hyparquet/src/convert.js
2025-05-15 23:44:09 -07:00

172 lines
5.1 KiB
JavaScript

const dayMillis = 86400000 // 1 day in milliseconds
/**
* Convert known types from primitive to rich, and dereference dictionary.
*
* @param {DecodedArray} data series of primitive types
* @param {DecodedArray | undefined} dictionary
* @param {SchemaElement} schemaElement
* @param {Encoding} encoding
* @param {boolean} [utf8] decode bytes as utf8?
* @returns {DecodedArray} series of rich types
*/
export function convertWithDictionary(data, dictionary, schemaElement, encoding, utf8) {
if (dictionary && encoding.endsWith('_DICTIONARY')) {
let output = data
if (data instanceof Uint8Array && !(dictionary instanceof Uint8Array)) {
// @ts-expect-error upgrade data to match dictionary type with fancy constructor
output = new dictionary.constructor(data.length)
}
for (let i = 0; i < data.length; i++) {
output[i] = dictionary[data[i]]
}
return output
} else {
return convert(data, schemaElement, utf8)
}
}
/**
* Convert known types from primitive to rich.
*
* @param {DecodedArray} data series of primitive types
* @param {SchemaElement} schemaElement
* @param {boolean} [utf8] decode bytes as utf8?
* @returns {DecodedArray} series of rich types
*/
export function convert(data, schemaElement, utf8 = true) {
const { type, converted_type: ctype, logical_type: ltype } = schemaElement
if (ctype === 'DECIMAL') {
const scale = schemaElement.scale || 0
const factor = 10 ** -scale
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
if (data[0] instanceof Uint8Array) {
arr[i] = parseDecimal(data[i]) * factor
} else {
arr[i] = Number(data[i]) * factor
}
}
return arr
}
if (!ctype && type === 'INT96') {
return Array.from(data).map(parseInt96Date)
}
if (ctype === 'DATE') {
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
arr[i] = new Date(data[i] * dayMillis)
}
return arr
}
if (ctype === 'TIMESTAMP_MILLIS') {
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
arr[i] = new Date(Number(data[i]))
}
return arr
}
if (ctype === 'TIMESTAMP_MICROS') {
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
arr[i] = new Date(Number(data[i] / 1000n))
}
return arr
}
if (ctype === 'JSON') {
const decoder = new TextDecoder()
return data.map(v => JSON.parse(decoder.decode(v)))
}
if (ctype === 'BSON') {
throw new Error('parquet bson not supported')
}
if (ctype === 'INTERVAL') {
throw new Error('parquet interval not supported')
}
if (ctype === 'UTF8' || ltype?.type === 'STRING' || utf8 && type === 'BYTE_ARRAY') {
const decoder = new TextDecoder()
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
arr[i] = data[i] && decoder.decode(data[i])
}
return arr
}
if (ctype === 'UINT_64' || ltype?.type === 'INTEGER' && ltype.bitWidth === 64 && !ltype.isSigned) {
if (data instanceof BigInt64Array) {
return new BigUint64Array(data.buffer, data.byteOffset, data.length)
}
const arr = new BigUint64Array(data.length)
for (let i = 0; i < arr.length; i++) arr[i] = BigInt(data[i])
return arr
}
if (ctype === 'UINT_32' || ltype?.type === 'INTEGER' && ltype.bitWidth === 32 && !ltype.isSigned) {
if (data instanceof Int32Array) {
return new Uint32Array(data.buffer, data.byteOffset, data.length)
}
const arr = new Uint32Array(data.length)
for (let i = 0; i < arr.length; i++) arr[i] = data[i]
return arr
}
if (ltype?.type === 'FLOAT16') {
return Array.from(data).map(parseFloat16)
}
if (ltype?.type === 'TIMESTAMP') {
const { unit } = ltype
let factor = 1n
if (unit === 'MICROS') factor = 1000n
if (unit === 'NANOS') factor = 1000000n
const arr = new Array(data.length)
for (let i = 0; i < arr.length; i++) {
arr[i] = new Date(Number(data[i] / factor))
}
return arr
}
return data
}
/**
* @param {Uint8Array} bytes
* @returns {number}
*/
export function parseDecimal(bytes) {
let value = 0
for (const byte of bytes) {
value = value * 256 + byte
}
// handle signed
const bits = bytes.length * 8
if (value >= 2 ** (bits - 1)) {
value -= 2 ** bits
}
return value
}
/**
* @import {DecodedArray, Encoding, SchemaElement} from '../src/types.d.ts'
* @param {bigint} value
* @returns {Date}
*/
function parseInt96Date(value) {
const days = Number((value >> 64n) - 2440588n)
const nano = Number((value & 0xffffffffffffffffn) / 1000000n)
const millis = days * dayMillis + nano
return new Date(millis)
}
/**
* @param {Uint8Array | undefined} bytes
* @returns {number | undefined}
*/
export function parseFloat16(bytes) {
if (!bytes) return undefined
const int16 = bytes[1] << 8 | bytes[0]
const sign = int16 >> 15 ? -1 : 1
const exp = int16 >> 10 & 0x1f
const frac = int16 & 0x3ff
if (exp === 0) return sign * 2 ** -14 * (frac / 1024) // subnormals
if (exp === 0x1f) return frac ? NaN : sign * Infinity
return sign * 2 ** (exp - 15) * (1 + frac / 1024)
}