tiannuo-yang/VDTuner
[ICDE 2024] VDTuner - Automated Performance Tuning for Vector Data Management Systems (Vector Databases)
Employs Bayesian optimization with BoTorch to automatically tune both index parameters (nlist, nprobe, M, ef) and system knobs (segment sizes, handoff policies) across Milvus vector database configurations. Integrates with vector-db-benchmark for workload replay and performance measurement, iteratively sampling configurations to optimize latency-recall trade-offs without manual intervention.
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35
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Language
Python
License
MIT
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Last pushed
Apr 21, 2024
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