mirror of
https://github.com/asadbek064/hyparquet.git
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160 lines
4.7 KiB
JavaScript
160 lines
4.7 KiB
JavaScript
const dayMillis = 86400000 // 1 day in milliseconds
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/**
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* Convert known types from primitive to rich, and dereference dictionary.
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*
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* @typedef {import('./types.js').DecodedArray} DecodedArray
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* @typedef {import('./types.js').SchemaElement} SchemaElement
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* @param {DecodedArray} data series of primitive types
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* @param {DecodedArray | undefined} dictionary
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* @param {SchemaElement} schemaElement
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* @param {import('./types.js').Encoding} encoding
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* @param {boolean | undefined} utf8 decode bytes as utf8?
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* @returns {DecodedArray} series of rich types
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*/
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export function convertWithDictionary(data, dictionary, schemaElement, encoding, utf8 = true) {
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if (dictionary && encoding.endsWith('_DICTIONARY')) {
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// convert dictionary
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dictionary = convert(dictionary, schemaElement, utf8)
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let output = data
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if (data instanceof Uint8Array && !(dictionary instanceof Uint8Array)) {
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// @ts-expect-error upgrade data to match dictionary type with fancy constructor
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output = new dictionary.constructor(data.length)
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}
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for (let i = 0; i < data.length; i++) {
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output[i] = dictionary[data[i]]
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}
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return output
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} else {
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return convert(data, schemaElement, utf8)
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}
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}
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/**
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* Convert known types from primitive to rich.
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*
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* @param {DecodedArray} data series of primitive types
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* @param {SchemaElement} schemaElement
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* @param {boolean | undefined} utf8 decode bytes as utf8?
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* @returns {DecodedArray} series of rich types
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*/
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export function convert(data, schemaElement, utf8 = true) {
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const ctype = schemaElement.converted_type
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if (ctype === 'DECIMAL') {
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const scale = schemaElement.scale || 0
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const factor = Math.pow(10, -scale)
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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if (data[0] instanceof Uint8Array) {
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arr[i] = parseDecimal(data[i]) * factor
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} else {
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arr[i] = Number(data[i]) * factor
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}
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}
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return arr
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}
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if (ctype === undefined && schemaElement.type === 'INT96') {
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return Array.from(data).map(parseInt96Date)
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}
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if (ctype === 'DATE') {
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = new Date(data[i] * dayMillis)
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}
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return arr
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}
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if (ctype === 'TIMESTAMP_MILLIS') {
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = new Date(Number(data[i]))
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}
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return arr
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}
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if (ctype === 'TIMESTAMP_MICROS') {
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = new Date(Number(data[i] / 1000n))
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}
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return arr
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}
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if (ctype === 'JSON') {
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const decoder = new TextDecoder()
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return data.map(v => JSON.parse(decoder.decode(v)))
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}
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if (ctype === 'BSON') {
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throw new Error('parquet bson not supported')
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}
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if (ctype === 'INTERVAL') {
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throw new Error('parquet interval not supported')
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}
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if (ctype === 'UTF8' || utf8 && schemaElement.type === 'BYTE_ARRAY') {
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const decoder = new TextDecoder()
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = data[i] && decoder.decode(data[i])
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}
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return arr
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}
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if (ctype === 'UINT_64') {
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const arr = new BigUint64Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = BigInt(data[i])
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}
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return arr
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}
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if (schemaElement.logical_type?.type === 'FLOAT16') {
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return Array.from(data).map(parseFloat16)
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}
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if (schemaElement.logical_type?.type === 'TIMESTAMP') {
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const { unit } = schemaElement.logical_type
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let factor = 1n
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if (unit === 'MICROS') factor = 1000n
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if (unit === 'NANOS') factor = 1000000n
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const arr = new Array(data.length)
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for (let i = 0; i < arr.length; i++) {
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arr[i] = new Date(Number(data[i] / factor))
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}
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return arr
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}
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return data
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}
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/**
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* @param {Uint8Array} bytes
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* @returns {number}
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*/
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export function parseDecimal(bytes) {
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// TODO: handle signed
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let value = 0
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for (const byte of bytes) {
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value = value << 8 | byte
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}
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return value
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}
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/**
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* @param {bigint} value
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* @returns {Date}
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*/
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function parseInt96Date(value) {
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const days = Number((value >> 64n) - 2440588n)
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const nano = Number((value & 0xffffffffffffffffn) / 1000000n)
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const millis = days * dayMillis + nano
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return new Date(millis)
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}
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/**
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* @param {Uint8Array | undefined} bytes
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* @returns {number | undefined}
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*/
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export function parseFloat16(bytes) {
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if (!bytes) return undefined
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const int16 = bytes[1] << 8 | bytes[0]
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const sign = int16 >> 15 ? -1 : 1
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const exp = int16 >> 10 & 0x1f
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const frac = int16 & 0x3ff
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if (exp === 0) return sign * Math.pow(2, -14) * (frac / 1024) // subnormals
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if (exp === 0x1f) return frac ? NaN : sign * Infinity
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return sign * Math.pow(2, exp - 15) * (1 + frac / 1024)
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}
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