Setup jina-embeddings-v5-text-nano Locally via Ollama 2 Full Method

Setup jina-embeddings-v5-text-nano Locally via Ollama 2 Full Method

The fastest method for installing this model locally is by using Docker.

Follow the step-by-step instructions below.

Next, execute the setup script or run docker-compose.

🧾 Hash-sum — 68f0330d4b953e96d568cc776a385bdc • 🗓 Updated on: 2026-06-21



  • CPU: AVX2/AVX-512 instruction set required for llama.cpp
  • RAM: required: 16 GB absolute minimum for small models
  • Storage: extra room for future model updates and datasets
  • Graphics: CUDA Compute Capability 8.0+ required for flash-attention

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:

Parameters 2 million
Size (MB) 7.8
Latency (ms) <5
Throughput (tokens/s) 2000
Supported Languages 30
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