faiss-gpu-optimization

What problem does it solve?

FAISS-GPU acceleration enables ultra-fast vector search on NVIDIA GPUs for billion-scale datasets, dramatically reducing latency for large-scale similarity search workloads.

Core Features & Use Cases

• GPU-accelerated FAISS vector search with IVF-PQ indexing for massive datasets
• Support for multi-GPU deployment and production search pipelines
• Memory-aware indexing and batch processing to maximize throughput
• Production-ready search engine integration with batch and streaming queries

Quick Start

Query a trained FAISS-GPU index with a batch of embeddings to retrieve the top-k most similar items.