---
base_model: jinaai/jina-embeddings-v3
model_creator: jinaai
quantized_by: Second State Inc.
---

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# jina-embeddings-v3-Embedding-GGUF

## Original Model

[jinaai/jina-embeddings-v3](https://huggingface.co/jinaai/jina-embeddings-v3)

## Run with LlamaEdge

- LlamaEdge version: coming soon

<!-- - LlamaEdge version: [v0.14.17](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.14.17) -->

- Prompt template

  - Prompt type: `embedding`

- Embedding size: `32, 64, 128, 256, 512, 768, 1024`

- Run as LlamaEdge service

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:jina-embeddings-v3-f16.gguf \
    llama-api-server.wasm \
    --prompt-template embedding \
    --ctx-size 768 \
    --model-name jina-embeddings-v3
  ```
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## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [jina-embeddings-v3-Q2_K.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q2_K.gguf)     | Q2_K   | 2 | 60.8 MB| smallest, significant quality loss - not recommended for most purposes |
| [jina-embeddings-v3-Q3_K_L.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q3_K_L.gguf) | Q3_K_L | 3 | 80.6 MB| small, substantial quality loss |
| [jina-embeddings-v3-Q3_K_M.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q3_K_M.gguf) | Q3_K_M | 3 | 76.2 MB| very small, high quality loss |
| [jina-embeddings-v3-Q3_K_S.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q3_K_S.gguf) | Q3_K_S | 3 | 68.7 MB| very small, high quality loss |
| [jina-embeddings-v3-Q4_0.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q4_0.gguf)     | Q4_0   | 4 | 83.7 MB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [jina-embeddings-v3-Q4_K_M.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q4_K_M.gguf) | Q4_K_M | 4 | 90.0 MB| medium, balanced quality - recommended |
| [jina-embeddings-v3-Q4_K_S.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q4_K_S.gguf) | Q4_K_S | 4 | 84.0 MB| small, greater quality loss |
| [jina-embeddings-v3-Q5_0.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q5_0.gguf)     | Q5_0   | 5 | 97.9 MB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [jina-embeddings-v3-Q5_K_M.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q5_K_M.gguf) | Q5_K_M | 5 | 103 MB| large, very low quality loss - recommended |
| [jina-embeddings-v3-Q5_K_S.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q5_K_S.gguf) | Q5_K_S | 5 | 97.9 MB| large, low quality loss - recommended |
| [jina-embeddings-v3-Q6_K.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q6_K.gguf)     | Q6_K   | 6 | 113 MB| very large, extremely low quality loss |
| [jina-embeddings-v3-Q8_0.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-Q8_0.gguf)     | Q8_0   | 8 | 146 MB| very large, extremely low quality loss - not recommended |
| [jina-embeddings-v3-f16.gguf](https://huggingface.co/second-state/jina-embeddings-v3-Embedding-GGUF/blob/main/jina-embeddings-v3-f16.gguf)       | f16   | 16 | 274 MB| very large, extremely low quality loss - not recommended |
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*Quantized with llama.cpp b6311*