RadixSpline
PGM-index
RadixSpline | PGM-index | |
---|---|---|
3 | 6 | |
121 | 758 | |
2.5% | - | |
0.0 | 6.2 | |
about 1 year ago | 12 days ago | |
C++ | C++ | |
MIT License | Apache License 2.0 |
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RadixSpline
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Self-indexing RDBMS? Could AI help?
RadixSpline
- RadixSpline: A Single-Pass Learned Index
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PGM Indexes: Learned indexes that match B-tree performance with 83x less space
We index geospatial data using a learned index in this work (cf. Section 3): http://cidrdb.org/cidr2021/papers/cidr2021_paper19.pdf
Code: https://github.com/learnedsystems/RadixSpline
PGM-index
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Self-indexing RDBMS? Could AI help?
PGM Index
- Piecewise Geometric Model Index
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Manticore Search 5
Manticore Columnar Library uses Piecewise Geometric Model index, which exploits a learned mapping between the indexed keys and their location in memory. The succinctness of this mapping, coupled with a peculiar recursive construction algorithm, makes the PGM-index a data structure that dominates traditional indexes by orders of magnitude in space while still offering the best query and update time performance.
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PGM Indexes: Learned indexes that match B-tree performance with 83x less space
Yep, I'm working on a multidimensional version that I hope to upload to the main repo (https://github.com/gvinciguerra/PGM-index) in a few weeks.
What are some alternatives?
rmi - A learned index structure
ALEX - A library for building an in-memory, Adaptive Learned indEX
SOSD - A Benchmark for Learned Indexes
manticoresearch - Easy to use open source fast database for search | Good alternative to Elasticsearch now | Drop-in replacement for E in the ELK soon
la_vector - 🔶 Compressed bitvector/container supporting efficient random access and rank queries
robin-map - C++ implementation of a fast hash map and hash set using robin hood hashing
LearnedSecondaryIndex - A read-optimized learned index for unsorted data
sdsl-lite - Succinct Data Structure Library 3.0
bolt - 10x faster matrix and vector operations
Huffman-Coding - A C++ compression program based on Huffman's lossless compression algorithm and decoder.