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Top 5 temporal-data Open-Source Projects
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pytorch_geometric_temporal
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
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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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sirix
SirixDB is an an embeddable, bitemporal, append-only database system and event store, storing immutable lightweight snapshots. It keeps the full history of each resource. Every commit stores a space-efficient snapshot through structural sharing. It is log-structured and never overwrites data. SirixDB uses a novel page-level versioning approach.
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temporian
Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
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SaaSHub
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Project mention: awesome-TS-anomaly-detection: NEW Data - star count:2694.0 | /r/algoprojects | 2023-11-21
We're using a similar trie structure as the main document (node) index in SirixDB[1]. Lately, I got some inspiration for different page-sizes based on the ART and HAMT basically for the rightmost inner pages (as the node-IDs are generated by a simple sequence generator and thus also all inner pages (we call them IndirectPage) except for the rightmost are fully occupied (the tree height is adapted dynamically depending on the size of the stored data. Currently, always 1024 references are stored to indirect child pages, but I'll experiment with smaller sized, as the inner nodes are simply copied for each new revision, whereas the leaf pages storing the actual data are versioned themselfes with a novel sliding snapshot algorithm.
You can simply compute from a unique nodeId each data is assigned (64bit) the page and reference to traverse on each level in the trie through some bit shifting.
[1] https://github.com/sirixdb/sirix
Project mention: Temporian: Google's Python package for time series preprocessing | news.ycombinator.com | 2024-02-13
temporal-data related posts
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Temporian: Google's Python package for time series preprocessing
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Show HN: Integer Map Data Structure
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Endatabas: A SQLite-inspired, SQL document database with full history
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temporian: NEW Data - star count:283.0
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temporian: NEW Data - star count:283.0
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temporian: NEW Data - star count:283.0
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temporian: NEW Data - star count:283.0
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A note from our sponsor - SaaSHub
www.saashub.com | 3 May 2024
Index
What are some of the best open-source temporal-data projects? This list will help you:
Project | Stars | |
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1 | awesome-TS-anomaly-detection | 2,811 |
2 | pytorch_geometric_temporal | 2,491 |
3 | sirix | 1,085 |
4 | temporian | 624 |
5 | spring-data-jpa-temporal | 2 |
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