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use ndarray::prelude::*;
use serde::{
Deserialize, Deserializer, Serialize, Serializer,
de::{MapAccess, Visitor},
ser::SerializeMap,
};
use crate::{
impl_json_io,
models::{Graph, Labelled},
types::{Labels, Set},
};
/// A struct representing an undirected graph using an adjacency matrix.
#[derive(Clone, Debug)]
pub struct UnGraph {
labels: Labels,
adjacency_matrix: Array2<bool>,
}
impl UnGraph {
/// Returns the neighbors of a vertex.
///
/// # Arguments
///
/// * `x` - The vertex for which to find the neighbors.
///
/// # Panics
///
/// * If the vertex is out of bounds.
///
/// # Returns
///
/// The neighbors of the vertex.
///
pub fn neighbors(&self, x: &Set<usize>) -> Set<usize> {
// Check if the vertices are within bounds.
x.iter().for_each(|&v| {
assert!(v < self.labels.len(), "Vertex `{v}` is out of bounds");
});
// Iterate over all vertices and filter the ones that are neighbors.
let mut neighbors: Set<_> = x
.into_iter()
.flat_map(|&v| {
self.adjacency_matrix
.row(v)
.into_iter()
.enumerate()
.filter_map(|(y, &has_edge)| if has_edge { Some(y) } else { None })
})
.collect();
// Sort the neighbors.
neighbors.sort();
// Return the neighbors.
neighbors
}
}
impl Labelled for UnGraph {
fn labels(&self) -> &Labels {
&self.labels
}
}
impl Graph for UnGraph {
fn empty<I, V>(labels: I) -> Self
where
I: IntoIterator<Item = V>,
V: AsRef<str>,
{
// Initialize labels counter.
let mut n = 0;
// Collect the labels.
let mut labels: Labels = labels
.into_iter()
.inspect(|_| n += 1)
.map(|x| x.as_ref().to_owned())
.collect();
// Assert no duplicate labels.
assert_eq!(labels.len(), n, "Labels must be unique.");
// Sort the labels.
labels.sort();
// Initialize the adjacency matrix with `false` values.
let adjacency_matrix: Array2<_> = Array::from_elem((n, n), false);
Self {
labels,
adjacency_matrix,
}
}
fn complete<I, V>(labels: I) -> Self
where
I: IntoIterator<Item = V>,
V: AsRef<str>,
{
// Initialize labels counter.
let mut n = 0;
// Collect the labels.
let mut labels: Labels = labels
.into_iter()
.inspect(|_| n += 1)
.map(|x| x.as_ref().to_owned())
.collect();
// Assert no duplicate labels.
assert_eq!(labels.len(), n, "Labels must be unique.");
// Sort the labels.
labels.sort();
// Initialize the adjacency matrix with `true` values.
let mut adjacency_matrix: Array2<_> = Array::from_elem((n, n), true);
// Set the diagonal to `false` to avoid self-loops.
adjacency_matrix.diag_mut().fill(false);
Self {
labels,
adjacency_matrix,
}
}
fn vertices(&self) -> Set<usize> {
(0..self.labels.len()).collect()
}
fn has_vertex(&self, x: usize) -> bool {
// Check if the vertex is within bounds.
x < self.labels.len()
}
fn edges(&self) -> Set<(usize, usize)> {
// Iterate over the adjacency matrix and collect the edges.
self.adjacency_matrix
.indexed_iter()
.filter_map(|((x, y), &has_edge)| {
// Since the graph is undirected, we only need to check one direction.
if has_edge && x <= y {
Some((x, y))
} else {
None
}
})
.collect()
}
fn has_edge(&self, x: usize, y: usize) -> bool {
// Check if the vertices are within bounds.
assert!(x < self.labels.len(), "Vertex `{x}` is out of bounds");
assert!(y < self.labels.len(), "Vertex `{y}` is out of bounds");
self.adjacency_matrix[[x, y]]
}
fn add_edge(&mut self, x: usize, y: usize) -> bool {
// Check if the vertices are within bounds.
assert!(x < self.labels.len(), "Vertex `{x}` is out of bounds");
assert!(y < self.labels.len(), "Vertex `{y}` is out of bounds");
// Check if the edge already exists.
if self.adjacency_matrix[[x, y]] {
return false;
}
// Add the edge.
self.adjacency_matrix[[x, y]] = true;
self.adjacency_matrix[[y, x]] = true;
true
}
fn del_edge(&mut self, x: usize, y: usize) -> bool {
// Check if the vertices are within bounds.
assert!(x < self.labels.len(), "Vertex `{x}` is out of bounds");
assert!(y < self.labels.len(), "Vertex `{y}` is out of bounds");
// Check if the edge exists.
if !self.adjacency_matrix[[x, y]] {
return false;
}
// Delete the edge.
self.adjacency_matrix[[x, y]] = false;
self.adjacency_matrix[[y, x]] = false;
true
}
fn from_adjacency_matrix(mut labels: Labels, mut adjacency_matrix: Array2<bool>) -> Self {
// Assert labels and adjacency matrix dimensions match.
assert_eq!(
labels.len(),
adjacency_matrix.nrows(),
"Number of labels must match the number of rows in the adjacency matrix."
