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Decompressors for hyparquet

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hyparam/hyparquet-compressors

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hyparquet parakeets

npmminzippedworkflow statusmit licensecoverage

This package provides decompressors for various compression codecs.It is designed to be used withhyparquet in order to provide full support for all parquet compression formats.

Introduction

Apache Parquet is a popular columnar storage format that is widely used in data engineering, data science, and machine learning applications for efficiently storing and processing large datasets. It supports a number of different compression formats, but most parquet files use snappy compression.

Hyparquet is a fast and lightweight parquet reader that is designed to work in both node.js and the browser.

By default, hyparquet only supportsuncompressed andsnappy compressed files (the most common parquet compression codecs). Thehyparquet-compressors package extends support for all legal parquet compression formats.

hyparquet-compressors works in both node.js and the browser. Uses js and wasm packages, no system dependencies.

Hyparquet

To usehyparquet-compressors withhyparquet, simply pass thecompressors object to theparquetReadObjects function.

import{parquetReadObjects}from'hyparquet'import{compressors}from'hyparquet-compressors'constdata=awaitparquetReadObjects({ file, compressors})

Seehyparquet repo for more info.

Compression formats

Parquet compression types supported withhyparquet-compressors:

  • Uncompressed
  • Snappy
  • Gzip
  • LZO
  • Brotli
  • LZ4
  • ZSTD
  • LZ4_RAW

Snappy

Snappy compression useshysnappy for fast snappy decompression using a minimalWASM module.

We load the wasm modulesynchronously from base64 in the js file. This avoids a network request, and greatly simplifies bundling and serving wasm.

Gzip

New gzip implementation adapted fromfflate.Includes modifications to handle repeated back-to-back gzip streams that sometimes occur in parquet files (but are not supported by fflate).

For gzip, theoutput buffer argument is optional:

  • Ifoutput is defined, the decompressor will write tooutput until it is full.
  • Ifoutput is undefined, the decompressor will allocate a new buffer, and expand it as needed to fit the uncompressed gzip data. Importantly, the caller should use thereturned buffer.

Brotli

Includes a minimal port ofbrotli.js.Our implementation uses gzip to pre-compress the brotli dictionary, in order to minimize the bundle size.

LZ4

New LZ4 implementation includes support for legacy hadoop LZ4 frame format used on some old parquet files.

Zstd

Usesfzstd for Zstandard decompression.

Bundle size

FileSize
hyparquet-compressors.min.js116.4kb
hyparquet-compressors.min.js.gz75.2kb

References


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