column.ts 14 KB

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  1. /**
  2. * Copyright (c) 2017-2018 mol* contributors, licensed under MIT, See LICENSE file for more info.
  3. *
  4. * @author David Sehnal <david.sehnal@gmail.com>
  5. * @author Alexander Rose <alexander.rose@weirdbyte.de>
  6. */
  7. import * as ColumnHelpers from './column-helpers'
  8. import { Tensor as Tensors } from 'mol-math/linear-algebra'
  9. interface Column<T> {
  10. readonly schema: Column.Schema,
  11. readonly '@array': ArrayLike<any> | undefined,
  12. readonly isDefined: boolean,
  13. readonly rowCount: number,
  14. value(row: number): T,
  15. valueKind(row: number): Column.ValueKind,
  16. toArray(params?: Column.ToArrayParams<T>): ArrayLike<T>,
  17. areValuesEqual(rowA: number, rowB: number): boolean
  18. }
  19. namespace Column {
  20. export type ArrayCtor<T> = { new(size: number): ArrayLike<T> }
  21. export type Schema<T = any> = Schema.Str | Schema.Int | Schema.Float | Schema.Coordinate | Schema.Aliased<T> | Schema.Tensor | Schema.List<number|string>
  22. export namespace Schema {
  23. // T also serves as a default value for undefined columns
  24. type Base<T extends string> = { valueType: T }
  25. export type Str = { '@type': 'str', T: string } & Base<'str'>
  26. export type Int = { '@type': 'int', T: number } & Base<'int'>
  27. export type Float = { '@type': 'float', T: number } & Base<'float'>
  28. export type Coordinate = { '@type': 'coord', T: number } & Base<'float'>
  29. export type Tensor = { '@type': 'tensor', T: Tensors.Data, space: Tensors.Space } & Base<'tensor'>
  30. export type Aliased<T> = { '@type': 'aliased', T: T } & Base<'str' | 'int'>
  31. export type List<T extends number|string> = { '@type': 'list', T: T[], separator: string, itemParse: (x: string) => T } & Base<'list'>
  32. export const str: Str = { '@type': 'str', T: '', valueType: 'str' };
  33. export const int: Int = { '@type': 'int', T: 0, valueType: 'int' };
  34. export const coord: Coordinate = { '@type': 'coord', T: 0, valueType: 'float' };
  35. export const float: Float = { '@type': 'float', T: 0, valueType: 'float' };
  36. export function Str(defaultValue = ''): Str { return { '@type': 'str', T: defaultValue, valueType: 'str' } };
  37. export function Int(defaultValue = 0): Int { return { '@type': 'int', T: defaultValue, valueType: 'int' } };
  38. export function Float(defaultValue = 0): Float { return { '@type': 'float', T: defaultValue, valueType: 'float' } };
  39. export function Tensor(space: Tensors.Space): Tensor { return { '@type': 'tensor', T: space.create(), space, valueType: 'tensor' }; }
  40. export function Vector(dim: number): Tensor { return Tensor(Tensors.Vector(dim)); }
  41. export function Matrix(rows: number, cols: number): Tensor { return Tensor(Tensors.ColumnMajorMatrix(rows, cols)); }
  42. export function Aliased<T>(t: Str | Int, defaultValue?: T): Aliased<T> {
  43. if (typeof defaultValue !== 'undefined') return { ...t, T: defaultValue } as any as Aliased<T>;
  44. return t as any as Aliased<T>;
  45. }
  46. export function List<T extends number|string>(separator: string, itemParse: (x: string) => T, defaultValue: T[] = []): List<T> {
  47. return { '@type': 'list', T: defaultValue, separator, itemParse, valueType: 'list' }
  48. }
  49. }
  50. export interface ToArrayParams<T> {
  51. array?: ArrayCtor<T>,
  52. start?: number,
  53. /** Last row (exclusive) */
  54. end?: number
  55. }
  56. export interface LambdaSpec<T extends Schema> {
  57. value: (row: number) => T['T'],
  58. rowCount: number,
  59. schema: T,
  60. valueKind?: (row: number) => ValueKind,
