Published June 22, 2026 | Version 1.0.0

SMOL: Spectra and Matrices Of Little graphs

Authors/Creators

Description

SMOL (Spectra and Matrices Of Little graphs) is a database of all 12,293,434 simple undirected graphs on up to 10 vertices (connected and disconnected), with exact cospectrality classifications for 16 graph matrices: adjacency, the three Laplacians, distance-based matrices, eccentricity, Yoon, non-backtracking, and non-k-cycling. Cospectrality is computed exactly for 14 of the 16 matrices from integer/rational characteristic polynomials rather than floating-point eigenvalues, eliminating precision errors that cause float-based enumerations to mis-count cospectral families. The dataset is provided as a SQLite database and per-table CSV exports with a documented schema.

Files

README.md

Files (7.6 GB)

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Additional details

Software

Repository URL
https://github.com/leotrs/smol
Programming language
Python
Development Status
Active