[−][src]Crate un_algebra
Simple implementations of selected abstract algebraic structures.
Rationale
Mathematical abstract algebra is built on a rich collection of algebraic structures. Learning about these structures can give non-mathematicians insights into the mathematical entities they need to work with--for example, real numbers, complex numbers, vectors, matrices, and permutations. By definition, these structures must comply with sets of axioms and properties, which are in turn a rich source of properties for generative testing.
un_algebra
("understanding algebra") is a simple
implementation of selected algebraic structures in Rust. I hope it
is useful to developers learning abstract algebra concepts for the
first time. Currently this crate provides magma, semigroup,
quasigroup, monoid, group, ring and field implementations.
Stability
un_algebra
is still under pre-version 1.0 development, with a
number of outstanding design and implementation issues. Breaking
changes are likely to the crate API.
Production use
un_algebra
is intended to support self-study of abstract algebraic
structures--it is not optimized for use in a production environment.
For production environments I recommend using a more sophisticated
library like alga.
Compatibility
un_algebra
uses 2018 edition features but unfortunately requires
Rust nightly as it uses the (experimental) external documentation
feature.
Errors
I'm not a mathematician so my implementation of the various
structures and their respective axioms in un_algebra
may not be
strictly correct. Please let me know of any errors.
Please refer to the references document for more background on each structure and its associated axioms and properties.
Glossary
The names of the un_algebra
structures and their respective axioms
can be long and unwieldy, for example, a "commutative
multiplicative group". To keep the exported names workable I use
these abbreviations in trait and function names:
Num
for "numeric"Add
for "additive"Com
for "commutative"Mul
for "multiplicative"- "Rel" for "relation"
eps
for "epsilon"prop
for "property"
Organization
Each algebraic structure implemented in un_algebra
is bundled as a
module of structure traits and unit tests of the trait axioms. For
example, the modules group
, ring
, or field
.
All structures have an abstract version of the structure trait
(for example group::Group
), and, where they are commonly used,
additive and multiplicative versions of the structure trait (for
example add_group::AddGroup
and mul_group::MulGroup
). These
traits are defined using the terminology of addition and
multiplication rather than as abstract binary operations.
Each algebraic structure module has sub-modules for its abstract,
additive and multiplicative variations, so the group module for
example has group
, add_group
, mul_group
, sub-modules.
Axioms and properties
All un_algebra
structure traits have associated predicate
functions that implement the structure axioms. Some structures
also have associated predicate functions that implement derived
properties of the structure. These properties are not strictly
necessary since they can be derived from the axioms, but they do
allow richer generative testing of trait implementations, especially
those using floating point numbers.
Axiom and property functions are bundled into "laws" traits, with a
blanket implementation for each axiom or property associated trait,
e.g. add_group::AddGroupLaws
for the add_group::AddGroup
trait.
Macros
User defined traits that are implementable by Rust's built-in
numeric types seem to quickly lead to a lot of tedious, repeated
impl
code, or to using tricky self-referential macros. This could
be due to missing abstractions in Rust's numeric type hierarchy or
(more likely) my lack of Rust experience.
Where a trait's impl
code is only repeated a couple of times
modules use the boilerplate code approach and in other cases they
rely on a macro to create the impl
items.
Unit tests
Where un_algebra
traits provide unit tests they are generally
generative tests built on the proptest
generative testing
crate. These generative tests test a selection of built-in numeric
type with every structure.
Generating test values and test functions seems to require a surprising amount of repetitive, boilerplate code items. Reducing the repeated items is possible via code generation using complex self-referential macros, but I'm not sure this is easier to maintain than the repeated items.
To avoid cluttering up module source files, the unit tests for most
modules are defined in separate files. The module source files use
the path =
attribute to link the source and test files.
Integer types
Rust's built-in integer types (for example i32
) are finite subsets
of the natural numbers (ℕ). This means they can only satisfy
abstract structure axioms with modulo, or "wrapping" addition and
multiplication.
Floating point types
Many application data types that in theory conform to modern algebraic structures make heavy use of IEEE floating point numbers. Unfortunately, these numbers are only a finite subset of the real numbers (ℝ) and they do not reliably satisfy even the simplest real number axioms (IEEE).
For working with IEEE floating point types un_algebra
provides
"numeric" structure axioms and properties that are handy when
working with IEEE floating point types, which often require
"numeric" comparisons using an "epsilon" or error term.
Examples
un_algebra
implements the relevant structure traits for all the
Rust standard library integer and floating point numeric types, for
example, an additive group for integer types i8
, i16
, i32
,
etc. It also provides rational number (ℚ) and complex number
(ℂ) examples, based on the num crate.
In addition, the crate examples directory contains abstract structure implementations of selected concepts, for example, finite fields.
Modules
com_group | Commutative group modules. |
com_ring | Commutative ring modules. |
field | Field modules. |
group | Group modules. |
helpers | Helper methods for |
magma | Magma modules. |
monoid | Monoid modules. |
numeric | Numeric support module for floating point types. |
prelude | Re-exports of |
quasigroup | Quasigroup modules. |
relation | Relation modules. |
ring | Algebraic ring modules. |
semigroup | Semigroup modules. |
tests | Generative testing support for |