Deploying Qwen Embeddings on Hugging Face Inference Endpoints

NielsRogge · x · 2026-07-31

A developer shared their experience using Hugging Face Inference Endpoints for model deployment. By leveraging the service with vLLM or SGLang on on-demand GPUs, they easily deployed a Qwen embedding 0.6B model on an L4 GPU, utilizing the scale-to-zero feature for cost efficiency.

This setup currently powers the search and related paper recommendation features on their website. Hugging Face Inference Endpoints acts as a managed service designed to eliminate infrastructure setup complexities, enabling fast, production-ready deployments.

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