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HKUSTDial /NL2SQL_Handbook

This is a continuously updated handbook for readers to easily track the latest NL2SQL (Text-to-SQL) techniques in the literature and provide practical guidance for researchers and practitioners. If we missed any interesting work, feel free to contact us.

nlp awesome tutorial survey nlp-resources finetuning text-to-sql nl2sql databa text2sql ai4db text-to-code llms nl-to-code

UpdatedMar 18, 2025
Python

alibaba /pilotscope

PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.

middleware database spark postgresql cardinality-estimation query-optimizer ai4db knob-tuning index-recommendation

UpdatedOct 12, 2024
Python

Wind-Gone /awesome-olap-paper

Paper related to OLAP techniques

database paper olap ecnu-dase ai4db

UpdatedMar 7, 2025

Wind-Gone /awesome-ai4db-paper

Paper related to AI4DB techniques

database paper index cardinality-estimation ai4db

UpdatedMar 19, 2025

SJTU-DMTai /awesome-ml-data-quality-papers

Papers about training data quality management for ML models.

machine-learning data-management data-quality data-profiling data-debugging data-valuation data-centric-ai ai4db db4ai

UpdatedFeb 18, 2025

einsteindb-prod

whtcorpsinc /einsteindb-prod

EinsteinDB is a Hybrid memory system consisting of DRAM and Non-Volatile Memory configured to persist data fast.

rocksdb database sqlite sqlite-database mariadb hash join rdma tidb nosql-database lsh-forest simd-parallelism hash-trees key-value-store ai4db

UpdatedNov 7, 2021
Rust

Wind-Gone /ai4db-datasets

Datasets Used in AI4DB Research Work

database cardinality-estimation ai4db queryoptimization

UpdatedMar 11, 2025

Wind-Gone /VLDBSS2022-ECNU-DaSE

2022 VLDB Summer School

python vldb ai4db vldbss

UpdatedDec 14, 2022
Python

ZhengtongYan /Learning-based-cost-estimator

learned-database cost-estimation learned-database-components ai4db

UpdatedApr 7, 2022
Jupyter Notebook

Wind-Gone /STAT-Ai4CardinalityEstimation-CodeBase

Current STAT Learning-based Cardinality Estimation Code Base

database cardinality-estimation ai4db

UpdatedNov 16, 2023
C

ZhengtongYan /workload-performance

Graph Embedding for Query Performance Prediction (PVLDB Paper Code)

reproducible-research reproducibility graph-embedding query-performance-prediction ai4db

UpdatedMay 18, 2022
Jupyter Notebook

ZhengtongYan /balsa

Balsa is a learned SQL query optimizer. It tailor optimizes your SQL queries to find the best execution plans for your hardware and engine.

reinforcement-learning postgresql learned-database ai4db learned-optimizer

UpdatedFeb 3, 2023
Python

ZhengtongYan /ReJOIN-antonismand

Join ordering optimization using Deep Reinforcement Learning

reinforcement-learning reproducible-research join reproducibility ai4db

UpdatedFeb 25, 2021
TSQL

ZhengtongYan /QPPNet

reproducible-research dnn reproducibility query-performance-prediction ai4db tree-structure-dnn

UpdatedApr 30, 2024
Python

ZhengtongYan /CDBTune

reinforcement-learning reproducible-research reproducibility parameter-tuning database-tuning ai4db

UpdatedJun 13, 2020
Python

ZhengtongYan /skinnerdb

reinforcement-learning ai4db

UpdatedJul 20, 2023
Java

ZhengtongYan /pilotscope

PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.

reproducibility ai4db pvldb

UpdatedJul 9, 2024
Python

ZhengtongYan /DBTune

A customized and efficient database tuning system [VLDB'22]

reproducibility vldb database-tuning knobs-tuning ai4db

UpdatedJul 3, 2023
Python

ZhengtongYan /learned-cardinalities

learned cardinalities for databases

reproducibility cardinality-estimation ai4db

UpdatedApr 12, 2023
Jupyter Notebook

ZhengtongYan /vldbss2022

tidb ai4db vldb-summer-school

UpdatedAug 22, 2023
Python

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