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- const ARRAY_TYPES = [
- Int8Array, Uint8Array, Uint8ClampedArray, Int16Array, Uint16Array,
- Int32Array, Uint32Array, Float32Array, Float64Array
- ];
- /** @typedef {Int8ArrayConstructor | Uint8ArrayConstructor | Uint8ClampedArrayConstructor | Int16ArrayConstructor | Uint16ArrayConstructor | Int32ArrayConstructor | Uint32ArrayConstructor | Float32ArrayConstructor | Float64ArrayConstructor} TypedArrayConstructor */
- const VERSION = 1; // serialized format version
- const HEADER_SIZE = 8;
- export default class KDBush {
- /**
- * Creates an index from raw `ArrayBuffer` data.
- * @param {ArrayBuffer} data
- */
- static from(data) {
- if (!(data instanceof ArrayBuffer)) {
- throw new Error('Data must be an instance of ArrayBuffer.');
- }
- const [magic, versionAndType] = new Uint8Array(data, 0, 2);
- if (magic !== 0xdb) {
- throw new Error('Data does not appear to be in a KDBush format.');
- }
- const version = versionAndType >> 4;
- if (version !== VERSION) {
- throw new Error(`Got v${version} data when expected v${VERSION}.`);
- }
- const ArrayType = ARRAY_TYPES[versionAndType & 0x0f];
- if (!ArrayType) {
- throw new Error('Unrecognized array type.');
- }
- const [nodeSize] = new Uint16Array(data, 2, 1);
- const [numItems] = new Uint32Array(data, 4, 1);
- return new KDBush(numItems, nodeSize, ArrayType, data);
- }
- /**
- * Creates an index that will hold a given number of items.
- * @param {number} numItems
- * @param {number} [nodeSize=64] Size of the KD-tree node (64 by default).
- * @param {TypedArrayConstructor} [ArrayType=Float64Array] The array type used for coordinates storage (`Float64Array` by default).
- * @param {ArrayBuffer} [data] (For internal use only)
- */
- constructor(numItems, nodeSize = 64, ArrayType = Float64Array, data) {
- if (isNaN(numItems) || numItems < 0) throw new Error(`Unpexpected numItems value: ${numItems}.`);
- this.numItems = +numItems;
- this.nodeSize = Math.min(Math.max(+nodeSize, 2), 65535);
- this.ArrayType = ArrayType;
- this.IndexArrayType = numItems < 65536 ? Uint16Array : Uint32Array;
- const arrayTypeIndex = ARRAY_TYPES.indexOf(this.ArrayType);
- const coordsByteSize = numItems * 2 * this.ArrayType.BYTES_PER_ELEMENT;
- const idsByteSize = numItems * this.IndexArrayType.BYTES_PER_ELEMENT;
- const padCoords = (8 - idsByteSize % 8) % 8;
- if (arrayTypeIndex < 0) {
- throw new Error(`Unexpected typed array class: ${ArrayType}.`);
- }
- if (data && (data instanceof ArrayBuffer)) { // reconstruct an index from a buffer
- this.data = data;
- this.ids = new this.IndexArrayType(this.data, HEADER_SIZE, numItems);
- this.coords = new this.ArrayType(this.data, HEADER_SIZE + idsByteSize + padCoords, numItems * 2);
- this._pos = numItems * 2;
- this._finished = true;
- } else { // initialize a new index
- this.data = new ArrayBuffer(HEADER_SIZE + coordsByteSize + idsByteSize + padCoords);
- this.ids = new this.IndexArrayType(this.data, HEADER_SIZE, numItems);
- this.coords = new this.ArrayType(this.data, HEADER_SIZE + idsByteSize + padCoords, numItems * 2);
- this._pos = 0;
- this._finished = false;
- // set header
- new Uint8Array(this.data, 0, 2).set([0xdb, (VERSION << 4) + arrayTypeIndex]);
- new Uint16Array(this.data, 2, 1)[0] = nodeSize;
- new Uint32Array(this.data, 4, 1)[0] = numItems;
- }
- }
- /**
- * Add a point to the index.
- * @param {number} x
- * @param {number} y
- * @returns {number} An incremental index associated with the added item (starting from `0`).
- */
- add(x, y) {
- const index = this._pos >> 1;
- this.ids[index] = index;
- this.coords[this._pos++] = x;
- this.coords[this._pos++] = y;
- return index;
- }
- /**
- * Perform indexing of the added points.
- */
- finish() {
- const numAdded = this._pos >> 1;
- if (numAdded !== this.numItems) {
- throw new Error(`Added ${numAdded} items when expected ${this.numItems}.`);
- }
- // kd-sort both arrays for efficient search
- sort(this.ids, this.coords, this.nodeSize, 0, this.numItems - 1, 0);
- this._finished = true;
- return this;
- }
- /**
- * Search the index for items within a given bounding box.
- * @param {number} minX
- * @param {number} minY
- * @param {number} maxX
- * @param {number} maxY
- * @returns {number[]} An array of indices correponding to the found items.
