Run jina-embeddings-v5-text-nano For Low VRAM (6GB/8GB) Offline Setup

For the fastest local setup of this model, Docker is the best choice.

Follow the step-by-step instructions below.

1-click setup: the app automatically fetches the large weight files.

The smart installation system will instantly find the perfect configuration for your specific hardware.

📡 Hash Check: 0a9cdf8282a8d4eaa0a109dc84eeec15 | 📅 Last Update: 2026-06-26



  • Processor: 6-core 3.5 GHz minimum required
  • RAM: fast 5600MHz+ required to avoid memory bottlenecks
  • Disk Space: 80 GB NVMe SSD required for fast model weights loading
  • Graphic Processor: RTX 3060 or RX 6600 for minimum 8B VRAM offloading

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:

Parameters2 million
Size (MB)7.8
Latency (ms)<5
Throughput (tokens/s)2000
Supported Languages30
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