Python bindings for zetasketch-rs - unofficial Rust reimplementation of the ZetaSketch Java library for HyperLogLog++ implementation used by Google BigQuery and BigTable.

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  • License: MIT License (MIT)
  • Author: Daniel Vrátil
  • Tags zetasketch , hyperloglog , google , hll , sketch
  • Requires: Python >=3.8
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Project description

ZetaSketch RS

A native Rust re-implementation of the Zetasketch Java library by Google.

The ZetaSketch library provides an implementation of the HyperLogLog++ algorithm used by several Google Cloud products, most notably BigQuery and BigTable.

This library allows deserializing, modifying and serializing the HyperLogLog++ sketches used by these products.

You can learn more details about ZetaSketch and its HyperLogLog++ implementation in the README in the original library.

This reimplementation is based on version 0.1.0 of the original library, which is the only version published.

Compatibility

This library was implemented as a translation of the original Java code into Rust, then refined here and there to improve performance and to be more idiomatic. It strives to be 100% compatible with the Java library, which means that for identical inputs, it should produce 100% identical sketches as the Java library. Any deviation should be considered a bug.

We are using the j4rs crate for testing, which allows to call us the original Java library from our Rust tests and compare the behavior of both libraries.

Python Bindings

The project also contains Python bindings for the Rust crate published on Pypi as zetasketch-py.

The bindings are generated using maturin.

Sponsorship

Porting the code over from Java to Rust was a fair bit of work that took me a fair bit of time. If you find this library useful, please consider donating to help me work on other similar projects in the future. Thank you!

License

This project is licensed under the MIT license. See the LICENSE file for details.

The original library is licensed under the Apache License 2.0.

[!NOTE] This project is in no way affiliated with or endorsed by Google.

Project details

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  • License: MIT License (MIT)
  • Author: Daniel Vrátil
  • Tags zetasketch , hyperloglog , google , hll , sketch
  • Requires: Python >=3.8
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0.1.3

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