How-toUpdated 2026-06-28 · 17 min read · by RTXsparks Lab
Building a Local RAG Pipeline on RTX Spark
Build a private, high-throughput RAG pipeline on RTX Spark using bge-m3 embeddings, Qdrant, and Llama-3.1-70B. End-to-end with benchmarks.
Stack
Qdrant + bge-m3 + vLLM.
Frequently asked questions
Which reranker?
bge-reranker-v2-m3; adds 40ms but +12% recall@10.