);
// Assert adjacency matrix must be square.
assert_eq!(
adjacency_matrix.nrows(),
adjacency_matrix.ncols(),
"Adjacency matrix must be square."
);
// Assert the adjacency matrix is symmetric.
assert_eq!(
adjacency_matrix,
adjacency_matrix.t(),
"Adjacency matrix must be symmetric."
);
// Check if the labels are sorted.
if !labels.is_sorted() {
// Allocate the sorted indices.
let mut indices: Vec<usize> = (0..labels.len()).collect();
// Sort the indices based on the labels.
indices.sort_by_key(|&i| &labels[i]);
// Sort the labels.
labels.sort();
// Allocate a new adjacency matrix.
let mut new_adjacency_matrix = adjacency_matrix.clone();
// Fill the rows.
for (i, &j) in indices.iter().enumerate() {
new_adjacency_matrix
.row_mut(i)
.assign(&adjacency_matrix.row(j));
}
// Update the adjacency matrix.
adjacency_matrix = new_adjacency_matrix;
// Allocate a new adjacency matrix.
let mut new_adjacency_matrix = adjacency_matrix.clone();
// Fill the columns.
for (i, &j) in indices.iter().enumerate() {
new_adjacency_matrix
.column_mut(i)
.assign(&adjacency_matrix.column(j));
}
// Update the adjacency matrix.
adjacency_matrix = new_adjacency_matrix;
}
// Create a new graph instance.
Self {
labels,
adjacency_matrix,
}
}
#[inline]
fn to_adjacency_matrix(&self) -> Array2<bool> {
self.adjacency_matrix.clone()
}
}
impl Serialize for UnGraph {
fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where
S: Serializer,
{
// Convert adjacency matrix to a flat format.
let edges: Vec<_> = self
.edges()
.into_iter()
.map(|(x, y)| {
(
self.index_to_label(x).to_owned(),
self.index_to_label(y).to_owned(),
)
})
.collect();
// Allocate the map.
let mut map = serializer.serialize_map(Some(3))?;
// Serialize labels.
map.serialize_entry("labels", &self.labels)?;
// Serialize edges.
map.serialize_entry("edges", &edges)?;
// Serialize type.
map.serialize_entry("type", "ungraph")?;
// Finalize the map serialization.
map.end()
}
}
impl<'de> Deserialize<'de> for UnGraph {
fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where
D: Deserializer<'de>,
{
#[derive(Deserialize)]
#[serde(field_identifier, rename_all = "snake_case")]
enum Field {
Labels,
Edges,
Type,
}
struct UnGraphVisitor;
impl<'de> Visitor<'de> for UnGraphVisitor {
type Value = UnGraph;
fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
formatter.write_str("struct UnGraph")
}
fn visit_map<V>(self, mut map: V) -> Result<UnGraph, V::Error>
where
V: MapAccess<'de>,
{
use serde::de::Error as E;
// Allocate fields
let mut labels = None;
let mut edges = None;
let mut type_ = None;
// Parse the map.
while let Some(key) = map.next_key()? {
match key {
Field::Labels => {
if labels.is_some() {
return Err(E::duplicate_field("labels"));
}
labels = Some(map.next_value()?);
}
Field::Edges => {
if edges.is_some() {
return Err(E::duplicate_field("edges"));
}
edges = Some(map.next_value()?);
}
Field::Type => {
if type_.is_some() {
return Err(E::duplicate_field("type"));
}
type_ = Some(map.next_value()?);
}
}
}
// Check required fields.
let labels = labels.ok_or_else(|| E::missing_field("labels"))?;
let edges = edges.ok_or_else(|| E::missing_field("edges"))?;
// Assert type is correct.
let type_: String = type_.ok_or_else(|| E::missing_field("type"))?;
assert_eq!(type_, "ungraph", "Invalid type for UnGraph.");
// Convert edges to an adjacency matrix.
let labels: Labels = labels;
let edges: Vec<(String, String)> = edges;
let shape = (labels.len(), labels.len());
let mut adjacency_matrix = Array2::from_elem(shape, false);
for (x, y) in edges {
let x = labels
.get_index_of(&x)
.ok_or_else(|| E::custom(format!("Vertex `{x}` label does not exist")))?;
let y = labels
.get_index_of(&y)
.ok_or_else(|| E::custom(format!("Vertex `{y}` label does not exist")))?;
adjacency_matrix[(x, y)] = true;
}
Ok(UnGraph::from_adjacency_matrix(labels, adjacency_matrix))
}
}
const FIELDS: &[&str] = &["labels", "edges", "type"];
deserializer.deserialize_struct("UnGraph", FIELDS, UnGraphVisitor)
}
}
// Implement `JsonIO` for `UnGraph`.
impl_json_io!(UnGraph);