NVIDIA Brev# Introduction Overview Welcome to NVIDIA Brev Why should I use NVIDIA Brev? Quick Start Let’s create our first Brev instance 1. Create an account 2. Create your first instance 3. Connect to your instance and start coding That’s it 🎉 Reference Brev CLI Installation Instructions Instance Commands refresh Syntax Description Example list Syntax Description Example start Syntax Description Example stop Syntax Description port-forward Syntax Description Example Interactively port forward a workspace: delete Syntax Description Example Organization Commands set Syntax Description Example login Syntax Description Example logout Syntax Description Example ssh-key Web Console Quick Start Navigation Instances Create a new instance Instance Deployment Exposing ports Notebooks Deploy a Notebook People Invite a new member Billing Debugging Reset Brev Issues with Custom Container / Docker Compose Builds Issues with permission denied while trying to connect to the Docker daemon socket See all the startup logs Adding Data to Your Instance What is SCP? Using SCP With Brev Prerequisites Running the command Container SCP Caveats Using Brev for AI & ML Using Custom Containers? Let’s add a custom container when spinning up a new Brev instance! 1. Create a new instance with + New button on the console 2. Click on Container or Docker Compose Mode 3. If you select Container Mode, you’ll see the following options: 4. Choose your GPU type now! Creating Launchables on Brev Getting Started Let’s create our first Brev Launchable! 1. Create an account 2. Create your first Launchable 3. Share your Launchable That’s it 🎉 Leveraging Metrics Leveraging Metrics from Launchables 1. Create a Launchable and share it with others 2. View your Launchables and metrics NVIDIA on Brev Deploying NIMs on Brev Launch a NIM on Brev! First off, a short background on NVIDIA NIMs 1. Create an account 2. Launch an instance 3. Connect to and setup your instance 4. Time to deploy your first NIM! We’ll be using the llama3-8b-instruct model. You should be able to follow these instructions to deploy any other NVIDIA NIM. How to use Llama 3 NIM EA Let’s launch NVIDIA’s Llama3 NIM on Brev. This is still in early access! 1. Create an account 2. Redeem your credits 3. Launch an instance 4. Connect to your instance 5. Time to deploy your first NIM! Ollama on Brev Fine-tunes LLMs from Brev to Ollama Convert a model to GGUF format! You can take the code below and run it in a Jupyter notebook. Let’s create the Ollama modelfile! Let’s run the model on Ollama!