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+## about xinference
+xinference is a unified inference platform that provides a unified interface for different inference engines. It supports LLM, text generation, image generation, and more.but it's not bigger than swift too much.
+
+## xinference install
+```shell
+pip install "xinference[all]"
+```
+
+## quick start
+1. start xinference
+```shell
+xinference
+```
+2. start the web ui.
+3. Search for "MiniCPM-Llama3-V-2_5" in the search box.
+[alt text](../assets/xinferenc_demo_image/xinference_search_box.png)
+4. find and click the MiniCPM-Llama3-V-2_5 button.
+5. follow the config and launch the model.
+```plaintext
+Model engine : Transformers
+model format : pytorch
+Model size   : 8
+quantization : none
+N-GPU        : auto
+Replica      : 1
+```
+6. after first click the launch button,xinference will download the model from huggingface. we should click the webui button.
+![alt text](../assets/xinferenc_demo_image/xinference_webui_button.png)
+7. upload the image and chatting with the MiniCPM-Llama3-V-2_5
+
+## local MiniCPM-Llama3-V-2_5 launch
+1. start xinference
+```shell
+xinference
+```
+2. start the web ui.
+3. To register a new model, follow these steps: the settings highlighted in red are fixed and cannot be changed, whereas others are customizable according to your needs. Complete the process by clicking the 'Register Model' button.
+![alt text](../assets/xinferenc_demo_image/xinference_register_model1.png)
+![alt text](../assets/xinferenc_demo_image/xinference_register_model2.png)
+4. After completing the model registration, proceed to 'Custom Models' and locate the model you just registered.
+5. follow the config and launch the model.
+```plaintext
+Model engine : Transformers
+model format : pytorch
+Model size   : 8
+quantization : none
+N-GPU        : auto
+Replica      : 1
+```
+6. after first click the launch button,xinference will download the model from huggingface. we should click the chat button.
+![alt text](../assets/xinferenc_demo_image/xinference_webui_button.png)
+7. upload the image and chatting with the MiniCPM-Llama3-V-2_5
+
+## FAQ
+1. Why can't the sixth step open the WebUI?
+maybe your firewall or mac os to prevent the web to open.
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