hyparquet/src/datapage.js
2024-05-20 23:09:31 -07:00

127 lines
4.8 KiB
JavaScript

import { byteStreamSplit, readRleBitPackedHybrid, widthFromMaxInt } from './encoding.js'
import { readPlain } from './plain.js'
import { getMaxDefinitionLevel, getMaxRepetitionLevel, isRequired } from './schema.js'
/**
* Read a data page from the given Uint8Array.
*
* @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
* @typedef {import("./types.d.ts").DecodedArray} DecodedArray
* @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, { type }) {
const view = new DataView(bytes.buffer, bytes.byteOffset, bytes.byteLength)
const reader = { view, offset: 0 }
/** @type {DecodedArray} */
let dataPage
// repetition and definition levels
const repetitionLevels = readRepetitionLevels(reader, daph, schemaPath)
const { definitionLevels, numNulls } = readDefinitionLevels(reader, daph, schemaPath)
// read values based on encoding
const nValues = daph.num_values - numNulls
if (daph.encoding === 'PLAIN') {
const { type_length } = schemaPath[schemaPath.length - 1].element
dataPage = readPlain(reader, type, nValues, type_length)
} else if (
daph.encoding === 'PLAIN_DICTIONARY' ||
daph.encoding === 'RLE_DICTIONARY' ||
daph.encoding === 'RLE'
) {
// TODO: RLE encoding uses bitWidth = schemaElement.type_length
const bitWidth = type === 'BOOLEAN' ? 1 : view.getUint8(reader.offset++)
if (bitWidth) {
dataPage = new Array(nValues)
readRleBitPackedHybrid(reader, bitWidth, view.byteLength - reader.offset, dataPage)
} else {
dataPage = new Uint8Array(nValues) // nValue zeroes
}
} else if (daph.encoding === 'BYTE_STREAM_SPLIT') {
if (type === 'FLOAT') dataPage = new Float32Array(nValues)
else if (type === 'DOUBLE') dataPage = new Float64Array(nValues)
else throw new Error(`parquet byte_stream_split unsupported type: ${type}`)
byteStreamSplit(reader, nValues, dataPage)
} else {
throw new Error(`parquet unsupported encoding: ${daph.encoding}`)
}
return { definitionLevels, repetitionLevels, dataPage }
}
/**
* Read a page containing dictionary data.
*
* @param {Uint8Array} bytes raw page data
* @param {import("./types.d.ts").DictionaryPageHeader} diph dictionary page header
* @param {ColumnMetaData} columnMetadata
* @param {number | undefined} typeLength - type_length from schema
* @returns {ArrayLike<any>} array of values
*/
export function readDictionaryPage(bytes, diph, columnMetadata, typeLength) {
const view = new DataView(bytes.buffer, bytes.byteOffset, bytes.byteLength)
const reader = { view, offset: 0 }
return readPlain(reader, columnMetadata.type, diph.num_values, typeLength)
}
/**
* 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: number[], numNulls: number }} definition levels
*/
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 }
}