- */
- range(minX, minY, maxX, maxY) {
- if (!this._finished) throw new Error('Data not yet indexed - call index.finish().');
- const {ids, coords, nodeSize} = this;
- const stack = [0, ids.length - 1, 0];
- const result = [];
- // recursively search for items in range in the kd-sorted arrays
- while (stack.length) {
- const axis = stack.pop() || 0;
- const right = stack.pop() || 0;
- const left = stack.pop() || 0;
- // if we reached "tree node", search linearly
- if (right - left <= nodeSize) {
- for (let i = left; i <= right; i++) {
- const x = coords[2 * i];
- const y = coords[2 * i + 1];
- if (x >= minX && x <= maxX && y >= minY && y <= maxY) result.push(ids[i]);
- }
- continue;
- }
- // otherwise find the middle index
- const m = (left + right) >> 1;
- // include the middle item if it's in range
- const x = coords[2 * m];
- const y = coords[2 * m + 1];
- if (x >= minX && x <= maxX && y >= minY && y <= maxY) result.push(ids[m]);
- // queue search in halves that intersect the query
- if (axis === 0 ? minX <= x : minY <= y) {
- stack.push(left);
- stack.push(m - 1);
- stack.push(1 - axis);
- }
- if (axis === 0 ? maxX >= x : maxY >= y) {
- stack.push(m + 1);
- stack.push(right);
- stack.push(1 - axis);
- }
- }
- return result;
- }
- /**
- * Search the index for items within a given radius.
- * @param {number} qx
- * @param {number} qy
- * @param {number} r Query radius.
- * @returns {number[]} An array of indices correponding to the found items.
- */
- within(qx, qy, r) {
- if (!this._finished) throw new Error('Data not yet indexed - call index.finish().');
- const {ids, coords, nodeSize} = this;
- const stack = [0, ids.length - 1, 0];
- const result = [];
- const r2 = r * r;
- // recursively search for items within radius in the kd-sorted arrays
- while (stack.length) {
- const axis = stack.pop() || 0;
- const right = stack.pop() || 0;
- const left = stack.pop() || 0;
- // if we reached "tree node", search linearly
- if (right - left <= nodeSize) {
- for (let i = left; i <= right; i++) {
- if (sqDist(coords[2 * i], coords[2 * i + 1], qx, qy) <= r2) result.push(ids[i]);
- }
- continue;
- }
- // otherwise find the middle index
- const m = (left + right) >> 1;
- // include the middle item if it's in range
- const x = coords[2 * m];
- const y = coords[2 * m + 1];
- if (sqDist(x, y, qx, qy) <= r2) result.push(ids[m]);
- // queue search in halves that intersect the query
- if (axis === 0 ? qx - r <= x : qy - r <= y) {
- stack.push(left);
- stack.push(m - 1);
- stack.push(1 - axis);
- }
- if (axis === 0 ? qx + r >= x : qy + r >= y) {
- stack.push(m + 1);
- stack.push(right);
- stack.push(1 - axis);
- }
- }
- return result;
- }
- }
- /**
- * @param {Uint16Array | Uint32Array} ids
- * @param {InstanceType<TypedArrayConstructor>} coords
- * @param {number} nodeSize
- * @param {number} left
- * @param {number} right
- * @param {number} axis
- */
- function sort(ids, coords, nodeSize, left, right, axis) {
- if (right - left <= nodeSize) return;
- const m = (left + right) >> 1; // middle index
- // sort ids and coords around the middle index so that the halves lie
- // either left/right or top/bottom correspondingly (taking turns)
- select(ids, coords, m, left, right, axis);
- // recursively kd-sort first half and second half on the opposite axis
- sort(ids, coords, nodeSize, left, m - 1, 1 - axis);
- sort(ids, coords, nodeSize, m + 1, right, 1 - axis);
- }
- /**
- * Custom Floyd-Rivest selection algorithm: sort ids and coords so that
- * [left..k-1] items are smaller than k-th item (on either x or y axis)
- * @param {Uint16Array | Uint32Array} ids
- * @param {InstanceType<TypedArrayConstructor>} coords
- * @param {number} k
- * @param {number} left
- * @param {number} right
- * @param {number} axis
- */
- function select(ids, coords, k, left, right, axis) {
- while (right > left) {
- if (right - left > 600) {
- const n = right - left + 1;
- const m = k - left + 1;
- const z = Math.log(n);
- const s = 0.5 * Math.exp(2 * z / 3);
- const sd = 0.5 * Math.sqrt(z * s * (n - s) / n) * (m - n / 2 < 0 ? -1 : 1);
- const newLeft = Math.max(left, Math.floor(k - m * s / n + sd));
- const newRight = Math.min(right, Math.floor(k + (n - m) * s / n + sd));
- select(ids, coords, k, newLeft, newRight, axis);
- }
- const t = coords[2 * k + axis];
- let i = left;
- let j = right;
- swapItem(ids, coords, left, k);
- if (coords[2 * right + axis] > t) swapItem(ids, coords, left, right);
- while (i < j) {
- swapItem(ids, coords, i, j);
- i++;
- j--;
- while (coords[2 * i + axis] < t) i++;
- while (coords[2 * j + axis] > t) j--;
- }
- if (coords[2 * left + axis] === t) swapItem(ids, coords, left, j);
- else {
- j++;
- swapItem(ids, coords, j, right);
- }
- if (j <= k) left = j + 1;
- if (k <= j) right = j - 1;
- }
- }
- /**
- * @param {Uint16Array | Uint32Array} ids
- * @param {InstanceType<TypedArrayConstructor>} coords
- * @param {number} i
- * @param {number} j
- */
- function swapItem(ids, coords, i, j) {
- swap(ids, i, j);
- swap(coords, 2 * i, 2 * j);
- swap(coords, 2 * i + 1, 2 * j + 1);
- }
- /**
- * @param {InstanceType<TypedArrayConstructor>} arr
- * @param {number} i
- * @param {number} j
- */
- function swap(arr, i, j) {
- const tmp = arr[i];
- arr[i] = arr[j];
- arr[j] = tmp;
- }
- /**
- * @param {number} ax
- * @param {number} ay
- * @param {number} bx
- * @param {number} by
- */
- function sqDist(ax, ay, bx, by) {
- const dx = ax - bx;
- const dy = ay - by;
- return dx * dx + dy * dy;
- }
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