Joiner is a research project for sql join order tuning using reinforcement learning algorithm.
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Nov 17, 2018 - Python
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query-optimization
Here are 42 public repositories matching this topic...
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
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
Why did i do this?
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Jul 2, 2021 - Python
Simpli-Squared is a statistics-free join ordering algorithm Without Cardinality Estimates.
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Sep 8, 2021 - Python
Olympics Dashboard is a database management project which aims at providing a platform about how the Olympics has evolved over time, participation, and performance rate based on gender, different countries, different sport and sports events. A lot of data is generated and collected each year at the Olympics which calls for a method to bring out …
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Dec 24, 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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Jun 13, 2022 - Python
Optimizing Federated Queries Based on the Physical Design of a Data Lake
data-lake query-optimization federated-query-processing database-physical-design optimizing-federated-queries
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Jun 28, 2022 - Python
Pytorch implementation of LEON: A New Framework for ML-Aided Query Optimization.
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Jan 5, 2023 - Python
Asynchronous execution of parallely executing SQL query
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Feb 16, 2023 - Python
An extremely minimal DB that can be used for educational purposes and rapid prototyping - Fork created by P20074,P20199,P20220
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Mar 15, 2023 - Python
This repository contains a Python application that uses the Langchain library to optimize database queries.
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Jun 1, 2023 - Python
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Jun 5, 2023 - 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
Code on paper: Eraser: Eliminating Performance Regression on Learned Query Optimizer
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Nov 10, 2023 - Python
Saturn accelerates the training of large-scale deep learning models with a novel joint optimization approach.
training distributed-systems ai deep-learning gpu pytorch llama gpu-computing gpt query-optimization distributed-training mlops ai-systems joint-optimization large-model large-language-models systems-for-machine-learning llmops llama2
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Nov 22, 2023 - Python
Practical Web DataBase Design Book
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Dec 5, 2023 - Python
Scalable Join Cardinality Estimaitor
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Jan 22, 2024 - Python
Spanning Tree-based Query Plan Enumeration
sql database databases query-engine query-optimization databasemanager query-optimizer query-plan query-planning
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Mar 2, 2024 - Python
A lightweight RL environment for query optimization.
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Aug 22, 2024 - Python
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