Reorganise for easier extraction
Summary: To make the DataSource abstraction reusable for other teams and an upcoming talk, this diff moves all DataSource storage & virtualization logic in one folder. Will set up a build process and demo project in later diffs. Reviewed By: nikoant Differential Revision: D28056700 fbshipit-source-id: 7cfe5b40bbbe387da711f765a604a45029d451c7
This commit is contained in:
committed by
Facebook GitHub Bot
parent
5a7d4e2f17
commit
84e2646909
819
desktop/flipper-plugin/src/data-source/DataSource.tsx
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819
desktop/flipper-plugin/src/data-source/DataSource.tsx
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/**
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* Copyright (c) Facebook, Inc. and its affiliates.
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*
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* This source code is licensed under the MIT license found in the
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* LICENSE file in the root directory of this source tree.
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*
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* @format
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*/
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import {
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sortedIndexBy,
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sortedLastIndexBy,
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property,
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sortBy as lodashSort,
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} from 'lodash';
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// If the dataSource becomes to large, after how many records will we start to drop items?
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const dropFactor = 0.1;
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// what is the default maximum amount of records before we start shifting the data set?
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const defaultLimit = 100 * 1000;
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// if a shift on a sorted dataset exceeds this tresholds, we assume it is faster to re-sort the entire set,
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// rather than search and remove the affected individual items
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const shiftRebuildTreshold = 0.05;
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export type ExtractKeyType<T, KEY extends keyof T> = T[KEY] extends string
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? string
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: T[KEY] extends number
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? number
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: never;
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type AppendEvent<T> = {
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type: 'append';
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entry: Entry<T>;
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};
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type UpdateEvent<T> = {
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type: 'update';
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entry: Entry<T>;
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oldValue: T;
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oldVisible: boolean;
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index: number;
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};
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type RemoveEvent<T> = {
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type: 'remove';
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entry: Entry<T>;
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index: number;
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};
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type ShiftEvent<T> = {
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type: 'shift';
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entries: Entry<T>[];
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amount: number;
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};
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type DataEvent<T> =
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| AppendEvent<T>
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| UpdateEvent<T>
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| RemoveEvent<T>
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| ShiftEvent<T>;
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type Entry<T> = {
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value: T;
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id: number; // insertion based
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visible: boolean; // matches current filter?
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approxIndex: number; // we could possible live at this index in the output. No guarantees.
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};
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type Primitive = number | string | boolean | null | undefined;
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type OutputChange =
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| {
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type: 'shift';
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index: number;
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location: 'before' | 'in' | 'after'; // relative to current window
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delta: number;
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newCount: number;
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}
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| {
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// an item, inside the current window, was changed
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type: 'update';
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index: number;
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}
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| {
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// something big and awesome happened. Drop earlier updates to the floor and start again
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// like: clear, filter or sorting change, etc
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type: 'reset';
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newCount: number;
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};
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export class DataSource<
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T = any,
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KEY extends keyof T = any,
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KEY_TYPE extends string | number | never = ExtractKeyType<T, KEY>
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> {
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private nextId = 0;
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private _records: Entry<T>[] = [];
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private _recordsById: Map<KEY_TYPE, T> = new Map();
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/**
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* @readonly
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*/
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public keyAttribute: undefined | keyof T;
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private idToIndex: Map<KEY_TYPE, number> = new Map();
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// if we shift the window, we increase shiftOffset to correct idToIndex results, rather than remapping all values
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private shiftOffset = 0;
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/**
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* The maximum amount of records this DataSource can have
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*/
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public limit = defaultLimit;
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/**
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* The default view on this data source. A view applies
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* sorting, filtering and windowing to get more constrained output.
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*
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* Additional views can created through the fork method.
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*/
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public readonly view: DataSourceView<T>;
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constructor(keyAttribute: KEY | undefined) {
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this.keyAttribute = keyAttribute;
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this.view = new DataSourceView<T>(this);
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}
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public get size() {
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return this._records.length;
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}
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/**
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* Returns a defensive copy of the stored records.
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* This is a O(n) operation! Prefer using .size and .get instead if only a subset is needed.
