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minor grammar fixes to GPU tutorial
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docs/tutorials/deploy-with-gpu.mdx

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# Deploy a GPU-Powered Application to AWS
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This tutorial guides you to create and deploy a GPU-powered application on AWS using Defang and Mistral. We will walk you through the whole deployment process based on this [Deploying Mistral with vLLM](https://github.com/DefangLabs/samples/tree/main/samples/vllm) sample.
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This tutorial guides you to create and deploy a GPU-powered application on AWS using Defang and Mistral. We will walk you through the whole deployment process based on the [Mistral & vLLM](https://github.com/DefangLabs/samples/tree/main/samples/vllm) sample.
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:::info
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Note that GPU deployments are not permitted on the Defang Playground. You must [upgrade to a paid account](https://defang.io/pricing/) and [deploy to your own cloud account](https://docs.defang.io/docs/tutorials/deploy-to-your-cloud).
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### HuggingFace Token
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This sample requires a HugoingFace token to download the model. You can get a token by signing up at [HuggingFace](https://huggingface.co/join) and then going to [your settings](https://huggingface.co/settings/tokens) to get your token.
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This sample requires a HuggingFace token to download the model. You can get a token by signing up at [HuggingFace](https://huggingface.co/join) and then going to [your settings](https://huggingface.co/settings/tokens) to get your token.
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## Step 1 - Clone the sample project
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You'll need to clone [this sample](https://github.com/DefangLabs/samples/tree/main/samples/vllm) to go through this tutorial.
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You'll need to clone the [Mistral & vLLM](https://github.com/DefangLabs/samples/tree/main/samples/vllm) sample to go through this tutorial.
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## Step 2 - Check your [Defang BYOC](../concepts/defang-byoc.md) settings
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**Let's break it down.**
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We start with the latest vLLM docker image provided by [Mistral AI](https://docs.mistral.ai/self-deployment/vllm/).
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We start with the latest vLLM Docker image provided by [Mistral AI](https://docs.mistral.ai/self-deployment/vllm/).
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```yaml
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mistral:

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