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Top 23 Timeseries 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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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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greptimedb
An open-source, cloud-native, distributed time-series database with PromQL/SQL/Python supported. Available on GreptimeCloud.
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mtail
extract internal monitoring data from application logs for collection in a timeseries database
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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griddb
GridDB is a next-generation open source database that makes time series IoT and big data fast,and easy.
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time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
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cnosdb
A cloud-native open source distributed time series database with high performance, high compression ratio and high availability. http://www.cnosdb.cloud
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qryn
qryn is a polyglot, high-performance observability framework for ClickHouse. Ingest, store and analyze logs, metrics and telemetry traces from any agent supporting Loki, Prometheus, OTLP, Tempo, Elastic, InfluxDB and many more formats and query transparently using Grafana or any other compatible client.
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SaaSHub
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Project mention: What’s the Difference Between Fine-tuning, Retraining, and RAG? | dev.to | 2024-04-08Check us out on GitHub.
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: 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.
Project mention: GreptimeDB: A fast and cost-effective alternative to InfluxDB | news.ycombinator.com | 2024-04-06
You can do that with something like mtail. Basically write expressions that match your logs and produce metrics.
Project mention: Facebook Prophet: library for generating forecasts from any time series data | news.ycombinator.com | 2023-09-26
Project mention: time-series-transformers-review: NEW Data - star count:1424.0 | /r/algoprojects | 2023-08-12
There were some developments using LLMs in the timeseries domain which caught my attention.
I toyed with the Chronos forecasting toolkit [1], and the results were predictably off by wild margins [2]
What really caught my eye though was the "feel" of the predicted timeseries -- this is the first time I've seen synthetic timeseries that look like the real thing. Stock charts have a certain quality to them, once you've been looking at them long enough, you can tell more often than not whether some unlabeled data is a stock price timeseries or not. It seems the chronos LLM was able to pick up on that "nature" of the price movement, and replicate it in its forecasts. Impressive!
1: https://github.com/amazon-science/chronos-forecasting
2: https://imgur.com/a/hTRQ38d
Project mention: Coding Wonderland: Contribute to YData Profiling and YData Synthetic in this Advent of Code | dev.to | 2023-12-05Send us your North ⭐️: "On the first day of Christmas, my true contributor gave to me..." a star in my GitHub tree! 🎵 If you love these projects too, star ydata-profiling or ydata-synthetic and let your friends know why you love it so much!
Project mention: Renumics/spotlight: Interactively explore unstructured datasets from dataframes | news.ycombinator.com | 2024-03-10
Project mention: Show HN: Pyroscope/Phlare drop-in compatible replacement with OLAP storage | news.ycombinator.com | 2024-02-20
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).
Timeseries related posts
- GreptimeDB: A fast and cost-effective alternative to InfluxDB
- Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
- Another distributed time-series database written in Rust
- Another distributed time-series database written in Rust
- time-series-transformers-review: NEW Data - star count:1424.0
- time-series-transformers-review: NEW Data - star count:1424.0
- arctic: NEW Data - star count:2988.0
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A note from our sponsor - WorkOS
workos.com | 26 Apr 2024
Index
What are some of the best open-source Timeseries projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | MindsDB | 21,223 |
| 2 | uPlot | 8,452 |
| 3 | tsai | 4,659 |
| 4 | gluonts | 4,277 |
| 5 | iotdb | 4,252 |
| 6 | greptimedb | 3,743 |
| 7 | mtail | 3,740 |
| 8 | neural_prophet | 3,635 |
| 9 | pytorch-forecasting | 3,590 |
| 10 | dygraphs | 3,142 |
| 11 | arctic | 3,028 |
| 12 | lindb | 2,817 |
| 13 | tslearn | 2,777 |
| 14 | griddb | 2,309 |
| 15 | time-series-transformers-review | 2,087 |
| 16 | KairosDB | 1,723 |
| 17 | chronos-forecasting | 1,589 |
| 18 | cnosdb | 1,580 |
| 19 | ydata-synthetic | 1,286 |
| 20 | Facette | 1,151 |
| 21 | spotlight | 1,010 |
| 22 | RedisTimeSeries | 977 |
| 23 | qryn | 943 |
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