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Unverified Commit 8ffc09cb authored by KevinHuSh's avatar KevinHuSh Committed by GitHub
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Support Xinference (#321)

### What problem does this PR solve?

Issue link:#299

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
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# 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 Ollama service is accessible, like, http://<your-ollama-endpoint-domain>:11434
- 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>
\ No newline at end of file
......@@ -161,9 +161,10 @@ class OllamaCV(Base):
except Exception as e:
return "**ERROR**: " + str(e), 0
class XinferenceCV(Base):
def __init__(self, key, model_name="", lang="Chinese", base_url=""):
self.client = OpenAI(api_key=key, base_url=base_url)
self.client = OpenAI(api_key="xxx", base_url=base_url)
self.model_name = model_name
self.lang = lang
......
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