Balsa is a learned SQL query optimizer. It tailor optimizes your SQL queries to find the best execution plans for your hardware and engine.
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Feb 3, 2023 - Python
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learned-database
Here are 13 public repositories matching this topic...
A new CardEst Benchmark to Bridge Algorithm and System
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Jun 2, 2022 - Python
Cardinality Estimation Benchmark
experiment
benchmarking
learned-database
reproducibility
cardinality-estimation
learned-database-components
papercode
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Nov 29, 2023 - Python
CardinalityEstimationTestbed
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Nov 13, 2021 - Python
An implementation of the SIGMOD23 paper: Detect, Distill and Update: Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data
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Sep 6, 2023 - Python
An implementation of the SIGMOD24 paper: Machine Unlearning in Learned DBs: An Experimental Analysis
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Nov 21, 2023 - Python
Code for variable skipping ICML 2020 paper
pattern-matching
learned-database
cardinality-estimation
density-estimation
autoregressive-neural-networks
self-supervised-learning
deep-generative-model
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Jul 14, 2020 - Python
A pytorch implementation for FACE: A Normalizing Flow based Cardinality Estimator
learned-database
query-optimization
unsupervised-learning
cardinality-estimation
density-estimation
normalizing-flow
deep-generative-model
learned-database-components
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Oct 5, 2023 - Python
State-of-the-art neural cardinality estimators for join queries
transformers
learned-database
query-optimization
cardinality-estimation
probabilistic-models
data-sampling
self-supervised-learning
deep-generative-model
ml-for-systems
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Oct 6, 2020 - Python
Implementation of DeepDB: Learn from Data, not from Queries!
machine-learning
learned-database
cardinality-estimation
sum-product-networks
approximate-query-processing
learned-database-components
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Dec 8, 2022 - Python
Neural Relation Understanding: neural cardinality estimators for tabular data
transformers
generative-model
learned-database
query-optimization
unsupervised-learning
cardinality-estimation
density-estimation
autoregressive-neural-networks
self-supervised-learning
deep-generative-model
learned-database-components
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Jun 7, 2021 - Python
Balsa is a learned SQL query optimizer. It tailor optimizes your SQL queries to find the best execution plans for your hardware and engine.
postgresql
deep-reinforcement-learning
databases
learned-database
query-optimization
learned-query-optimization
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Updated
Jun 13, 2022 - Python
Implementation of BTree part for paper 'The Case for Learned Index Structures'
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Dec 20, 2018 - Python
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