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*/
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public records(): readonly T[] {
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return this._records.map(unwrap);
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}
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public get(index: number) {
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return unwrap(this._records[index]);
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}
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public has(key: KEY_TYPE) {
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this.assertKeySet();
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return this._recordsById.has(key);
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}
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public getById(key: KEY_TYPE) {
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this.assertKeySet();
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return this._recordsById.get(key);
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}
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public keys(): IterableIterator<KEY_TYPE> {
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this.assertKeySet();
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return this._recordsById.keys();
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}
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public entries(): IterableIterator<[KEY_TYPE, T]> {
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this.assertKeySet();
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return this._recordsById.entries();
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}
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public [Symbol.iterator](): IterableIterator<T> {
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const self = this;
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let offset = 0;
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return {
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next() {
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offset++;
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if (offset > self.size) {
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return {done: true, value: undefined};
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} else {
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return {
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value: self._records[offset - 1].value,
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};
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}
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},
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[Symbol.iterator]() {
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return this;
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},
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};
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}
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/**
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* Returns the index of a specific key in the *records* set.
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* Returns -1 if the record wansn't found
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*/
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public getIndexOfKey(key: KEY_TYPE): number {
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this.assertKeySet();
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const stored = this.idToIndex.get(key);
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return stored === undefined ? -1 : stored + this.shiftOffset;
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}
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public append(value: T) {
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if (this._records.length >= this.limit) {
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// we're full! let's free up some space
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this.shift(Math.ceil(this.limit * dropFactor));
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}
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if (this.keyAttribute) {
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const key = this.getKey(value);
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if (this._recordsById.has(key)) {
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throw new Error(`Duplicate key: '${key}'`);
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}
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this._recordsById.set(key, value);
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this.storeIndexOfKey(key, this._records.length);
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}
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const entry = {
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value,
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id: ++this.nextId,
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// once we have multiple views, the following fields should be stored per view
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visible: true,
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approxIndex: -1,
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};
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this._records.push(entry);
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this.emitDataEvent({
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type: 'append',
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entry,
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});
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}
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/**
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* Updates or adds a record. Returns `true` if the record already existed.
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* Can only be used if a key is used.
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*/
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public upsert(value: T): boolean {
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this.assertKeySet();
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const key = this.getKey(value);
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if (this.idToIndex.has(key)) {
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this.update(this.getIndexOfKey(key), value);
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return true;
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} else {
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this.append(value);
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return false;
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}
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}
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/**
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* Replaces an item in the base data collection.
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* Note that the index is based on the insertion order, and not based on the current view
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*/
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public update(index: number, value: T) {
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const entry = this._records[index];
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const oldValue = entry.value;
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if (value === oldValue) {
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return;
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}
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const oldVisible = entry.visible;
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entry.value = value;
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if (this.keyAttribute) {
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const key = this.getKey(value);
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const currentKey = this.getKey(oldValue);
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if (currentKey !== key) {
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const existingIndex = this.getIndexOfKey(key);
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if (existingIndex !== -1 && existingIndex !== index) {
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throw new Error(
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`Trying to insert duplicate key '${key}', which already exist in the collection`,
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);
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}
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this._recordsById.delete(currentKey);
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this.idToIndex.delete(currentKey);
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}
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this._recordsById.set(key, value);
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this.storeIndexOfKey(key, index);
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}
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this.emitDataEvent({
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type: 'update',
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entry,
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oldValue,
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oldVisible,
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index,
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});
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}
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/**
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* @param index
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*
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* Warning: this operation can be O(n) if a key is set
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*/
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public delete(index: number) {
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if (index < 0 || index >= this._records.length) {
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throw new Error('Out of bounds: ' + index);
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}
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const entry = this._records.splice(index, 1)[0];
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if (this.keyAttribute) {
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const key = this.getKey(entry.value);
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this._recordsById.delete(key);
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this.idToIndex.delete(key);
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if (index === 0) {
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// lucky happy case, this is more efficient
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this.shiftOffset -= 1;
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} else {
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// Optimization: this is O(n)! Should be done as an async job
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this.idToIndex.forEach((keyIndex, key) => {
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if (keyIndex + this.shiftOffset > index)
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this.storeIndexOfKey(key, keyIndex - 1);
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});
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}
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}
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this.emitDataEvent({
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type: 'remove',
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index,
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entry,
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});
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}
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/**
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* Removes the item with the given key from this dataSource.
