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Fix typo
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README.md

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@@ -46,7 +46,7 @@ The following is a non-exhaustive list of models which have been tested with thi
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- [Mistral 7B Instruct v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)
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<!-- - [AWQ Quantized Mixtral 8x7B Instruct v0.1](https://huggingface.co/TheBloke/Mixtral-8x7B-Instruct-v0.1-AWQ) (Not producing output properly) -->
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Due to the combination of [components](##Components) used in this app, some HuggingFace models may not work as expected (usually due to the way in which LangChain formats the prompt messages). Any errors when using new model will appear in the pod logs for either the web-app deployment the backend API deployment.
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Due to the combination of [components](##Components) used in this app, some HuggingFace models may not work as expected (usually due to the way in which LangChain formats the prompt messages). Any errors when using new model will appear in the pod logs for either the web-app deployment or the backend API deployment.
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## Components
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- A frontend web-app built using [Gradio](https://www.gradio.app) and [LangChain](https://www.langchain.com). The web app source code can be found in `chart/web-app` and gets written to a ConfigMap during the chart build and is then mounted into the UI pod and executed as the entry point for the UI docker image (built from `images/ui-base/Dockerfile`).
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- A [stakater/Reloader](https://github.com/stakater/Reloader) instance which monitors the web-app ConfigMap for changes and restarts the frontend when the app code changes (i.e. whenever the Helm values are updated).
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- A [stakater/Reloader](https://github.com/stakater/Reloader) instance which monitors the web-app ConfigMap for changes and restarts the frontend when the app code changes (i.e. whenever the Helm values are updated).

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