Simple8b-timeseries-compression Alternatives

simple8b-timeseries-compression reviews and mentions

• Time-Series Compression Algorithms
  7 projects | news.ycombinator.com | 14 May 2022

  One notable omission from this piece is a technique to compress integer time series with both positive and negative values.

  If you naively apply bit-packing using the Simple8b algorithm, you'll find that negative integers are not compressed. This is due to how signed integers are represented in modern computers: negative integers will have their most significant bit set [1].

  Zigzag encoding is a neat transform that circumvents this issue. It works by mapping signed integers to unsigned integers so that numbers with a small absolute value can be encoded using a small number of bits. Put another way, it encodes negative numbers using the least significant bit for sign. [2]

  If you're looking for a quick way to experiment with various time series compression algorithm I highly recommend Daniel Lemire's FastPFor repository [3] (as linked in the article). I've used the Python bindings [4] to quickly evaluate various compression algorithms with great success.

  Finally I'd like to humbly mention my own tiny contribution [5], an adaptation of Lemire's C++ Simple8b implementation (including basic methods for delta & zigzag encoding/decoding).

  I used C++ templates to make the encoding and decoding routines generic over integer bit-width, which expands support up to 64 bit integers, and offers efficient usage with smaller integers (eg 16 bit). I made a couple other minor tweaks including support for arrays up to 2^64 in length, and tweaking the API/method signatures so they can be used in a more functional style. This implementation is slightly simpler to invoke via FFI, and I intend to add examples showing how to compile for usage via JS (WebAssembly), Python, and C#. I threw my code up quickly in order to share with you all, hopefully someone finds it useful. I intend to expand on usage examples/test cases/etc, and am looking forward to any comments or contributions.

  [1] https://en.wikipedia.org/wiki/Signed_number_representation

  [2] https://en.wikipedia.org/wiki/Variable-length_quantity#Zigza...

  [3] https://github.com/lemire/FastPFor

  [4] https://github.com/searchivarius/PyFastPFor

  [5] https://github.com/naturalplasmoid/simple8b-timeseries-compr...