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* Returns false if no record with the given key was found
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*
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* Warning: this operation can be O(n) if a key is set
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*/
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public deleteByKey(keyValue: KEY_TYPE): boolean {
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this.assertKeySet();
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const index = this.getIndexOfKey(keyValue);
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if (index === -1) {
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return false;
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}
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this.delete(index);
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return true;
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}
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/**
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* Removes the first N entries.
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* @param amount
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*/
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public shift(amount: number) {
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amount = Math.min(amount, this._records.length);
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if (amount === this._records.length) {
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this.clear();
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return;
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}
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// increase an offset variable with amount, and correct idToIndex reads / writes with that
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this.shiftOffset -= amount;
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// removes the affected records for _records, _recordsById and idToIndex
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const removed = this._records.splice(0, amount);
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if (this.keyAttribute) {
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removed.forEach((entry) => {
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const key = this.getKey(entry.value);
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this._recordsById.delete(key);
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this.idToIndex.delete(key);
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});
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}
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if (
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this.view.isSorted &&
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removed.length > 10 &&
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removed.length > shiftRebuildTreshold * this._records.length
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) {
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// removing a large amount of items is expensive when doing it sorted,
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// let's fallback to the async processing of all data instead
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// MWE: there is a risk here that rebuilding is too blocking, as this might happen
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// in background when new data arrives, and not explicitly on a user interaction
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this.view.rebuild();
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} else {
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this.emitDataEvent({
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type: 'shift',
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entries: removed,
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amount,
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});
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}
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}
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/**
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* The clear operation removes any records stored, but will keep the current view preferences such as sorting and filtering
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*/
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public clear() {
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this._records = [];
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this._recordsById = new Map();
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this.shiftOffset = 0;
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this.idToIndex = new Map();
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this.view.rebuild();
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}
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/**
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* Returns a fork of this dataSource, that shares the source data with this dataSource,
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* but has it's own FSRW pipeline, to allow multiple views on the same data
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*/
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public fork(): DataSourceView<T> {
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throw new Error(
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'Not implemented. Please contact oncall if this feature is needed',
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);
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}
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private assertKeySet() {
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if (!this.keyAttribute) {
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throw new Error(
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'No key has been set. Records cannot be looked up by key',
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);
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}
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}
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private getKey(value: T): KEY_TYPE;
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private getKey(value: any): any {
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this.assertKeySet();
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const key = value[this.keyAttribute!];
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if ((typeof key === 'string' || typeof key === 'number') && key !== '') {
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return key;
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}
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throw new Error(`Invalid key value: '${key}'`);
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}
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private storeIndexOfKey(key: KEY_TYPE, index: number) {
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// de-normalize the index, so that on later look ups its corrected again
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this.idToIndex.set(key, index - this.shiftOffset);
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}
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private emitDataEvent(event: DataEvent<T>) {
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// Optimization: potentially we could schedule this to happen async,
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// using a queue,
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// or only if there is an active view (although that could leak memory)
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this.view.processEvent(event);
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}
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/**
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* @private
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*/
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serialize(): readonly T[] {
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return this.records();
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}
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/**
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* @private
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*/
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deserialize(value: any[]) {
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this.clear();
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value.forEach((record) => {
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this.append(record);
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});
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}
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}
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function unwrap<T>(entry: Entry<T>): T {
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return entry?.value;
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}
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class DataSourceView<T> {
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public readonly datasource: DataSource<T>;
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private sortBy: undefined | ((a: T) => Primitive) = undefined;
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private reverse: boolean = false;
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private filter?: (value: T) => boolean = undefined;
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/**
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* @readonly
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*/
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public windowStart = 0;
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/**
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* @readonly
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*/
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public windowEnd = 0;
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private outputChangeListener?: (change: OutputChange) => void;
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/**
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* This is the base view data, that is filtered and sorted, but not reversed or windowed
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*/
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private _output: Entry<T>[] = [];
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constructor(datasource: DataSource<T, any, any>) {
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this.datasource = datasource;
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}
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public get size() {
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return this._output.length;
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}
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public get isSorted() {
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return !!this.sortBy;
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}
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public get isFiltered() {
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return !!this.filter;
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}
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public get isReversed() {
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return this.reverse;
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}
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/**
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* Returns a defensive copy of the current output.
