hyparquet/src/datapageV2.js
2024-05-12 19:24:10 -07:00

175 lines
6.8 KiB
JavaScript

import { decompressPage } from './column.js'
import { readRleBitPackedHybrid, widthFromMaxInt } from './encoding.js'
import { readPlain } from './plain.js'
import { getMaxDefinitionLevel, getMaxRepetitionLevel } from './schema.js'
import { readVarInt, readZigZagBigInt } from './thrift.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").Compressors} Compressors
* @typedef {import("./types.d.ts").DataPageHeaderV2} DataPageHeaderV2
* @typedef {import("./types.d.ts").SchemaTree} SchemaTree
* @param {Uint8Array} compressedBytes raw page data (should already be decompressed)
* @param {import("./types.d.ts").PageHeader} ph page header
* @param {SchemaTree[]} schemaPath
* @param {ColumnMetaData} columnMetadata
* @param {Compressors | undefined} compressors
* @returns {DataPage} definition levels, repetition levels, and array of values
*/
export function readDataPageV2(compressedBytes, ph, schemaPath, columnMetadata, compressors) {
const view = new DataView(compressedBytes.buffer, compressedBytes.byteOffset, compressedBytes.byteLength)
const reader = { view, offset: 0 }
const daph2 = ph.data_page_header_v2
if (!daph2) throw new Error('parquet data page header v2 is undefined')
// repetition levels
const repetitionLevels = readRepetitionLevelsV2(reader, daph2, schemaPath)
// assert(reader.offset === daph2.repetition_levels_byte_length)
// definition levels
const maxDefinitionLevel = getMaxDefinitionLevel(schemaPath)
const definitionLevels = readDefinitionLevelsV2(reader, daph2, maxDefinitionLevel)
// assert(reader.offset === daph2.repetition_levels_byte_length + daph2.definition_levels_byte_length)
const uncompressedPageSize = ph.uncompressed_page_size - daph2.definition_levels_byte_length - daph2.repetition_levels_byte_length
let page = compressedBytes.subarray(reader.offset)
if (daph2.is_compressed && columnMetadata.codec !== 'UNCOMPRESSED') {
page = decompressPage(page, uncompressedPageSize, columnMetadata.codec, compressors)
}
const pageView = new DataView(page.buffer, page.byteOffset, page.byteLength)
// read values based on encoding
/** @type {import('./types.d.ts').DecodedArray} */
let dataPage = []
const nValues = daph2.num_values - daph2.num_nulls
if (daph2.encoding === 'PLAIN') {
const pageReader = { view: pageView, offset: 0 }
dataPage = readPlain(pageReader, columnMetadata.type, nValues)
} else if (daph2.encoding === 'RLE') {
const bitWidth = 1
const pageReader = { view: pageView, offset: 4 }
dataPage = new Array(nValues)
readRleBitPackedHybrid(pageReader, bitWidth, uncompressedPageSize, dataPage)
} else if (
daph2.encoding === 'PLAIN_DICTIONARY' ||
daph2.encoding === 'RLE_DICTIONARY'
) {
const bitWidth = pageView.getUint8(0)
const pageReader = { view: pageView, offset: 1 }
dataPage = new Array(nValues)
readRleBitPackedHybrid(pageReader, bitWidth, uncompressedPageSize, dataPage)
} else if (daph2.encoding === 'DELTA_BINARY_PACKED') {
const int32 = columnMetadata.type === 'INT32'
dataPage = int32 ? new Int32Array(nValues) : new BigInt64Array(nValues)
deltaBinaryUnpack(page, nValues, dataPage)
} else {
throw new Error(`parquet unsupported encoding: ${daph2.encoding}`)
}
return { definitionLevels, repetitionLevels, dataPage }
}
/**
* 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 {DataPageHeaderV2} daph2 data page header
* @param {SchemaTree[]} schemaPath
* @returns {any[]} repetition levels and number of bytes read
*/
export function readRepetitionLevelsV2(reader, daph2, schemaPath) {
const maxRepetitionLevel = getMaxRepetitionLevel(schemaPath)
if (!maxRepetitionLevel) return []
const bitWidth = widthFromMaxInt(maxRepetitionLevel)
// num_values is index 1 for either type of page header
const values = new Array(daph2.num_values)
readRleBitPackedHybrid(
reader, bitWidth, daph2.repetition_levels_byte_length, values
)
return values
}
/**
* Read the definition levels from this page, if any.
*
* @param {DataReader} reader data view for the page
* @param {DataPageHeaderV2} daph2 data page header v2
* @param {number} maxDefinitionLevel
* @returns {number[] | undefined} definition levels and number of bytes read
*/
function readDefinitionLevelsV2(reader, daph2, maxDefinitionLevel) {
if (maxDefinitionLevel) {
// not the same as V1, because we know the length
const bitWidth = widthFromMaxInt(maxDefinitionLevel)
const values = new Array(daph2.num_values)
readRleBitPackedHybrid(reader, bitWidth, daph2.definition_levels_byte_length, values)
return values
}
}
/**
* Unpack the delta binary packed encoding.
*
* @param {Uint8Array} page page data
* @param {number} nValues number of values to read
* @param {Int32Array | BigInt64Array} values array to write to
*/
function deltaBinaryUnpack(page, nValues, values) {
const int32 = values instanceof Int32Array
const view = new DataView(page.buffer, page.byteOffset, page.byteLength)
const reader = { view, offset: 0 }
const blockSize = readVarInt(reader)
const miniblockPerBlock = readVarInt(reader)
let count = readVarInt(reader)
let value = readZigZagBigInt(reader) // first value
let valueIndex = 0
values[valueIndex++] = int32 ? Number(value) : value
const valuesPerMiniblock = blockSize / miniblockPerBlock
while (valueIndex < nValues) {
const minDelta = readZigZagBigInt(reader)
const bitWidths = new Uint8Array(miniblockPerBlock)
for (let i = 0; i < miniblockPerBlock; i++) {
bitWidths[i] = page[reader.offset++]
}
for (let i = 0; i < miniblockPerBlock; i++) {
let miniblockCount = Math.min(count, valuesPerMiniblock)
const bitWidth = BigInt(bitWidths[i])
if (bitWidth) {
if (count > 1) {
const mask = (1n << bitWidth) - 1n
let bitpackPos = 0n
while (count && miniblockCount) {
let bits = (BigInt(view.getUint8(reader.offset)) >> bitpackPos) & mask // TODO: don't re-read value every time
bitpackPos += bitWidth
while (bitpackPos >= 8) {
bitpackPos -= 8n
reader.offset++
bits |= (BigInt(view.getUint8(reader.offset)) << bitWidth - bitpackPos) & mask
}
const delta = minDelta + bits
value += delta
values[valueIndex++] = int32 ? Number(value) : value
count--
miniblockCount--
}
}
} else {
for (let j = 0; j < valuesPerMiniblock && valueIndex < nValues; j++) {
value += minDelta
values[valueIndex++] = int32 ? Number(value) : value
}
}
}
}
}