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A comprehensive, multiprocessing-isolated benchmark for evaluating vector database performance and quality. Measures insertion speed, search latency (diverse, sequential, filtered, and bulk), recall accuracy, and memory usage across standard (ChromaDB, LanceDB, Qdrant, FAISS, USearch) and custom engine implementations.