floatbungler

A Python library, written in Rust, implementing compression algorithms for floating-point time series data.

Algorithms

floatbungler provides four compression algorithms for float64 arrays:

  • Gorilla - Facebook's time-series compression algorithm using XOR-based encoding
  • Chimp - Improved compression with more efficient encoding
  • Chimp128 - Like Chimp but with 128-entry ring buffer for better reference selection
  • Patas - Simpler, byte-aligned variant of Chimp128

All algorithms use XOR-based compression that exploits similarity between consecutive values in time series data.

Motivation

I implemented the algorithms to understand them better myself. I wanted to wrap them into a package in case I ever want to come back to them.

Should you use this in production? Probably no. Most likely what you want instead is ALP.

Usage

All algorithms follow the same API:

from floatbungler import gorilla, chimp, chimp128, patas

# Your time series data
data = [1.1, 1.2, 1.15, 1.18, 1.16, 1.14]

# Compress
compressed = gorilla.encode(data)

# Decompress
decompressed = gorilla.decode(compressed, len(data))

assert data == decompressed

You need to pass the length to the decode function because the encoded output is not byte-aligned.

You can use any of the four algorithms by importing the corresponding module:

# Try different algorithms
compressed_gorilla = gorilla.encode(data)
compressed_chimp = chimp.encode(data)
compressed_chimp128 = chimp128.encode(data)
compressed_patas = patas.encode(data)

# Compare compression ratios
print(f"Original size: {len(data) * 8} bytes")
print(f"Gorilla:  {len(compressed_gorilla)} bytes")
print(f"Chimp:    {len(compressed_chimp)} bytes")
print(f"Chimp128: {len(compressed_chimp128)} bytes")
print(f"Patas:    {len(compressed_patas)} bytes")

API

Each algorithm module (gorilla, chimp, chimp128, patas) provides two functions:

encode(data: list[float]) -> bytes

Compresses a list of floating-point numbers.

Parameters:

  • data: List of float values to compress

Returns:

  • Compressed data as bytes

decode(compressed: bytes, count: int) -> list[float]

Decompresses data back to floating-point numbers.

Parameters:

  • compressed: Compressed data from encode()
  • count: Number of values to decode (must match original data length)

Returns:

  • List of decompressed float values

Development

# Install development dependencies
uv sync

# Run tests
uv run pytest

Compatibility

The implementations here have not been tested against any other implementation. At least the Patas implementation is not compatible with the one in DuckDB.

Benchmarks

See https://miikka.github.io/floatbungler/dev/bench/

License

See LICENSE file for details.

Project links

Data verified by PyPI on Mar 15, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for miikka from gravatar.com miikka

GitHub Statistics

Data verified by PyPI on Mar 15, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

ISC
View SPDX License List

Requires

Python >=3.10

Tags

compression time-series float64 gorilla chimp patas

Classifiers

Report project as malware

Metadata

Project links

Data verified by PyPI on Mar 15, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for miikka from gravatar.com miikka

GitHub Statistics

Data verified by PyPI on Mar 15, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

ISC
View SPDX License List

Requires

Python >=3.10

Tags

compression time-series float64 gorilla chimp patas

Classifiers

Report project as malware

Release files for floatbungler 0.1.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for floatbungler 0.1.2
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floatbungler-0.1.2.tar.gz 42.5 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for floatbungler 0.1.2
File
floatbungler-0.1.2-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 471.8 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
floatbungler-0.1.2-pp311-pypy311_pp73-musllinux_1_2_i686.whl 505.4 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
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floatbungler-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 269.2 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
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floatbungler-0.1.2-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 267.2 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
floatbungler-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 259.1 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
floatbungler-0.1.2-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 282.6 kB CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-32 Details
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floatbungler-0.1.2-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 267.2 kB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARMv7l Details
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floatbungler-0.1.2-cp313-cp313-musllinux_1_2_i686.whl 501.0 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
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floatbungler-0.1.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 284.0 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
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floatbungler-0.1.2-cp312-cp312-musllinux_1_2_x86_64.whl 468.1 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
floatbungler-0.1.2-cp312-cp312-musllinux_1_2_i686.whl 501.3 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
floatbungler-0.1.2-cp312-cp312-musllinux_1_2_armv7l.whl 542.6 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
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floatbungler-0.1.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 283.8 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
floatbungler-0.1.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 383.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
floatbungler-0.1.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 267.9 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
floatbungler-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 259.0 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
floatbungler-0.1.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 282.8 kB CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details
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floatbungler-0.1.2-cp311-cp311-win_amd64.whl 125.9 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
floatbungler-0.1.2-cp311-cp311-musllinux_1_2_x86_64.whl 471.5 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
floatbungler-0.1.2-cp311-cp311-musllinux_1_2_i686.whl 504.4 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
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floatbungler-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 268.5 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
floatbungler-0.1.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 285.4 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
floatbungler-0.1.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 383.6 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
floatbungler-0.1.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 269.8 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
floatbungler-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 261.2 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
floatbungler-0.1.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 286.9 kB CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
floatbungler-0.1.2-cp311-cp311-macosx_11_0_arm64.whl 233.4 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
floatbungler-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl 237.9 kB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
floatbungler-0.1.2-cp310-cp310-win_amd64.whl 125.9 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
floatbungler-0.1.2-cp310-cp310-musllinux_1_2_x86_64.whl 471.5 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
floatbungler-0.1.2-cp310-cp310-musllinux_1_2_i686.whl 504.5 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
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floatbungler-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 268.8 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
floatbungler-0.1.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 285.5 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
floatbungler-0.1.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 383.7 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
floatbungler-0.1.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 270.1 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
floatbungler-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 261.5 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
floatbungler-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl 287.1 kB CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details

Total release size: 31.5 MB

Release files / floatbungler-0.1.2.tar.gz

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Release files / floatbungler-0.1.2-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl

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Release files / floatbungler-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size 261.5 kB
Tags CPython 3.10 Linux glibc 2.17+ ARM64
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Release files / floatbungler-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl

Download URL floatbungler-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Size 287.1 kB
Tags CPython 3.10 Linux glibc 2.5+ x86-32
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