  61. }
  62. export interface ArraySpec<T extends Schema> {
  63. array: ArrayLike<T['T']>,
  64. schema: T,
  65. valueKind?: (row: number) => ValueKind
  66. }
  67. export interface MapSpec<S extends Schema, T extends Schema> {
  68. f: (v: S['T']) => T['T'],
  69. schema: T,
  70. valueKind?: (row: number) => ValueKind,
  71. }
  72. export function is(v: any): v is Column<any> {
  73. return !!v && !!(v as Column<any>).schema && !!(v as Column<any>).value;
  74. }
  75. export const enum ValueKind { Present = 0, NotPresent = 1, Unknown = 2 }
  76. export function Undefined<T extends Schema>(rowCount: number, schema: T): Column<T['T']> {
  77. return constColumn(schema['T'], rowCount, schema, ValueKind.NotPresent);
  78. }
  79. export function ofConst<T extends Schema>(v: T['T'], rowCount: number, type: T): Column<T['T']> {
  80. return constColumn(v, rowCount, type, ValueKind.Present);
  81. }
  82. export function ofLambda<T extends Schema>(spec: LambdaSpec<T>): Column<T['T']> {
  83. return lambdaColumn(spec);
  84. }
  85. export function ofArray<T extends Column.Schema>(spec: Column.ArraySpec<T>): Column<T['T']> {
  86. return arrayColumn(spec);
  87. }
  88. export function ofIntArray(array: ArrayLike<number>) {
  89. return arrayColumn({ array, schema: Schema.int });
  90. }
  91. export function ofFloatArray(array: ArrayLike<number>) {
  92. return arrayColumn({ array, schema: Schema.float });
  93. }
  94. export function ofStringArray(array: ArrayLike<string>) {
  95. return arrayColumn({ array, schema: Schema.str });
  96. }
  97. export function window<T>(column: Column<T>, start: number, end: number) {
  98. return windowColumn(column, start, end);
  99. }
  100. export function view<T>(column: Column<T>, indices: ArrayLike<number>, checkIndentity = true) {
  101. return columnView(column, indices, checkIndentity);
  102. }
  103. /** A map of the 1st occurence of each value. */
  104. export function createFirstIndexMap<T>(column: Column<T>) {
  105. return createFirstIndexMapOfColumn(column);
  106. }
  107. export function mapToArray<T, S>(column: Column<T>, f: (v: T) => S, ctor?: ArrayCtor<S>): ArrayLike<S> {
  108. return mapToArrayImpl<T, S>(column, f, ctor || Array);
  109. }
  110. export function areEqual<T>(a: Column<T>, b: Column<T>) {
  111. return areColumnsEqual(a, b);
  112. }
  113. export function indicesOf<T>(c: Column<T>, test: (e: T) => boolean) {
  114. return columnIndicesOf(c, test);
  115. }
  116. /** Makes the column backed by an array. Useful for columns that are accessed often. */
  117. export function asArrayColumn<T>(c: Column<T>, array?: ArrayCtor<T>): Column<T> {
  118. if (c['@array']) return c;
  119. if (!c.isDefined) return Undefined(c.rowCount, c.schema) as any as Column<T>;
  120. return arrayColumn({ array: c.toArray({ array }), schema: c.schema, valueKind: c.valueKind });
  121. }
  122. export function copyToArray<T extends number>(c: Column<T>, array: { [k: number]: T, length: number }, offset = 0) {
  123. if (!c.isDefined) return;
  124. const cArray = c['@array']
  125. if (cArray) {
  126. for (let i = 0, _i = cArray.length; i < _i; i++) array[offset + i] = cArray[i];
  127. } else {
  128. for (let i = 0, _i = c.rowCount; i < _i; i++) array[offset + i] = c.value(i);
  129. }
  130. }
  131. }
  132. export default Column;
  133. function createFirstIndexMapOfColumn<T>(c: Column<T>): Map<T, number> {
  134. const map = new Map<T, number>();
  135. for (let i = 0, _i = c.rowCount; i < _i; i++) {
  136. const v = c.value(i);
  137. if (!map.has(v)) return map.set(c.value(i), i);
  138. }
  139. return map;
