hyparquet/src/datapage.js
2024-04-30 14:40:18 -07:00

146 lines
5.0 KiB
JavaScript

import { readPlain, readRleBitPackedHybrid, widthFromMaxInt } from './encoding.js'
import { getMaxDefinitionLevel, getMaxRepetitionLevel, isRequired, skipDefinitionBytes } from './schema.js'
const skipNulls = false // TODO
/**
* Read a data page from the given Uint8Array.
*
* @typedef {{ definitionLevels: number[], numNulls: number }} DefinitionLevels
* @typedef {import("./types.d.ts").DataPage} DataPage
* @typedef {import("./types.d.ts").ColumnMetaData} ColumnMetaData
* @typedef {import("./types.d.ts").DataPageHeader} DataPageHeader
* @typedef {import("./types.d.ts").SchemaTree} SchemaTree
* @param {Uint8Array} bytes raw page data (should already be decompressed)
* @param {DataPageHeader} daph data page header
* @param {SchemaTree[]} schemaPath
* @param {ColumnMetaData} columnMetadata
* @returns {DataPage} definition levels, repetition levels, and array of values
*/
export function readDataPage(bytes, daph, schemaPath, columnMetadata) {
const view = new DataView(bytes.buffer, bytes.byteOffset, bytes.byteLength)
const reader = { view, offset: 0 }
/** @type {any[]} */
let values = []
// repetition levels
const repetitionLevels = readRepetitionLevels(reader, daph, schemaPath)
// definition levels
let definitionLevels = undefined
let numNulls = 0
// let maxDefinitionLevel = -1
// TODO: move into readDefinitionLevels
if (skipNulls && !isRequired(schemaPath)) {
// skip_definition_bytes
reader.offset += skipDefinitionBytes(daph.num_values)
} else {
const dl = readDefinitionLevels(reader, daph, schemaPath)
definitionLevels = dl.definitionLevels
numNulls = dl.numNulls
}
// read values based on encoding
const nValues = daph.num_values - numNulls
if (daph.encoding === 'PLAIN') {
const { element } = schemaPath[schemaPath.length - 1]
const utf8 = element.converted_type === 'UTF8'
const plainObj = readPlain(reader, columnMetadata.type, nValues, utf8)
values = Array.isArray(plainObj) ? plainObj : Array.from(plainObj)
} else if (
daph.encoding === 'PLAIN_DICTIONARY' ||
daph.encoding === 'RLE_DICTIONARY' ||
daph.encoding === 'RLE'
) {
// bit width is stored as single byte
let bitWidth
// TODO: RLE encoding uses bitWidth = schemaElement.type_length
if (columnMetadata.type === 'BOOLEAN') {
bitWidth = 1
} else {
bitWidth = view.getUint8(reader.offset)
reader.offset++
}
if (bitWidth) {
values = new Array(nValues)
readRleBitPackedHybrid(reader, bitWidth, view.byteLength - reader.offset, values)
} else {
// nval zeros
values = new Array(nValues).fill(0)
}
} else {
throw new Error(`parquet unsupported encoding: ${daph.encoding}`)
}
return { definitionLevels, repetitionLevels, value: values }
}
/**
* Read a page containing dictionary data.
*
* @typedef {import("./types.d.ts").DictionaryPageHeader} DictionaryPageHeader
* @param {Uint8Array} bytes raw page data
* @param {DictionaryPageHeader} diph dictionary page header
* @param {ColumnMetaData} columnMetadata
* @returns {ArrayLike<any>} array of values
*/
export function readDictionaryPage(bytes, diph, columnMetadata) {
const view = new DataView(bytes.buffer, bytes.byteOffset, bytes.byteLength)
const reader = { view, offset: 0 }
return readPlain(reader, columnMetadata.type, diph.num_values, false)
}
/**
* Read the repetition levels from this page, if any.
*
* @typedef {import("./types.d.ts").DataReader} DataReader
* @param {DataReader} reader data view for the page
* @param {DataPageHeader} daph data page header
* @param {SchemaTree[]} schemaPath
* @returns {any[]} repetition levels and number of bytes read
*/
function readRepetitionLevels(reader, daph, schemaPath) {
if (schemaPath.length > 1) {
const maxRepetitionLevel = getMaxRepetitionLevel(schemaPath)
if (maxRepetitionLevel) {
const bitWidth = widthFromMaxInt(maxRepetitionLevel)
const values = new Array(daph.num_values)
readRleBitPackedHybrid(reader, bitWidth, 0, values)
return values
}
}
return []
}
/**
* Read the definition levels from this page, if any.
*
* @param {DataReader} reader data view for the page
* @param {DataPageHeader} daph data page header
* @param {SchemaTree[]} schemaPath
* @returns {DefinitionLevels} definition levels and number of bytes read
*/
function readDefinitionLevels(reader, daph, schemaPath) {
if (!isRequired(schemaPath)) {
const maxDefinitionLevel = getMaxDefinitionLevel(schemaPath)
const bitWidth = widthFromMaxInt(maxDefinitionLevel)
if (bitWidth) {
// num_values is index 1 for either type of page header
const definitionLevels = new Array(daph.num_values)
readRleBitPackedHybrid(reader, bitWidth, 0, definitionLevels)
// count nulls
let numNulls = daph.num_values
for (const def of definitionLevels) {
if (def === maxDefinitionLevel) numNulls--
}
if (numNulls === 0) {
definitionLevels.length = 0
}
return { definitionLevels, numNulls }
}
}
return { definitionLevels: [], numNulls: 0 }
}