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9.44 kB
| /** | |
| * @import {ColumnDecoder, CompressionCodec, Compressors, DataPage, DataPageHeader, DataPageHeaderV2, DataReader, DecodedArray, PageHeader, SchemaTree} from '../src/types.js' | |
| */ | |
| import { deltaBinaryUnpack, deltaByteArray, deltaLengthByteArray } from './delta.js' | |
| import { byteStreamSplit, readRleBitPackedHybrid } from './encoding.js' | |
| import { readPlain } from './plain.js' | |
| import { getMaxDefinitionLevel, getMaxRepetitionLevel } from './schema.js' | |
| import { snappyUncompress } from './snappy.js' | |
| /** | |
| * Read a data page from uncompressed reader. | |
| * | |
| * @param {Uint8Array} bytes raw page data (should already be decompressed) | |
| * @param {DataPageHeader} daph data page header | |
| * @param {ColumnDecoder} columnDecoder | |
| * @returns {DataPage} definition levels, repetition levels, and array of values | |
| */ | |
| export function readDataPage(bytes, daph, { type, element, schemaPath }) { | |
| 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) | |
| // assert(!repetitionLevels.length || repetitionLevels.length === daph.num_values) | |
| const { definitionLevels, numNulls } = readDefinitionLevels(reader, daph, schemaPath) | |
| // assert(!definitionLevels.length || definitionLevels.length === daph.num_values) | |
| // read values based on encoding | |
| const nValues = daph.num_values - numNulls | |
| if (daph.encoding === 'PLAIN') { | |
| dataPage = readPlain(reader, type, nValues, element.type_length) | |
| } else if ( | |
| daph.encoding === 'PLAIN_DICTIONARY' || | |
| daph.encoding === 'RLE_DICTIONARY' || | |
| daph.encoding === 'RLE' | |
| ) { | |
| const bitWidth = type === 'BOOLEAN' ? 1 : view.getUint8(reader.offset++) | |
| if (bitWidth) { | |
| dataPage = new Array(nValues) | |
| if (type === 'BOOLEAN') { | |
| readRleBitPackedHybrid(reader, bitWidth, dataPage) | |
| dataPage = dataPage.map(x => !!x) // convert to boolean | |
| } else { | |
| // assert(daph.encoding.endsWith('_DICTIONARY')) | |
| readRleBitPackedHybrid(reader, bitWidth, dataPage, view.byteLength - reader.offset) | |
| } | |
| } else { | |
| dataPage = new Uint8Array(nValues) // nValue zeroes | |
| } | |
| } else if (daph.encoding === 'BYTE_STREAM_SPLIT') { | |
| dataPage = byteStreamSplit(reader, nValues, type, element.type_length) | |
| } else if (daph.encoding === 'DELTA_BINARY_PACKED') { | |
| const int32 = type === 'INT32' | |
| dataPage = int32 ? new Int32Array(nValues) : new BigInt64Array(nValues) | |
| deltaBinaryUnpack(reader, nValues, dataPage) | |
| } else if (daph.encoding === 'DELTA_LENGTH_BYTE_ARRAY') { | |
| dataPage = new Array(nValues) | |
| deltaLengthByteArray(reader, nValues, dataPage) | |
| } else { | |
| throw new Error(`parquet unsupported encoding: ${daph.encoding}`) | |
| } | |
| return { definitionLevels, repetitionLevels, dataPage } | |
| } | |
| /** | |
| * @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 values = new Array(daph.num_values) | |
| readRleBitPackedHybrid(reader, bitWidth(maxRepetitionLevel), values) | |
| return values | |
| } | |
| } | |
| return [] | |
| } | |
| /** | |
| * @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) { | |
| const maxDefinitionLevel = getMaxDefinitionLevel(schemaPath) | |
| if (!maxDefinitionLevel) return { definitionLevels: [], numNulls: 0 } | |
| const definitionLevels = new Array(daph.num_values) | |
| readRleBitPackedHybrid(reader, bitWidth(maxDefinitionLevel), 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 } | |
| } | |
| /** | |
| * @param {Uint8Array} compressedBytes | |
| * @param {number} uncompressed_page_size | |
| * @param {CompressionCodec} codec | |
| * @param {Compressors | undefined} compressors | |
| * @returns {Uint8Array} | |
| */ | |
| export function decompressPage(compressedBytes, uncompressed_page_size, codec, compressors) { | |
| /** @type {Uint8Array} */ | |
| let page | |
| const customDecompressor = compressors?.[codec] | |
| if (codec === 'UNCOMPRESSED') { | |
| page = compressedBytes | |
| } else if (customDecompressor) { | |
| page = customDecompressor(compressedBytes, uncompressed_page_size) | |
| } else if (codec === 'SNAPPY') { | |
| page = new Uint8Array(uncompressed_page_size) | |
| snappyUncompress(compressedBytes, page) | |
| } else { | |
| throw new Error(`parquet unsupported compression codec: ${codec}`) | |
