Luminaire

This library focuses on anomaly detection in time series data. In particular, it supports monitoring data over comparible windows instead of tracking individual data points as outliers.

Logo

../_images/zillow_luminaire-small.png

Website

https://zillow.github.io/luminaire/

Repository

https://github.com/zillow/luminaire/

Byline

Luminaire is a python package that provides ML driven solutions for monitoring time series data.

License

Apache 2.0

Project age

1 years 9 months

Backers

Zillow (Creator and maintainer)

Lastest News (2021-12-02)

v0.3.0 Update the requirements files list. more

Size score (1 to 10, higher is better)

1.75

Trend score (1 to 10, higher is better)

4.25

Education Resources

URL

Resource Type

Description

https://arxiv.org/abs/2011.05047

Paper

Paper providing an overview of Luminaire (IEEE Big Data, 2020)

https://arxiv.org/abs/2001.01056

Paper

Paper going into detail on Luminaire’s teporal state alignment algorithm (IEEE ICMLA, 2019)

Git Commit Statistics

Statistics computed using Git data through March 31, 2022.

Statistic

Lifetime

Last 12 Months

Commits

691

106

Lines committed

597,126

2,388

Unique committers

10

4

Core committers

4

4

../_images/zillow_luminaire-monthly-commits.png

Similar Projects

Project

Size Score

Trend Score

Byline

Kats

4.25

6.75

Kats is a toolkit to analyze time series data, a lightweight, easy-to-use, and generalizable framework to perform time series analysis.

Merlion

3.25

5.75

A Machine Learning Framework for Time Series Intelligence

PyTorch Forecasting

2.75

6.0

Time series forecasting with PyTorch

TODS

2.5

4.0

An Automated Time-series Outlier Detection System

tsfresh

2.75

3.0

TSFRESH automatically extracts 100s of features from time series.