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* Sort, filter, reverse and are applied.
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* Start and end behave like slice, and default to the currently active window.
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*/
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public output(start = this.windowStart, end = this.windowEnd): readonly T[] {
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if (this.reverse) {
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return this._output
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.slice(this._output.length - end, this._output.length - start)
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.reverse()
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.map((e) => e.value);
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} else {
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return this._output.slice(start, end).map((e) => e.value);
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}
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}
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public setWindow(start: number, end: number) {
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this.windowStart = start;
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this.windowEnd = end;
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}
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||||
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||||
public setListener(
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listener: typeof DataSourceView['prototype']['outputChangeListener'],
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) {
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||||
if (this.outputChangeListener && listener) {
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||||
console.warn('outputChangeListener already set');
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}
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||||
this.outputChangeListener = listener;
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}
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||||
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||||
public setSortBy(sortBy: undefined | keyof T | ((a: T) => Primitive)) {
|
||||
if (this.sortBy === sortBy) {
|
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return;
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||||
}
|
||||
if (
|
||||
typeof sortBy === 'string' &&
|
||||
(!this.sortBy || (this.sortBy as any).sortByKey !== sortBy)
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||||
) {
|
||||
sortBy = property(sortBy);
|
||||
Object.assign(sortBy, {
|
||||
sortByKey: sortBy,
|
||||
});
|
||||
}
|
||||
this.sortBy = sortBy as any;
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this.rebuild();
|
||||
}
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||||
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||||
public setFilter(filter: undefined | ((value: T) => boolean)) {
|
||||
if (this.filter !== filter) {
|
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this.filter = filter;
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this.rebuild();
|
||||
}
|
||||
}
|
||||
|
||||
public toggleReversed() {
|
||||
this.setReversed(!this.reverse);
|
||||
}
|
||||
|
||||
public setReversed(reverse: boolean) {
|
||||
if (this.reverse !== reverse) {
|
||||
this.reverse = reverse;
|
||||
this.notifyReset(this._output.length);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* The reset operation resets any view preferences such as sorting and filtering, but keeps the current set of records.
|
||||
*/
|
||||
reset() {
|
||||
this.sortBy = undefined;
|
||||
this.reverse = false;
|
||||
this.filter = undefined;
|
||||
this.windowStart = 0;
|
||||
this.windowEnd = 0;
|
||||
this.rebuild();
|
||||
}
|
||||
|
||||
private normalizeIndex(viewIndex: number): number {
|
||||
return this.reverse ? this._output.length - 1 - viewIndex : viewIndex;
|
||||
}
|
||||
|
||||
public get(viewIndex: number): T {
|
||||
return this._output[this.normalizeIndex(viewIndex)]?.value;
|
||||
}
|
||||
|
||||
public [Symbol.iterator](): IterableIterator<T> {
|
||||
const self = this;
|
||||
let offset = this.windowStart;
|
||||
return {
|
||||
next() {
|
||||
offset++;
|
||||
if (offset > self.windowEnd || offset > self.size) {
|
||||
return {done: true, value: undefined};
|
||||
} else {
|
||||
return {
|
||||
value: self.get(offset - 1),
|
||||
};
|
||||
}
|
||||
},
|
||||
[Symbol.iterator]() {
|
||||
return this;
|
||||
},
|
||||
};
|
||||
}
|
||||
|
||||
private notifyItemUpdated(viewIndex: number) {
|
||||
viewIndex = this.normalizeIndex(viewIndex);
|
||||
if (
|
||||
!this.outputChangeListener ||
|
||||
viewIndex < this.windowStart ||
|
||||
viewIndex >= this.windowEnd
|
||||
) {
|
||||
return;
|
||||
}
|
||||
this.outputChangeListener({
|
||||
type: 'update',
|
||||
index: viewIndex,
|
||||
});
|
||||
}
|
||||
|
||||
private notifyItemShift(index: number, delta: number) {
|
||||
if (!this.outputChangeListener) {
|
||||
return;
|
||||
}
|
||||
let viewIndex = this.normalizeIndex(index);
|
||||
if (this.reverse && delta < 0) {
|
||||
viewIndex -= delta; // we need to correct for normalize already using the new length after applying this change
|
||||
}
|
||||
// Idea: we could add an option to automatically shift the window for before events.
