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multimodal data processing

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Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 29, 2026 · Big Data

Billion-Scale Vector Search in Seconds with EMR Serverless Ray + Lance

Benchmark tests show EMR Serverless Ray combined with Lance achieves sub-second vector retrieval on billion-scale autonomous driving datasets (768-dim, L2, top-20k), with P50 latency of 1.23s for pure vector search and 3.95s for multi-filter queries, enabling integrated multimodal Python workflows for embedding generation, reranking, and sample mining.

EMR Serverless RayLanceRay
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Billion-Scale Vector Search in Seconds with EMR Serverless Ray + Lance