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reader.js
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553 lines (465 loc) · 14.1 KB
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'use strict';
const fs = require('fs');
const thrift = require('thrift');
const parquet_thrift = require('../gen-nodejs/parquet_types')
const parquet_shredder = require('./shred')
const parquet_util = require('./util')
const parquet_schema = require('./schema')
const parquet_codec = require('./codec')
const parquet_compression = require('./compression')
/**
* Parquet File Magic String
*/
const PARQUET_MAGIC = 'PAR1';
/**
* Parquet File Format Version
*/
const PARQUET_VERSION = 1;
/**
* Internal type used for repetition/definition levels
*/
const PARQUET_RDLVL_TYPE = 'INT32';
const PARQUET_RDLVL_ENCODING = 'RLE';
/**
* A parquet cursor is used to retrieve rows from a parquet file in order
*/
class ParquetCursor {
/**
* Create a new parquet reader from the file metadata and an envelope reader.
* It is usually not recommended to call this constructor directly except for
* advanced and internal use cases. Consider using getCursor() on the
* ParquetReader instead
*/
constructor(metadata, envelopeReader, schema, columnList) {
this.metadata = metadata;
this.envelopeReader = envelopeReader;
this.schema = schema;
this.columnList = columnList;
this.rowGroup = [];
this.rowGroupIndex = 0;
}
/**
* Retrieve the next row from the cursor. Returns a row or NULL if the end
* of the file was reached
*/
async next() {
if (this.rowGroup.length === 0) {
if (this.rowGroupIndex >= this.metadata.row_groups.length) {
return null;
}
let rowBuffer = await this.envelopeReader.readRowGroup(
this.schema,
this.metadata.row_groups[this.rowGroupIndex],
this.columnList);
this.rowGroup = parquet_shredder.materializeRecords(this.schema, rowBuffer);
this.rowGroupIndex++;
}
return this.rowGroup.shift();
}
/**
* Rewind the cursor the the beginning of the file
*/
rewind() {
this.rowGroup = [];
this.rowGroupIndex = 0;
}
};
/**
* A parquet reader allows retrieving the rows from a parquet file in order.
* The basic usage is to create a reader and then retrieve a cursor/iterator
* which allows you to consume row after row until all rows have been read. It is
* important that you call close() after you are finished reading the file to
* avoid leaking file descriptors.
*/
class ParquetReader {
/**
* Open the parquet file pointed to by the specified path and return a new
* parquet reader
*/
static async openFile(filePath) {
let envelopeReader = await ParquetEnvelopeReader.openFile(filePath);
try {
let header = envelopeReader.readHeader();
let metadataPromise = envelopeReader.readFooter();
await header;
let metadata = await metadataPromise;
return new ParquetReader(metadata, envelopeReader);
} catch (err) {
await envelopeReader.close();
throw err;
}
}
/**
* Create a new parquet reader from the file metadata and an envelope reader.
* It is not recommended to call this constructor directly except for advanced
* and internal use cases. Consider using one of the open{File,Buffer} methods
* instead
*/
constructor(metadata, envelopeReader) {
if (metadata.version != PARQUET_VERSION) {
throw 'invalid parquet version';
}
this.metadata = metadata;
this.envelopeReader = envelopeReader;
this.schema = new parquet_schema.ParquetSchema(
decodeSchema(
this.metadata.schema.splice(1)));
}
/**
* Return a cursor to the file. You may open more than one cursor and use
* them concurrently. All cursors become invalid once close() is called on
* the reader object.
*
* The required_columns parameter controls which columns are actually read
* from disk. An empty array or no value implies all columns. A list of column
* names means that only those columns should be loaded from disk.
*/
getCursor(columnList) {
if (!columnList) {
columnList = [];
}
columnList = columnList.map((x) => x.constructor === Array ? x : [x]);
return new ParquetCursor(
this.metadata,
this.envelopeReader,
this.schema,
columnList);
}
/**
* Return the number of rows in this file. Note that the number of rows is
* not neccessarily equal to the number of rows in each column.
*/
getRowCount() {
return this.metadata.num_rows;
}
/**
* Returns the ParquetSchema for this file
*/
getSchema() {
return this.schema;
}
/**
* Returns the user (key/value) metadata for this file
*/
getMetadata() {
let md = {};
for (let kv of this.metadata.key_value_metadata) {
md[kv.key] = kv.value;
}
return md;
}
/**
* Close this parquet reader. You MUST call this method once you're finished
* reading rows
*/
async close() {
await this.envelopeReader.close();
this.envelopeReader = null;
this.metadata = null;
}
}
/**
* The parquet envelope reader allows direct, unbuffered access to the individual
* sections of the parquet file, namely the header, footer and the row groups.
