ai4db
There are 3 repositories under ai4db topic.
alibaba / pilotscope
PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.
Language:Python 154Wind-Gone / awesome-ai4db-paper
Paper related to AI4DB techniques
SJTU-DMTai / awesome-ml-data-quality-papers
Papers about training data quality management for ML models.
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- einsteindb-prod
whtcorpsinc / einsteindb-prod
EinsteinDB is a Hybrid memory system consisting of DRAM and Non-Volatile Memory configured to persist data fast.
Language:Rust 5 - Language:Jupyter Notebook 5
Current STAT Learning-based Cardinality Estimation Code Base
Language:C 4ZhengtongYan / 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.
Language:Python 1- Language:Python 1
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Join ordering optimization using Deep Reinforcement Learning
Language:TSQL 1Graph Embedding for Query Performance Prediction (PVLDB Paper Code)
Language:Jupyter Notebook 1- Language:Python
Codes for building an AI-native database
Language:Scala- Language:Python
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A customized and efficient database tuning system [VLDB'22]
Language:PythonPaper repository for "Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems" (VLDB 2022)
Language:Python- Language:Python
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learned cardinalities for databases
Language:Jupyter Notebook- Language:Jupyter Notebook
Pytorch implementation of LEON: A New Framework for ML-Aided Query Optimization.
Language:Python- Language:Jupyter Notebook
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PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.
Language:Python- Language:Jupyter Notebook
Paper repository for "SWIRL: Selection of Workload-aware Indexes using Reinforcement Learning" (EDBT 2022)
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analyzing workloads
Language:Jupyter Notebook