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2018-dqn-indexer

Code used for the Arvix report: The Case for Automatic Database Administration using Deep Reinforcement Learning

aidb

ai4db and db4ai work

apue.3e

Advanced Programming in the UNIX® Environment, Third Edition

autonomous-learning-library

A PyTorch library for building deep reinforcement learning agents.

awesome-fm4co

Recent research papers about Foundation Models for Combinatorial Optimization

bestconf

A tool automatically improving the performance of large-scale systems by finding better configuration settings

bpf-perf-tools-book

Official repository for the BPF Performance Tools book

cidr-cost-model

Code to reproduce the paper "DBMS Fitting: Why should we learn what we already know?"

clifs

Contrastive Language-Image Forensic Search allows free text searching through videos using OpenAI's machine learning model CLIP

codexdb

CodexDB generates code for SQL query processing via OpenAI's GPT-3 Codex model.

datacorrelationpredictionwithnlp

This project aims at predicting correlated column pairs in data tables by analyzing column names via large language models.

db-embedding-tools

blah

db-gpt

dbabandits

We propose a self-driving approach to online index selection that eschews the DBA and query optimiser, and instead learns the benefits of viable structures through strategic exploration and direct performance observation.

dbaugur

The source codes for ICDE 2023

dbbert

DB-BERT is a database tuning tools that exploits natural language text as additional input. It extracts recommendations for database parameter settings from tuning-related text via natural language analysis. It optimizes parameter settings for a given workload and performance metric using reinforcement learning.

dbpa

A Benchmark for Transactional Database Performance Anomalies

deepdb-public

Implementation of DeepDB: Learn from Data, not from Queries!

drl-and-graph-neural-network-for-routing-problems

This is the official code for the published paper 'Solve routing problems with a residual edge-graph attention neural network'

dumpy

Dumpy: A Compact and Adaptive Index for Large Data Series Collections (SIGMOD'23)

eosphorosai-db-gpt

AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents

factorjoin

A new cardinality estimation scheme for join query estimation

febench

A Benchmark for Real-Time Relational Data Feature Extraction (VLDB'23 Best Industry Paper Runnerup)

gpt-researcher

GPT based autonomous agent that does online comprehensive research on any given topic

grep

Automatic Database Partition using Graph Embedding

hmab

HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning

index_eab

index_selection_with_learned_estimator

knob-tuning-survey

learned-index-benefits