* This class is intended for advanced/internal users; if you just want to retrieve
* rows from a parquet file use the ParquetReader instead
*/
class ParquetEnvelopeReader {
static async openFile(filePath) {
let fileStat = await parquet_util.fstat(filePath);
let fileDescriptor = await parquet_util.fopen(filePath);
let readFn = parquet_util.fread.bind(undefined, fileDescriptor);
let closeFn = parquet_util.fclose.bind(undefined, fileDescriptor);
return new ParquetEnvelopeReader(readFn, closeFn, fileStat.size);
}
constructor(readFn, closeFn, fileSize) {
this.read = readFn;
this.close = closeFn;
this.fileSize = fileSize;
}
async readHeader() {
let buf = await this.read(0, PARQUET_MAGIC.length);
if (buf.toString() != PARQUET_MAGIC) {
throw 'not valid parquet file'
}
}
async readRowGroup(schema, rowGroup, columnList) {
var buffer = {
rowCount: +rowGroup.num_rows,
columnData: {}
};
let requests = [];
for (let colChunk of rowGroup.columns) {
const colMetadata = colChunk.meta_data;
const colKey = colMetadata.path_in_schema;
if (columnList.length > 0 && parquet_util.fieldIndexOf(columnList, colKey) < 0) {
continue;
}
requests.push(this.readColumnChunk(schema, colChunk).then(payload => ({
colKey, payload
})));
}
let data = await Promise.all(requests);
data.forEach(d => {
buffer.columnData[d.colKey] = d.payload;
});
return buffer;
}
async readColumnChunk(schema, colChunk) {
if (colChunk.file_path !== null) {
throw 'external references are not supported';
}
let field = schema.findField(colChunk.meta_data.path_in_schema);
let type = parquet_util.getThriftEnum(
parquet_thrift.Type,
colChunk.meta_data.type);
let compression = parquet_util.getThriftEnum(
parquet_thrift.CompressionCodec,
colChunk.meta_data.codec);
let pagesOffset = +colChunk.meta_data.data_page_offset;
let pagesSize = +colChunk.meta_data.total_compressed_size;
let pagesBuf = await this.read(pagesOffset, pagesSize);
return decodeDataPages(pagesBuf, {
type: type,
rLevelMax: field.rLevelMax,
dLevelMax: field.dLevelMax,
compression: compression,
column: field
});
}
async readFooter() {
let trailerLen = PARQUET_MAGIC.length + 4;
let trailerBuf = await this.read(this.fileSize - trailerLen, trailerLen);
if (trailerBuf.slice(4).toString() != PARQUET_MAGIC) {
throw 'not a valid parquet file';
}
let metadataSize = trailerBuf.readUInt32LE(0);
let metadataOffset = this.fileSize - metadataSize - trailerLen;
if (metadataOffset < PARQUET_MAGIC.length) {
throw 'invalid metadata size';
}
let metadataBuf = await this.read(metadataOffset, metadataSize);
let metadata = new parquet_thrift.FileMetaData();
parquet_util.decodeThrift(metadata, metadataBuf);
return metadata;
}
}
/**
* Decode a consecutive array of data using one of the parquet encodings
*/
function decodeValues(type, encoding, cursor, count, opts) {
if (!(encoding in parquet_codec)) {
throw 'invalid encoding: ' + encoding;
}
return parquet_codec[encoding].decodeValues(type, cursor, count, opts);
}
function decodeDataPages(buffer, opts) {
let cursor = {
buffer: buffer,
offset: 0,
size: buffer.length
};
let data = {
rlevels: [],
dlevels: [],
values: [],
count: 0
};
while (cursor.offset < cursor.size) {
const pageHeader = new parquet_thrift.PageHeader();
cursor.offset += parquet_util.decodeThrift(pageHeader, cursor.buffer);
const pageType = parquet_util.getThriftEnum(
parquet_thrift.PageType,
pageHeader.type);
let pageData = null;
switch (pageType) {
case 'DATA_PAGE':
pageData = decodeDataPage(cursor, pageHeader, opts);
break;
case 'DATA_PAGE_V2':
pageData = decodeDataPageV2(cursor, pageHeader, opts);
break;
default:
throw "invalid page type: " + pageType;
}
Array.prototype.push.apply(data.rlevels, pageData.rlevels);
Array.prototype.push.apply(data.dlevels, pageData.dlevels);
Array.prototype.push.apply(data.values, pageData.values);
data.count += pageData.count;
}
return data;
}
function decodeDataPage(cursor, header, opts) {
let valueCount = header.data_page_header.num_values;
