. A double border marks another library function this one runs — called once, or by Scan once per element; select it to open that function.

Af64[n, n]Bf64[n, n]0.0ReduceSumrowsMultiplya0Sizen1.0While·iso_stepp_end, a_endSubtractimgEqualokMultiplyimgmIdentitypermpermf64[n]okf64[]
  • input
  • operation
  • constant
  • call
  • output

Verification

  • Signature proven by NOVA’s shape solver, for every size.
  • Equal to the reference the same backtracking search on Python lists in exact rational arithmetic, on all 40 test cases.
  • All 158 float64 results are exact: the error is zero.
  • Interpreter and NumPy backend return bit-identical results.
  • At float32 too: the 40 test cases rounded to float32, and 40 of them exact, with zero error.
Accuracy in detail
correctly rounded (the float64 nearest the exact value)
100%
bit-equal to the NumPy formula in float64
61%
largest error, in units in the last place
0

Identity

Calls
Called by
—
sha256:5fe6f8e26e24aa400aad890b7aed526a47157b0faf3ca446192c2868802c8d1c

The semantic hash of the graph. It changes when the program changes, and never when only its documentation does.

Control handle

Symbol
Ω:std.linalg.are_isomorphic · Ω:are_isomorphic
Pins
sha256:a8994b74e92a3d7b6dab9c5365ae7f27d37c527ccdf32cf1c70e4a52e92086f9this graph and the 2 it reaches through calls
Evidence
sha256:e5d1a00d6fe3395d550a0b6b6e71ca23c68bc865f1a1c43ae6ed51cb4bce53bethe hash of its verification record
Needs
no capability: a pure function

Through NOVA’s control layer, the symbol launches this function only while the program still matches what it pins: a change to this graph, or to any graph it reaches, needs a migration first.

ΣEML 2026

Efficient New Language — a high-density semantic overlay for humans and AI agents.

This site’s demos run on the real EML toolchain, in your browser.

© 2026 EveMissLab (一言諾科技有限公司) / Neo.K. All rights reserved.