algebraic-graphs

A library for algebraic graph construction and transformation https://github.com/snowleopard/alga

Version on this page:0.2
LTS Haskell 12.24:0.2
Stackage Nightly 2018-12-17:0.3
Latest on Hackage:0.3

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MIT licensed by Andrey Mokhov, github: @snowleopard
Maintained by Andrey Mokhov, github: @snowleopard, Alexandre Moine, github: @nobrakal

Module documentation for 0.2

There are no documented modules for this package.

Algebraic graphs

Hackage version Linux & OS X status Windows status

Alga is a library for algebraic construction and manipulation of graphs in Haskell. See this Haskell Symposium paper and the corresponding talk for the motivation behind the library, the underlying theory and implementation details. There is also a Haskell eXchange talk, and a tutorial by Alexandre Moine.

Main idea

Consider the following data type, which is defined in the top-level module Algebra.Graph of the library:

data Graph a = Empty | Vertex a | Overlay (Graph a) (Graph a) | Connect (Graph a) (Graph a)

We can give the following semantics to the constructors in terms of the pair (V, E) of graph vertices and edges:

  • Empty constructs the empty graph (∅, ∅).
  • Vertex x constructs a graph containing a single vertex, i.e. ({x}, ∅).
  • Overlay x y overlays graphs (Vx, Ex) and (Vy, Ey) constructing (Vx ∪ Vy, Ex ∪ Ey).
  • Connect x y connects graphs (Vx, Ex) and (Vy, Ey) constructing (Vx ∪ Vy, Ex ∪ Ey ∪ Vx × Vy).

Alternatively, we can give an algebraic semantics to the above graph construction primitives by defining the following type class and specifying a set of laws for its instances (see module Algebra.Graph.Class):

class Graph g where
    type Vertex g
    empty   :: g
    vertex  :: Vertex g -> g
    overlay :: g -> g -> g
    connect :: g -> g -> g

The laws of the type class are remarkably similar to those of a semiring, so we use + and * as convenient shortcuts for overlay and connect, respectively:

  • (+, empty) is an idempotent commutative monoid.
  • (*, empty) is a monoid.
  • * distributes over +, that is: x * (y + z) == x * y + x * z and (x + y) * z == x * z + y * z.
  • * can be decomposed: x * y * z == x * y + x * z + y * z.

This algebraic structure corresponds to unlabelled directed graphs: every expression represents a graph, and every graph can be represented by an expression. Other types of graphs (e.g. undirected) can be obtained by modifying the above set of laws. Algebraic graphs provide a convenient, safe and powerful interface for working with graphs in Haskell, and allow the application of equational reasoning for proving the correctness of graph algorithms.

To represent non-empty graphs, we can drop the Empty constructor – see module Algebra.Graph.NonEmpty.

To represent edge-labelled graphs, we can switch to the following data type, as explained in my Haskell eXchange 2018 talk:

data Graph e a = Empty
               | Vertex a
               | Connect e (Graph e a) (Graph e a)

Here e is the type of edge labels. If e is a monoid (<+>, zero) then graph overlay can be recovered as Connect zero, and <+> corresponds to parallel composition of edge labels.

How fast is the library?

Alga can handle graphs comprising millions of vertices and billions of edges in a matter of seconds, which is fast enough for many applications. We believe there is a lot of potential for improving the performance of the library, and this is one of our top priorities. If you come across a performance issue when using the library, please let us know.

Some preliminary benchmarks can be found here.

Blog posts

The development of the library has been documented in the series of blog posts:

Algebraic graphs in other languages

See draft implementations in Agda and Scala.

Changes

Change log

0.3

  • #129: Add a testsuite for rewrite rules based on the inspection-testing library.
  • #63, #148: Add relational composition of algebraic graphs.
  • #139, #146: Add relational operations to adjacency maps.
  • #146: Rename preorderClosure to closure.
  • #146: Switch to left-to-right composition in Relation.compose.
  • #143: Allow newer QuickCheck.
  • #140, #142: Fix Show instances.
  • #128, #130: Modify the SCC algorithm to return non-empty graph components.
  • #130: Move adjacency map algorithms to separate modules.
  • #130: Export fromAdjacencySets and fromAdjacencyIntSets.
  • #138: Do not require Eq instance on the string type when exporting graphs.
  • #136: Rename Algebra.Graph.NonEmpty.NonEmptyGraph to Algebra.Graph.NonEmpty.Graph.
  • #136: Add Algebra.Graph.NonEmpty.AdjacencyMap.
  • #136: Remove vertexIntSet from the API of basic graph data types. Also remove Algebra.Graph.adjacencyMap and Algebra.Graph.adjacencyIntMap. This functionality is still available from the type class ToGraph.
  • #126, #131: Implement custom Ord instance.
  • #17, #122, #125, #149: Add labelled algebraic graphs.
  • #121: Drop Foldable and Traversable instances.
  • #113: Add Labelled.AdjacencyMap.

0.2

  • #117: Add sparsify.
  • #115: Add isDfsForestOf.
  • #114: Add a basic implementation of edge-labelled graphs.
  • #107: Drop starTranspose.
  • #106: Extend ToGraph with algorithms based on adjacency maps.
  • #106: Add isAcyclic and reachable.
  • #106: Rename isTopSort to isTopSortOf.
  • #102: Switch the master branch to GHC 8.4.3. Add a CI instance for GHC 8.6.1.
  • #101: Drop -O2 from the ghc-options section of the Cabal file.
  • #100: Rename fromAdjacencyList to stars.
  • #79: Improve the API consistency: rename IntAdjacencyMap to AdjacencyIntMap, and then rename the function that extracts its adjacency map to adjacencyIntMap to avoid the clash with AdjacencyMap.adjacencyMap, which has incompatible type.
  • #82, #92: Add performance regression suite.
  • #76: Remove benchmarks.
  • #74: Drop dependency of Algebra.Graph on graph type classes.
  • #62: Move King-Launchbury graphs into Data.Graph.Typed.
  • #67, #68, #69, #77, #81, #93, #94, #97, #103, #110: Various performance improvements.
  • #66, #72, #96, #98: Add missing NFData instances.

0.1.1.1

  • #59: Allow base-compat-0.10.

0.1.1

  • #58: Update documentation.
  • #57: Allow newer QuickCheck.

0.1.0

  • Start complying with PVP.
  • #48: Add starTranspose.
  • #48: Add foldg to ToGraph.
  • #15: Optimise removeEdge.
  • #39: Factor out difference lists into Algebra.Graph.Internal.
  • #31: Add Algebra.Graph.NonEmpty.
  • #32: Remove smart constructor graph.
  • #27, #55: Support GHC versions 7.8.4, 7.10.3, 8.0.2, 8.2.2, 8.4.1.
  • #25: Add NFData Graph instance.
  • General improvements to code, documentation and tests.

0.0.5

  • Add dfs.
  • #19: Move GraphKL to an internal module.
  • #18: Add dfsForestFrom.
  • #16: Add support for graph export, in particular in DOT format.
  • Make API more consistent, e.g. rename postset to postSet.
  • Improve documentation and tests.
Depends on 6 packages:
Used by 3 packages:
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