let valueEncoding = parquet_util.getThriftEnum(
parquet_thrift.Encoding,
header.data_page_header.encoding);
/* read repetition levels */
let rLevelEncoding = parquet_util.getThriftEnum(
parquet_thrift.Encoding,
header.data_page_header.repetition_level_encoding);
let rLevels = new Array(valueCount);
if (opts.rLevelMax > 0) {
rLevels = decodeValues(
PARQUET_RDLVL_TYPE,
rLevelEncoding,
cursor,
valueCount,
{ bitWidth: parquet_util.getBitWidth(opts.rLevelMax) });
} else {
rLevels.fill(0);
}
/* read definition levels */
let dLevelEncoding = parquet_util.getThriftEnum(
parquet_thrift.Encoding,
header.data_page_header.definition_level_encoding);
let dLevels = new Array(valueCount);
if (opts.dLevelMax > 0) {
dLevels = decodeValues(
PARQUET_RDLVL_TYPE,
dLevelEncoding,
cursor,
valueCount,
{ bitWidth: parquet_util.getBitWidth(opts.dLevelMax) });
} else {
dLevels.fill(0);
}
/* read values */
let valueCountNonNull = 0;
for (let dlvl of dLevels) {
if (dlvl === opts.dLevelMax) {
++valueCountNonNull;
}
}
let values = decodeValues(
opts.type,
valueEncoding,
cursor,
valueCountNonNull,
{
typeLength: opts.column.typeLength,
bitWidth: opts.column.typeLength
});
return {
dlevels: dLevels,
rlevels: rLevels,
values: values,
count: valueCount
};
}
function decodeDataPageV2(cursor, header, opts) {
const cursorEnd = cursor.offset + header.compressed_page_size;
const valueCount = header.data_page_header_v2.num_values;
const valueCountNonNull = valueCount - header.data_page_header_v2.num_nulls;
const valueEncoding = parquet_util.getThriftEnum(
parquet_thrift.Encoding,
header.data_page_header_v2.encoding);
/* read repetition levels */
let rLevels = new Array(valueCount);
if (opts.rLevelMax > 0) {
rLevels = decodeValues(
PARQUET_RDLVL_TYPE,
PARQUET_RDLVL_ENCODING,
cursor,
valueCount,
{
bitWidth: parquet_util.getBitWidth(opts.rLevelMax),
disableEnvelope: true
});
} else {
rLevels.fill(0);
}
/* read definition levels */
let dLevels = new Array(valueCount);
if (opts.dLevelMax > 0) {
dLevels = decodeValues(
PARQUET_RDLVL_TYPE,
PARQUET_RDLVL_ENCODING,
cursor,
valueCount,
{
bitWidth: parquet_util.getBitWidth(opts.dLevelMax),
disableEnvelope: true
});
} else {
dLevels.fill(0);
}
/* read values */
let valuesBufCursor = cursor;
if (header.data_page_header_v2.is_compressed) {
let valuesBuf = parquet_compression.inflate(
opts.compression,
cursor.buffer.slice(cursor.offset, cursorEnd));
valuesBufCursor = {
buffer: valuesBuf,
offset: 0,
size: valuesBuf.length
};
cursor.offset = cursorEnd;
}
let values = decodeValues(
opts.type,
valueEncoding,
valuesBufCursor,
valueCountNonNull,
{
typeLength: opts.column.typeLength,
bitWidth: opts.column.typeLength
});
return {
dlevels: dLevels,
rlevels: rLevels,
values: values,
count: valueCount
};
}
function decodeSchema(schemaElements) {
let schema = {};
for (let idx = 0; idx < schemaElements.length; ) {
const schemaElement = schemaElements[idx];
let repetitionType = parquet_util.getThriftEnum(
parquet_thrift.FieldRepetitionType,
schemaElement.repetition_type);
let optional = false;
let repeated = false;
switch (repetitionType) {
case 'REQUIRED':
break;
case 'OPTIONAL':
optional = true;
break;
case 'REPEATED':
repeated = true;
break;
};
if (schemaElement.num_children > 0) {
schema[schemaElement.name] = {
optional: optional,
repeated: repeated,
fields: decodeSchema(
schemaElements.slice(idx + 1, idx + 1 + schemaElement.num_children))
};
} else {
let logicalType = parquet_util.getThriftEnum(
parquet_thrift.Type,
schemaElement.type);
if (schemaElement.converted_type != null) {
logicalType = parquet_util.getThriftEnum(
parquet_thrift.ConvertedType,
schemaElement.converted_type);
}
schema[schemaElement.name] = {
type: logicalType,
typeLength: schemaElement.type_length,
optional: optional,
repeated: repeated
};
}
idx += (schemaElement.num_children || 0) + 1;
}
return schema;
}
module.exports = {
ParquetEnvelopeReader,
ParquetReader,
};