|
||||
this.outputChangeListener({
|
||||
type: 'shift',
|
||||
delta,
|
||||
index: viewIndex,
|
||||
newCount: this._output.length,
|
||||
location:
|
||||
viewIndex < this.windowStart
|
||||
? 'before'
|
||||
: viewIndex >= this.windowEnd
|
||||
? 'after'
|
||||
: 'in',
|
||||
});
|
||||
}
|
||||
|
||||
private notifyReset(count: number) {
|
||||
this.outputChangeListener?.({
|
||||
type: 'reset',
|
||||
newCount: count,
|
||||
});
|
||||
}
|
||||
|
||||
/**
|
||||
* @private
|
||||
*/
|
||||
processEvent(event: DataEvent<T>) {
|
||||
const {_output: output, sortBy, filter} = this;
|
||||
switch (event.type) {
|
||||
case 'append': {
|
||||
const {entry} = event;
|
||||
entry.visible = filter ? filter(entry.value) : true;
|
||||
if (!entry.visible) {
|
||||
// not in filter? skip this entry
|
||||
return;
|
||||
}
|
||||
if (!sortBy) {
|
||||
// no sorting? insert at the end, or beginning
|
||||
entry.approxIndex = output.length;
|
||||
output.push(entry);
|
||||
this.notifyItemShift(entry.approxIndex, 1);
|
||||
} else {
|
||||
this.insertSorted(entry);
|
||||
}
|
||||
break;
|
||||
}
|
||||
case 'update': {
|
||||
const {entry} = event;
|
||||
entry.visible = filter ? filter(entry.value) : true;
|
||||
// short circuit; no view active so update straight away
|
||||
if (!filter && !sortBy) {
|
||||
output[event.index].approxIndex = event.index;
|
||||
this.notifyItemUpdated(event.index);
|
||||
} else if (!event.oldVisible) {
|
||||
if (!entry.visible) {
|
||||
// Done!
|
||||
} else {
|
||||
// insertion, not visible before
|
||||
this.insertSorted(entry);
|
||||
}
|
||||
} else {
|
||||
// Entry was visible previously
|
||||
const existingIndex = this.getSortedIndex(entry, event.oldValue);
|
||||
if (!entry.visible) {
|
||||
// Remove from output
|
||||
output.splice(existingIndex, 1);
|
||||
this.notifyItemShift(existingIndex, -1);
|
||||
} else {
|
||||
// Entry was and still is visible
|
||||
if (
|
||||
!this.sortBy ||
|
||||
this.sortBy(event.oldValue) === this.sortBy(entry.value)
|
||||
) {
|
||||
// Still at same position, so done!
|
||||
this.notifyItemUpdated(existingIndex);
|
||||
} else {
|
||||
// item needs to be moved cause of sorting
|
||||
// possible optimization: if we discover that old and new index would be the same,
|
||||
// despite different sort values, we could still emit only an update instead of two shifts
|
||||
output.splice(existingIndex, 1);
|
||||
this.notifyItemShift(existingIndex, -1);
|
||||
// find new sort index
|
||||
this.insertSorted(entry);
|
||||
}
|
||||
}
|
||||
}
|
||||
break;
|
||||
}
|
||||
case 'remove': {
|
||||
this.processRemoveEvent(event.index, event.entry);
|
||||
break;
|
||||
}
|
||||
case 'shift': {
|
||||
// no sorting? then all items are removed from the start so optimize for that
|
||||
if (!sortBy) {
|
||||
let amount = 0;
|
||||
if (!filter) {
|
||||
amount = event.amount;
|
||||
} else {
|
||||
// if there is a filter, count the visibles and shift those
|
||||
for (let i = 0; i < event.entries.length; i++)
|
||||
if (event.entries[i].visible) amount++;
|
||||
}
|
||||
output.splice(0, amount);
|
||||
this.notifyItemShift(0, -amount);
|
||||
} else {
|
||||
// we have sorting, so we need to remove item by item
|
||||
// we do this backward, so that approxIndex is more likely to be correct
|
||||
for (let i = event.entries.length - 1; i >= 0; i--) {
|
||||
this.processRemoveEvent(i, event.entries[i]);
|
||||
}
|
||||
}
|
||||
break;
|
||||
}
|
||||
default:
|
||||
throw new Error('unknown event type');
|
||||
}
|
||||
}
|
||||
|
||||
private processRemoveEvent(index: number, entry: Entry<T>) {
|
||||
const {_output: output, sortBy, filter} = this;
|
||||
|
||||
// filter active, and not visible? short circuilt
|
||||
if (!entry.visible) {
|
||||
return;
|
||||
}
|
||||
// no sorting, no filter?
