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Parquet column parser
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platypii committed Jan 8, 2024
1 parent c384cf4 commit 955a5f0
Showing 1 changed file with 124 additions and 0 deletions.
124 changes: 124 additions & 0 deletions src/column.js
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import { assembleObjects, readDataPage, readDictionaryPage } from './datapage.js'
import { parquetHeader } from './header.js'
import { getMaxDefinitionLevel, isRequired } from './schema.js'
import { snappyUncompress } from './snappy.js'
import { CompressionCodec, Encoding, PageType } from './types.js'

/**
* @typedef {import('./types.js').SchemaElement} SchemaElement
* @typedef {import('./types.js').ColumnMetaData} ColumnMetaData
* @typedef {import('./types.js').RowGroup} RowGroup
*/

/**
* Read a column from the file.
*
* @param {ArrayBuffer} arrayBuffer parquet file contents
* @param {RowGroup} rowGroup row group metadata
* @param {ColumnMetaData} columnMetadata column metadata
* @param {SchemaElement[]} schema schema for the file
* @returns {ArrayLike<any>} array of values
*/
export function readColumn(arrayBuffer, rowGroup, columnMetadata, schema) {
// find start of column data
const { codec, dictionary_page_offset, data_page_offset } = columnMetadata
let columnOffset = dictionary_page_offset
if (dictionary_page_offset === undefined || data_page_offset < dictionary_page_offset) {
columnOffset = data_page_offset
}
columnOffset = Number(columnOffset) // cast bigint to number

// parse column data
let valuesSeen = 0
let byteOffset = 0 // byteOffset within the column
let dictionary = undefined
const rowIndex = [0] // map/list object index
while (valuesSeen < rowGroup.num_rows) {
// parse column header
const { value: header, byteLength: headerLength } = parquetHeader(arrayBuffer, columnOffset + byteOffset)
byteOffset += headerLength
if (!header || header.compressed_page_size === undefined) throw new Error('header is undefined')

// read compressed_page_size bytes starting at offset
const compressedBytes = new Uint8Array(
arrayBuffer, columnOffset + byteOffset, header.compressed_page_size
)
// decompress bytes
let page
const uncompressed_page_size = Number(header.uncompressed_page_size) // TODO: unsafe cast
if (codec === CompressionCodec.GZIP) {
throw new Error('GZIP compression not supported')
} else if (codec === CompressionCodec.SNAPPY) {
page = new Uint8Array(uncompressed_page_size)
snappyUncompress(compressedBytes, page)
} else if (codec === CompressionCodec.LZO) {
throw new Error('LZO compression not supported')
}
if (!page || page.length !== uncompressed_page_size) {
throw new Error('decompressed page size does not match header')
}

// parse page data by type
if (header.type === PageType.DATA_PAGE) {
const daph = header.data_page_header
if (!daph) throw new Error('data page header is undefined')

const { definitionLevels, repetitionLevels, value } = readDataPage(page, daph, schema, columnMetadata)
valuesSeen += daph.num_values

// construct output values: skip nulls and construct lists
let values
if (repetitionLevels.length) {
// Use repetition levels to construct lists
if ([Encoding.PLAIN_DICTIONARY, Encoding.RLE_DICTIONARY].includes(daph.encoding)) {
// TODO: dereference dictionary values
}
const isNull = columnMetadata && !isRequired(schema, [columnMetadata.path_in_schema[0]])
const nullValue = false // TODO: unused?
const maxDefinitionLevel = getMaxDefinitionLevel(schema, columnMetadata.path_in_schema)
values = assembleObjects(definitionLevels, repetitionLevels, value, isNull, nullValue, maxDefinitionLevel, rowIndex[0])
} else if (definitionLevels) {
const maxDefinitionLevel = getMaxDefinitionLevel(schema, columnMetadata.path_in_schema)
// Use definition levels to skip nulls
let index = 0
values = []
const decoder = new TextDecoder()
for (let i = 0; i < definitionLevels.length; i++) {
if (definitionLevels[i] === maxDefinitionLevel) {
if (index > value.length) throw new Error('parquet index out of bounds')
let v = value[index++]
// map to dictionary value
if (dictionary) {
v = dictionary[v]
if (v instanceof Uint8Array) {
try {
v = decoder.decode(v)
} catch (e) {
console.warn('parquet failed to decode byte array as string', e)
}
}
}
values[i] = v
} else {
values[i] = undefined
}
}
} else {
// TODO: use dictionary
values = value
}

// TODO: check that we are at the end of the page
return values
} else if (header.type === PageType.DICTIONARY_PAGE) {
const diph = header.dictionary_page_header
if (!diph) throw new Error('dictionary page header is undefined')

dictionary = readDictionaryPage(page, diph, schema, columnMetadata)
} else {
throw new Error(`parquet unsupported page type: ${header.type}`)
}
byteOffset += header.compressed_page_size
}
throw new Error('parquet error reading column should have returned')
}

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