Run jina-embeddings-v5-text-nano on AMD/Nvidia GPU Full Method

The fastest way to get this model running locally is via Docker.

Please follow the instructions listed below to get started.

The client handles the setup, pulling gigabytes of data automatically.

To guarantee smooth performance, the installation process auto-selects the best possible options for your PC.

🔐 Hash sum: 2200e2ea5e2b8959b882f974b063cc6d | 📅 Last update: 2026-06-27 Verify Processor: high single-core performance needed for token latency RAM: required: 16 GB absolute minimum for small models Disk Space:70 GB free space for full FP16 weights storage GPU: modern architecture (Ada Lovelace / Ampere minimum)

The jina-embeddings-v5-text-nano model delivers compact yet high‑quality text embeddings optimized for edge devices. With only 2 million parameters, it achieves competitive performance on semantic similarity tasks while maintaining a small memory footprint. Its inference latency is under 5 ms on typical CPUs, making it ideal for real‑time applications that require fast processing. The model supports multiple languages and preserves contextual nuances better than earlier nano‑sized alternatives. Key metrics are summarized in the following table:

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