|
||||
if (!sortBy && !filter) {
|
||||
output.splice(index, 1);
|
||||
this.notifyItemShift(index, -1);
|
||||
} else {
|
||||
// sorting or filter is active, find the actual location
|
||||
const existingIndex = this.getSortedIndex(entry, entry.value);
|
||||
output.splice(existingIndex, 1);
|
||||
this.notifyItemShift(existingIndex, -1);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Rebuilds the entire view. Typically there should be no need to call this manually
|
||||
* @private
|
||||
*/
|
||||
rebuild() {
|
||||
// Pending on the size, should we batch this in smaller non-blocking steps,
|
||||
// which we update in a double-buffering mechanism, report progress, and swap out when done?
|
||||
//
|
||||
// MWE: 9-3-2020 postponed for now, one massive sort seems fine. It might shortly block,
|
||||
// but that happens only (exception: limit caused shifts) on user interaction at very roughly 1ms per 1000 records.
|
||||
// See also comment below
|
||||
const {sortBy, filter, sortHelper} = this;
|
||||
// copy base array or run filter (with side effecty update of visible)
|
||||
// @ts-ignore prevent making _record public
|
||||
const records: Entry<T>[] = this.datasource._records;
|
||||
let output = filter
|
||||
? records.filter((entry) => {
|
||||
entry.visible = filter(entry.value);
|
||||
return entry.visible;
|
||||
})
|
||||
: records.slice();
|
||||
if (sortBy) {
|
||||
// Pending on the size, should we batch this in smaller steps?
|
||||
// The following sorthing method can be taskified, however,
|
||||
// the implementation is 20x slower than a native sort. So for now we stick to a
|
||||
// blocking sort, until we have some more numbers that this is hanging for anyone
|
||||
// const filtered = output;
|
||||
// output = [];
|
||||
// filtered.forEach((entry) => {
|
||||
// const insertionIndex = sortedLastIndexBy(output, entry, sortHelper);
|
||||
// output.splice(insertionIndex, 0, entry);
|
||||
// });
|
||||
output = lodashSort(output, sortHelper); // uses array.sort under the hood
|
||||
}
|
||||
|
||||
this._output = output;
|
||||
this.notifyReset(output.length);
|
||||
}
|
||||
|
||||
private sortHelper = (a: Entry<T>) =>
|
||||
this.sortBy ? this.sortBy(a.value) : a.id;
|
||||
|
||||
private getSortedIndex(entry: Entry<T>, oldValue: T) {
|
||||
const {_output: output} = this;
|
||||
if (output[entry.approxIndex] === entry) {
|
||||
// yay!
|
||||
return entry.approxIndex;
|
||||
}
|
||||
let index = sortedIndexBy(
|
||||
output,
|
||||
{
|
||||
value: oldValue,
|
||||
id: -1,
|
||||
visible: true,
|
||||
approxIndex: -1,
|
||||
},
|
||||
this.sortHelper,
|
||||
);
|
||||
index--;
|
||||
// the item we are looking for is not necessarily the first one at the insertion index
|
||||
while (output[index] !== entry) {
|
||||
index++;
|
||||
if (index >= output.length) {
|
||||
throw new Error('illegal state: sortedIndex not found'); // sanity check to avoid browser freeze if people mess up with internals
|
||||
}
|
||||
}
|
||||
|
||||
return index;
|
||||
}
|
||||
|
||||
private insertSorted(entry: Entry<T>) {
|
||||
// apply sorting
|
||||
const insertionIndex = sortedLastIndexBy(
|
||||
this._output,
|
||||
entry,
|
||||
this.sortHelper,
|
||||
);
|
||||
entry.approxIndex = insertionIndex;
|
||||
this._output.splice(insertionIndex, 0, entry);
|
||||
this.notifyItemShift(insertionIndex, 1);
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user