  140. }
  141. function constColumn<T extends Column.Schema>(v: T['T'], rowCount: number, schema: T, valueKind: Column.ValueKind): Column<T['T']> {
  142. const value: Column<T['T']>['value'] = row => v;
  143. return {
  144. schema: schema,
  145. '@array': void 0,
  146. isDefined: valueKind === Column.ValueKind.Present,
  147. rowCount,
  148. value,
  149. valueKind: row => valueKind,
  150. toArray: params => {
  151. const { array } = ColumnHelpers.createArray(rowCount, params);
  152. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v;
  153. return array;
  154. },
  155. areValuesEqual: (rowA, rowB) => true
  156. }
  157. }
  158. function lambdaColumn<T extends Column.Schema>({ value, valueKind, rowCount, schema }: Column.LambdaSpec<T>): Column<T['T']> {
  159. return {
  160. schema: schema,
  161. '@array': void 0,
  162. isDefined: true,
  163. rowCount,
  164. value,
  165. valueKind: valueKind ? valueKind : row => Column.ValueKind.Present,
  166. toArray: params => {
  167. const { array, start } = ColumnHelpers.createArray(rowCount, params);
  168. for (let i = 0, _i = array.length; i < _i; i++) array[i] = value(i + start);
  169. return array;
  170. },
  171. areValuesEqual: (rowA, rowB) => value(rowA) === value(rowB)
  172. }
  173. }
  174. function arrayColumn<T extends Column.Schema>({ array, schema, valueKind }: Column.ArraySpec<T>): Column<T['T']> {
  175. const rowCount = array.length;
  176. const value: Column<T['T']>['value'] = schema.valueType === 'str'
  177. ? row => { const v = array[row]; return typeof v === 'string' ? v : '' + v; }
  178. : row => array[row];
  179. const isTyped = ColumnHelpers.isTypedArray(array);
  180. return {
  181. schema: schema,
  182. '@array': array,
  183. isDefined: true,
  184. rowCount,
  185. value,
  186. valueKind: valueKind ? valueKind : row => Column.ValueKind.Present,
  187. toArray: schema.valueType === 'str'
  188. ? params => {
  189. const { start, end } = ColumnHelpers.getArrayBounds(rowCount, params);
  190. const ret = new (params && typeof params.array !== 'undefined' ? params.array : (array as any).constructor)(end - start) as any;
  191. for (let i = 0, _i = end - start; i < _i; i++) {
  192. const v = array[start + i];
  193. ret[i] = typeof v === 'string' ? v : '' + v;
  194. }
  195. return ret;
  196. }
  197. : isTyped
  198. ? params => ColumnHelpers.typedArrayWindow(array, params) as any as ReadonlyArray<T>
  199. : params => {
  200. const { start, end } = ColumnHelpers.getArrayBounds(rowCount, params);
  201. if (start === 0 && end === array.length) return array as ReadonlyArray<T['T']>;
  202. const ret = new (params && typeof params.array !== 'undefined' ? params.array : (array as any).constructor)(end - start) as any;
  203. for (let i = 0, _i = end - start; i < _i; i++) ret[i] = array[start + i];
  204. return ret;
  205. },
  206. areValuesEqual: (rowA, rowB) => array[rowA] === array[rowB]
  207. }
  208. }
  209. function windowColumn<T>(column: Column<T>, start: number, end: number) {
  210. if (!column.isDefined) return Column.Undefined(end - start, column.schema);
  211. if (!!column['@array'] && ColumnHelpers.isTypedArray(column['@array'])) return windowTyped(column, start, end);
  212. return windowFull(column, start, end);
  213. }
  214. function windowTyped<T>(c: Column<T>, start: number, end: number): Column<T> {
  215. const array = ColumnHelpers.typedArrayWindow(c['@array'], { start, end });
  216. return arrayColumn({ array, schema: c.schema, valueKind: c.valueKind }) as any;
  217. }
  218. function windowFull<T>(c: Column<T>, start: number, end: number): Column<T> {