| } | |
| if (page?.length !== uncompressed_page_size) { | |
| throw new Error(`parquet decompressed page length ${page?.length} does not match header ${uncompressed_page_size}`) | |
| } | |
| return page | |
| } | |
| /** | |
| * Read a data page from the given Uint8Array. | |
| * | |
| * @param {Uint8Array} compressedBytes raw page data | |
| * @param {PageHeader} ph page header | |
| * @param {ColumnDecoder} columnDecoder | |
| * @returns {DataPage} definition levels, repetition levels, and array of values | |
| */ | |
| export function readDataPageV2(compressedBytes, ph, columnDecoder) { | |
| const view = new DataView(compressedBytes.buffer, compressedBytes.byteOffset, compressedBytes.byteLength) | |
| const reader = { view, offset: 0 } | |
| const { type, element, schemaPath, codec, compressors } = columnDecoder | |
| 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) | |
| reader.offset = daph2.repetition_levels_byte_length // readVarInt() => len for boolean v2? | |
| // definition levels | |
| const definitionLevels = readDefinitionLevelsV2(reader, daph2, schemaPath) | |
| // 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 !== false) { | |
| page = decompressPage(page, uncompressedPageSize, codec, compressors) | |
| } | |
| const pageView = new DataView(page.buffer, page.byteOffset, page.byteLength) | |
| const pageReader = { view: pageView, offset: 0 } | |
| // read values based on encoding | |
| /** @type {DecodedArray} */ | |
| let dataPage | |
| const nValues = daph2.num_values - daph2.num_nulls | |
| if (daph2.encoding === 'PLAIN') { | |
| dataPage = readPlain(pageReader, type, nValues, element.type_length) | |
| } else if (daph2.encoding === 'RLE') { | |
| // assert(type === 'BOOLEAN') | |
| dataPage = new Array(nValues) | |
| readRleBitPackedHybrid(pageReader, 1, dataPage) | |
| dataPage = dataPage.map(x => !!x) | |
| } else if ( | |
| daph2.encoding === 'PLAIN_DICTIONARY' || | |
| daph2.encoding === 'RLE_DICTIONARY' | |
| ) { | |
| const bitWidth = pageView.getUint8(pageReader.offset++) | |
| dataPage = new Array(nValues) | |
| readRleBitPackedHybrid(pageReader, bitWidth, dataPage, uncompressedPageSize - 1) | |
| } else if (daph2.encoding === 'DELTA_BINARY_PACKED') { | |
| const int32 = type === 'INT32' | |
| dataPage = int32 ? new Int32Array(nValues) : new BigInt64Array(nValues) | |
| deltaBinaryUnpack(pageReader, nValues, dataPage) | |
| } else if (daph2.encoding === 'DELTA_LENGTH_BYTE_ARRAY') { | |
| dataPage = new Array(nValues) | |
| deltaLengthByteArray(pageReader, nValues, dataPage) | |
| } else if (daph2.encoding === 'DELTA_BYTE_ARRAY') { | |
| dataPage = new Array(nValues) | |
| deltaByteArray(pageReader, nValues, dataPage) | |
| } else if (daph2.encoding === 'BYTE_STREAM_SPLIT') { | |
| dataPage = byteStreamSplit(pageReader, nValues, type, element.type_length) | |
| } else { | |
| throw new Error(`parquet unsupported encoding: ${daph2.encoding}`) | |
| } | |
| return { definitionLevels, repetitionLevels, dataPage } | |
| } | |
| /** | |
| * @param {DataReader} reader | |
| * @param {DataPageHeaderV2} daph2 data page header v2 | |
| * @param {SchemaTree[]} schemaPath | |
| * @returns {any[]} repetition levels | |
| */ | |
| function readRepetitionLevelsV2(reader, daph2, schemaPath) { | |
| const maxRepetitionLevel = getMaxRepetitionLevel(schemaPath) | |
| if (!maxRepetitionLevel) return [] | |
| const values = new Array(daph2.num_values) | |
| readRleBitPackedHybrid(reader, bitWidth(maxRepetitionLevel), values, daph2.repetition_levels_byte_length) | |
| return values | |
| } | |
| /** | |
| * @param {DataReader} reader | |
| * @param {DataPageHeaderV2} daph2 data page header v2 | |
| * @param {SchemaTree[]} schemaPath | |
| * @returns {number[] | undefined} definition levels | |
| */ | |
| function readDefinitionLevelsV2(reader, daph2, schemaPath) { | |
| const maxDefinitionLevel = getMaxDefinitionLevel(schemaPath) | |
| if (maxDefinitionLevel) { | |
| // V2 we know the length | |
| const values = new Array(daph2.num_values) | |
| readRleBitPackedHybrid(reader, bitWidth(maxDefinitionLevel), values, daph2.definition_levels_byte_length) | |
| return values | |
| } | |
| } | |
| /** | |
| * Minimum bits needed to store value. | |
| * | |
| * @param {number} value | |
| * @returns {number} | |
| */ | |
| function bitWidth(value) { | |
| return 32 - Math.clz32(value) | |
| } | |