| # Xinference | |
| <div align="center" style="margin-top:20px;margin-bottom:20px;"> | |
| <img src="https://github.com/infiniflow/ragflow/assets/12318111/2c5e86a7-807b-4d29-bd2b-f73fb1018866" width="130"/> | |
| </div> | |
| Xorbits Inference([Xinference](https://github.com/xorbitsai/inference)) empowers you to unleash the full potential of cutting-edge AI models. | |
| ## Install | |
| - [pip install "xinference[all]"](https://inference.readthedocs.io/en/latest/getting_started/installation.html) | |
| - [Docker](https://inference.readthedocs.io/en/latest/getting_started/using_docker_image.html) | |
| To start a local instance of Xinference, run the following command: | |
| ```bash | |
| $ xinference-local --host 0.0.0.0 --port 9997 | |
| ``` | |
| ## Launch Xinference | |
| Decide which LLM you want to deploy ([here's a list for supported LLM](https://inference.readthedocs.io/en/latest/models/builtin/)), say, **mistral**. | |
| Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above: | |
| ```bash | |
| $ xinference launch -u mistral --model-name mistral-v0.1 --size-in-billions 7 --model-format pytorch --quantization ${quantization} | |
| ``` | |
| ## Use Xinference in RAGFlow | |
| - Go to 'Settings > Model Providers > Models to be added > Xinference'. | |
| <div align="center" style="margin-top:20px;margin-bottom:20px;"> | |
| <img src="https://github.com/infiniflow/ragflow/assets/12318111/bcbf4d7a-ade6-44c7-ad5f-0a92c8a73789" width="1300"/> | |
| </div> | |
| > Base URL: Enter the base URL where the Xinference service is accessible, like, `http://<your-xinference-endpoint-domain>:9997/v1`. | |
| - Use Xinference Models. | |
| <div align="center" style="margin-top:20px;margin-bottom:20px;"> | |
| <img src="https://github.com/infiniflow/ragflow/assets/12318111/b01fcb6f-47c9-4777-82e0-f1e947ed615a" width="530"/> | |
| </div> | |
| <div align="center" style="margin-top:20px;margin-bottom:20px;"> | |
| <img src="https://github.com/infiniflow/ragflow/assets/12318111/1763dcd1-044f-438d-badd-9729f5b3a144" width="530"/> | |
| </div> |