  219. const v = c.value, vk = c.valueKind, ave = c.areValuesEqual;
  220. const value: Column<T>['value'] = start === 0 ? v : row => v(row + start);
  221. const rowCount = end - start;
  222. return {
  223. schema: c.schema,
  224. '@array': void 0,
  225. isDefined: c.isDefined,
  226. rowCount,
  227. value,
  228. valueKind: start === 0 ? vk : row => vk(row + start),
  229. toArray: params => {
  230. const { array } = ColumnHelpers.createArray(rowCount, params);
  231. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v(i + start);
  232. return array;
  233. },
  234. areValuesEqual: start === 0 ? ave : (rowA, rowB) => ave(rowA + start, rowB + start)
  235. };
  236. }
  237. function isIdentity(map: ArrayLike<number>, rowCount: number) {
  238. if (map.length !== rowCount) return false;
  239. for (let i = 0, _i = map.length; i < _i; i++) {
  240. if (map[i] !== i) return false;
  241. }
  242. return true;
  243. }
  244. function columnView<T>(c: Column<T>, map: ArrayLike<number>, checkIdentity: boolean): Column<T> {
  245. if (!c.isDefined) return c;
  246. if (checkIdentity && isIdentity(map, c.rowCount)) return c;
  247. if (!!c['@array']) return arrayView(c, map);
  248. return viewFull(c, map);
  249. }
  250. function arrayView<T>(c: Column<T>, map: ArrayLike<number>): Column<T> {
  251. const array = c['@array']!;
  252. const ret = new (array as any).constructor(map.length);
  253. for (let i = 0, _i = map.length; i < _i; i++) ret[i] = array[map[i]];
  254. return arrayColumn({ array: ret, schema: c.schema, valueKind: c.valueKind });
  255. }
  256. function viewFull<T>(c: Column<T>, map: ArrayLike<number>): Column<T> {
  257. const v = c.value, vk = c.valueKind, ave = c.areValuesEqual;
  258. const value: Column<T>['value'] = row => v(map[row]);
  259. const rowCount = map.length;
  260. return {
  261. schema: c.schema,
  262. '@array': void 0,
  263. isDefined: c.isDefined,
  264. rowCount,
  265. value,
  266. valueKind: row => vk(map[row]),
  267. toArray: params => {
  268. const { array } = ColumnHelpers.createArray(rowCount, params);
  269. for (let i = 0, _i = array.length; i < _i; i++) array[i] = v(map[i]);
  270. return array;
  271. },
  272. areValuesEqual: (rowA, rowB) => ave(map[rowA], map[rowB])
  273. };
  274. }
  275. function mapToArrayImpl<T, S>(c: Column<T>, f: (v: T) => S, ctor: Column.ArrayCtor<S>): ArrayLike<S> {
  276. const ret = new ctor(c.rowCount) as any;
  277. for (let i = 0, _i = c.rowCount; i < _i; i++) ret[i] = f(c.value(i));
  278. return ret;
  279. }
  280. function areColumnsEqual(a: Column<any>, b: Column<any>) {
  281. if (a === b) return true;
  282. if (a.rowCount !== b.rowCount || a.isDefined !== b.isDefined || a.schema.valueType !== b.schema.valueType) return false;
  283. if (!!a['@array'] && !!b['@array']) return areArraysEqual(a, b);
  284. return areValuesEqual(a, b);
  285. }
  286. function areArraysEqual(a: Column<any>, b: Column<any>) {
  287. const xs = a['@array']!, ys = b['@array']!;
  288. for (let i = 0, _i = a.rowCount; i < _i; i++) {
  289. if (xs[i] !== ys[i]) return false;
  290. }
  291. return true;
  292. }
  293. function areValuesEqual(a: Column<any>, b: Column<any>) {
  294. const va = a.value, vb = b.value;
  295. for (let i = 0, _i = a.rowCount; i < _i; i++) {
  296. if (va(i) !== vb(i)) return false;
  297. }
  298. return true;
  299. }
  300. function columnIndicesOf<T>(c: Column<T>, test: (e: T) => boolean) {
  301. const ret = [], v = c.value;
  302. for (let i = 0, _i = c.rowCount; i < _i; i++) {
  303. if (test(v(i))) ret[ret.length] = i;
  304. }
  305. return ret;
  306. }