Tipping - Token Interdependency Parsing

Tests PyPI version

Tipping is a high-performance and flexible log parsing library. It leverages the interdependencies between tokens to cluster them and computes their templates and parameter masks. It is built with speed and efficiency in mind, capable of utilizing all available processor cores to accelerate the parsing process. At its core, Tipping is written in Rust to ensure maximum performance and stability while offering Python bindings for ease of use and integration into Log Analysis research and projects.

Features

  • 🚀 High Performance: Optimized to be fast and memory efficient.
  • 🐍 Python API: Easy to use, compatible with python 3.8 and newer.
  • 🔧 Customizable: Many parameters to manipulate and optimize the process.
  • 🦀 Rust-powered Core: Safe, concurrent, and stable.

Installation

Tipping could be installed from PyPI:

pip install tipping

Usage

Load your log messages into a list of strings (List[str]) and:

import tipping

# Example usage
messages = ["message1", "message2", ...]
clusters, masks, templates = tipping.parse(messages)

print(result)

Details

Tipping offers the following parameters to manipulate and optimize the process:

tipping.parse(
    messages: List[str],
    threshold: float = 0.5,
    special_whites: List[str] = None,
    special_blacks: List[str] = None,
    symbols: str = "()[]{}=,*",
    keep_alphabetic: bool = True,
    keep_numeric: bool = False,
    keep_impure: bool = False,
    return_templates: bool = True,
    return_masks: bool = True,
)

Cite

will be filled upon publication

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 shshemi from gravatar.com shshemi

Requires

Python >=3.8

Classifiers

Report project as malware

Metadata

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 shshemi from gravatar.com shshemi

Requires

Python >=3.8

Classifiers

Report project as malware

Release files for tipping 0.2.1

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

Source distribution (sdist)

Source distribution for tipping 0.2.1
File Size Uploaded
tipping-0.2.1.tar.gz 9.7 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for tipping 0.2.1
File
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tipping-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl 1.4 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ IBM System/390x Details
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tipping-0.2.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 1.3 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32 Details
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Total release size: 149.3 MB

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Size 1.3 MB
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Size 1.1 MB
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Size 1.2 MB
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Size 1.5 MB
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Size 1.5 MB
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Size 1.4 MB
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Release files / tipping-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size 1.3 MB
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Release files / tipping-0.2.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Size 1.5 MB
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Size 1.3 MB
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Release files / tipping-0.2.1-cp312-cp312-macosx_11_0_arm64.whl

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Size 1.1 MB
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Size 1.4 MB
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