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Generalized BFS(Breadth-First-Search) implementation for TypeScript
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import { CircularQueue } from './somewhere' | |
export enum SearchEvaluation { | |
SUCCESS = 'SUCCESS', | |
KEEP = 'KEEP', | |
TERMINATE = 'TERMINATE', | |
} | |
export interface SearchChoice<S> { | |
nextState: S | |
description?: string | |
} | |
interface SearchNode<S> { | |
state: S | |
from?: { | |
prev: SearchNode<S> | |
by: SearchChoice<S> | |
} | |
depth: number | |
} | |
function backtrack<S>(node?: SearchNode<S>): SearchChoice<S>[] { | |
const result: SearchChoice<S>[] = [] | |
while (node?.from?.by) { | |
result.push(node.from.by) | |
node = node.from?.prev | |
} | |
return result.reverse() | |
} | |
interface BFSOption<S> { | |
initialState: S | |
getActions: (s: S) => SearchChoice<S>[] | |
decide: (s: S) => SearchEvaluation | |
depthLimit?: number | |
iterationLimit?: number | |
dupChecker?: (s: S) => string | |
} | |
export function bfs<S>({ | |
initialState, | |
getActions, | |
decide, | |
depthLimit, | |
iterationLimit, | |
dupChecker, | |
}: BFSOption<S>): SearchChoice<S>[] | undefined { | |
const q = new CircularQueue<SearchNode<S>>() | |
const dup: Record<string, boolean> = {} | |
let iteration = 0 | |
q.push({ | |
state: initialState, | |
depth: 0, | |
}) | |
if (dupChecker) { | |
dup[dupChecker(initialState)] = true | |
} | |
while (q.size() > 0 && iteration++ < (iterationLimit ?? iteration + 1)) { | |
const currentNode = q.pop()! | |
const { state: currentState, depth } = currentNode | |
switch (decide(currentState)) { | |
case SearchEvaluation.TERMINATE: | |
continue | |
case SearchEvaluation.SUCCESS: | |
return backtrack(currentNode) | |
} | |
if (depth === depthLimit) continue | |
getActions(currentState).forEach((choice) => { | |
if (dupChecker) { | |
const key = dupChecker(choice.nextState) | |
if (dup[key]) return | |
dup[key] = true | |
} | |
q.push({ | |
state: choice.nextState, | |
from: { | |
prev: currentNode, | |
by: choice, | |
}, | |
depth: depth + 1, | |
}) | |
}) | |
} | |
return undefined | |
} | |
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import { bfs, SearchEvaluation } from './bfs' | |
const target = 72 | |
const path = bfs<number>({ | |
initialState: 1, | |
getActions(x: number) { | |
return [ | |
{ | |
nextState: 3 * x + 1, | |
description: '3x+1', | |
}, | |
{ | |
nextState: Math.floor(x / 2), | |
description: 'x/2', | |
}, | |
] | |
}, | |
decide(x: number) { | |
return x === target ? SearchEvaluation.SUCCESS : SearchEvaluation.KEEP | |
}, | |
dupChecker(x: number) { | |
return `${x}` | |
}, | |
}) | |
console.log(path) |
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Generalized BFS implementation. This checks state duplication before entering queue.
For
CircularQueue
implementation, look and grab from here.In the example, it'll try to find the shortest path between given number and 1 using two choices- one with
3*x + 1
and the other withx / 2
.