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Top 23 time-series Open-Source Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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TDengine
TDengine is an open source, high-performance, cloud native time-series database optimized for Internet of Things (IoT), Connected Cars, Industrial IoT and DevOps.
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TimescaleDB
An open-source time-series SQL database optimized for fast ingest and complex queries. Packaged as a PostgreSQL extension.
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Telegraf
Agent for collecting, processing, aggregating, and writing metrics, logs, and other arbitrary data.
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SaaSHub
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nightingale
An all-in-one observability solution which aims to combine the advantages of Prometheus and Grafana. It manages alert rules and visualizes metrics, logs, traces in a beautiful web UI.
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Kats
Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.
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tsai
Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
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Crate
CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.
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Data-science
Collection of useful data science topics along with articles, videos, and code (by khuyentran1401)
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SaaSHub
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Project mention: A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev | dev.to | 2024-02-05netdata.cloud — Netdata is an open-source tool to collect real-time metrics. It's a growing product and can also be found on GitHub!
Scalable Realtime Datastore: The piece examines a scalable datastore specifically created for metrics events and real-time analytics. (2013-09-26, shares: 26787.0)
Project mention: TimescaleDB: An open-source time-series SQL database | news.ycombinator.com | 2024-02-06
Project mention: How I would automate monitoring DNS queries in basic Prometheus | news.ycombinator.com | 2024-03-27
If your data lacks uniform time intervals between consecutive entries, QuestDB offers a solution by allowing you to sample your data. After that, MindsDB facilitates creating, training, and deploying your time-series models.
Project mention: Nightingale – Open-source alternative to Prometheus&Grafana | /r/bkup | 2023-08-24
Project mention: For deep learning practitioners in industry, is the workflow always this annoying? [D] | /r/MachineLearning | 2023-07-10This is definitely a good thing to try for time-series; you can automate your feature extraction too (eg using https://github.com/blue-yonder/tsfresh ).
Project mention: Darts: Python lib for forecasting and anomaly detection on time series | news.ycombinator.com | 2024-03-05
Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22Also https://github.com/timeseriesAI/tsai
Project mention: [D] Doubts on the implementation of LSTMs for timeseries prediction (like including weather forecasts) | /r/MachineLearning | 2023-12-10Don't use an LSTM. Get up to date with SoTA methods and read the papers in the field. LSTMs are not the way forward. Read the papers I suggested. It would be very useful to come to grips with both the Time Series Repository (https://github.com/thuml/Time-Series-Library) and Darts (https://github.com/unit8co/darts) as these are widely used for research and in industry.
Project mention: Show HN: Auto Wiki v2 – Turn your codebase into a Wiki now with diagrams | news.ycombinator.com | 2024-04-23https://github.com/awslabs/gluonts is a great candidate for a sample wiki. It is an OSS lib, not great documentation, very hard to RTFM (unlike, say, sklearn which already has a great wiki), doubtful that awslabs would pay to produce.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
time-series related posts
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TimeGPT: Production Ready Time Series Foundation Model for Forecasting
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Show HN: Auto Wiki v2 – Turn your codebase into a Wiki now with diagrams
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Financial Market Applications of LLMs
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Show HN: Spice.ai – materialize, accelerate, and query SQL data from any source
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Chronos: Learning the Language of Time Series
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Darts: Python lib for forecasting and anomaly detection on time series
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Synthetic data generation for tabular data
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A note from our sponsor - InfluxDB
www.influxdata.com | 10 May 2024
Index
What are some of the best open-source time-series projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Netdata | 68,352 |
| 2 | prometheus | 52,933 |
| 3 | InfluxDB | 27,848 |
| 4 | TDengine | 22,829 |
| 5 | TimescaleDB | 16,547 |
| 6 | Telegraf | 13,786 |
| 7 | QuestDB | 13,501 |
| 8 | nightingale | 8,837 |
| 9 | uPlot | 8,479 |
| 10 | pycaret | 8,450 |
| 11 | tsfresh | 8,096 |
| 12 | sktime | 7,430 |
| 13 | darts | 7,321 |
| 14 | autogluon | 7,152 |
| 15 | Graphite | 5,850 |
| 16 | Informer2020 | 4,955 |
| 17 | Kats | 4,769 |
| 18 | tsai | 4,730 |
| 19 | Time-Series-Library | 4,420 |
| 20 | gluonts | 4,308 |
| 21 | PlotJuggler | 4,098 |
| 22 | Crate | 3,968 |
| 23 | Data-science | 3,959 |
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