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Dijkstra algorithm
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object GlobalGraph { | |
type NodeId = Int | |
type Distance = Int | |
type Nodes = Set[Node] | |
type Path = (Nodes, Distance) | |
type Graph = Map[Edge, Distance] | |
case class Node(id: NodeId, dist: Distance = Int.MaxValue, prevNode: Option[Node] = None) | |
case class Edge(from: NodeId, to: NodeId) | |
} | |
object Utils { | |
type PriorityQueue[T <: Any] = Seq[T] | |
} | |
object Dijkstra { | |
import GlobalGraph._ | |
import Utils._ | |
def shortestPath(start: Node, end: Node, nodes: Nodes, graph: Graph): Path = { | |
@tailrec | |
def go(curr: Node, nodes: Nodes, pq: PriorityQueue[Node], visited: Nodes): Path = { | |
if (curr.id == end.id) (path(curr) + curr, curr.dist) else { | |
println(s"${curr.id}: ${curr.dist}") | |
val neighbors = getNeighbors(curr, graph) | |
val updatedVisited = visited + curr | |
val updatedNodes = transformNeighbors(curr, neighbors, nodes) | |
val updatedPq = transformPriorityQueue( | |
updatedNodes filter (n => neighbors.keys.toList.contains(n.id)), | |
updatedVisited, | |
pq filterNot { _.id == curr.id } | |
) | |
go(updatedPq.head, updatedNodes, updatedPq, updatedVisited) | |
} | |
} | |
go(start, nodes, Seq(start), Set.empty) | |
} | |
def path(curr: Node): Nodes = curr.prevNode match { | |
case Some(node) => path(node) + node | |
case None => Set.empty | |
} | |
def getNeighbors(node: Node, graph: Graph): Map[NodeId, Distance] = { | |
graph filterKeys (e => e.from == node.id) map (c => (c._1.to, c._2)) | |
} | |
def transformNeighbors(curr: Node, neighbors: Map[NodeId, Distance], nodes: Nodes): Nodes = nodes map { node => | |
if (neighbors.keys.toList.contains(node.id) && (neighbors(node.id) + curr.dist < node.dist)) | |
Node(node.id, neighbors(node.id) + curr.dist, Some(curr)) | |
else | |
node | |
} | |
def orderPriorityQueue(priorityQueue: PriorityQueue[Node]): PriorityQueue[Node] = { | |
priorityQueue sortWith { _.dist < _.dist } | |
} | |
def transformPriorityQueue(nodes: Set[Node], visitedNodes: Nodes, priorityQueue: PriorityQueue[Node]): PriorityQueue[Node] = { | |
orderPriorityQueue(priorityQueue ++ (nodes diff visitedNodes filterNot priorityQueue.contains)) | |
} | |
} |
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