diff --git a/articles/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona.md b/articles/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona.md new file mode 100644 index 00000000..d0554c4a --- /dev/null +++ b/articles/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona.md @@ -0,0 +1,140 @@ +--- +title: "Using Phi-3 and .NET Development in Daytona" +description: "Learn how to configure and run Phi-3 Labs samples in a Daytona environment using .NET and devcontainer.json." +date: 2024-08-28 +author: "Dheeraj Singh" +tags: ["Phi-3 Labs", "Daytona", ".NET", "AI Development", "devcontainer"] +--- + + +# Using Phi-3 and .NET Development in Daytonas + +## Introduction + +With the release of Phi-3.5, the Phi-3 Labs project has introduced advanced features and enhancements for AI and machine learning applications. The Phi-3.5 update brings significant improvements over its predecessors, offering enhanced capabilities for researchers and developers working with language models. + +Daytona, a cloud-based development environment, provides a powerful platform for managing dependencies and configurations, making it ideal for developing, testing, and deploying AI models. This guide will walk you through setting up Phi-3.5 Labs samples in Daytona using a .NET configuration via `devcontainer.json`, streamlining your development process and enhancing collaboration. + +### TL;DR + +- **Set up Daytona with .NET**: Learn how to configure a .NET environment using `devcontainer.json`. +- **Integrate Phi-3.5 Labs**: Incorporate the latest Phi-3.5 models into your development workflow. +- **Run and Test Samples**: Execute and test Phi-3.5 Labs samples within Daytona. +- **Best Practices**: Discover tips for optimizing AI development in cloud environments. + +## Setting Up Daytona with .NET Using devcontainer.json + +To integrate Phi-3.5 Labs into your Daytona environment, start by setting up a .NET environment using `devcontainer.json`. Follow these steps: + +### Creating devcontainer.json + +1. **Create the `devcontainer.json` File**: In your project root, create a `.devcontainer` directory if it doesn’t already exist, and add a `devcontainer.json` file. + +2. **Configure the Environment**: Populate your `devcontainer.json` with the following configuration: + + ```json + { + "version": "2", + "name": "Daytona .NET Environment", + "dockerFile": "Dockerfile", + "extensions": [ + "ms-dotnettools.csharp", + "ms-vscode.vscode-node-azure-pack" + ], + "settings": { + "terminal.integrated.shell.linux": "/bin/bash" + }, + "postCreateCommand": "dotnet restore" + } + ``` + +3. **Create Dockerfile**: Define the base image and install necessary dependencies: + + ```dockerfile + FROM mcr.microsoft.com/dotnet/aspnet:7.0 + WORKDIR /app + COPY . . + RUN dotnet restore + ``` + +### Diagram for `devcontainer.json` Configuration +This diagram illustrates the different parts of the devcontainer.json configuration file. + +![Sample devcontainer.json Configuration](assets/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona_IMG_01.png) + +## Configuring the Environment for Phi-3.5 Labs + +With the .NET environment in place, you need to configure it for Phi-3.5 Labs. + +1. **Install Dependencies**: Add any required dependencies to your `Dockerfile` or install them manually in the Daytona container. + + ```dockerfile + RUN apt-get update && apt-get install -y \ + libfoo-dev \ + libbar-dev + ``` + +2. **Download Phi-3.5 Models**: Use a script to download and set up Phi-3.5 models. Create a `setup.sh` script: + + ```bash + #!/bin/bash + mkdir -p /models/phi-3 + wget -O /models/phi-3/phi-3.5-model.bin https://example.com/phi-3.5-model.bin + ``` + + Add this script to your `postCreateCommand` in `devcontainer.json`: + + ```json + "postCreateCommand": "./setup.sh" + ``` + +### Diagram for Phi-3 Labs Integration +This diagram shows how to integrate Phi-3 Labs models within your development environment. + +![Phi-3.5 Labs Integration Diagram](assets/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona_IMG_02.png) + +## Running and Testing Phi-3.5 Labs Samples + +To run and test Phi-3.5 Labs samples: + +1. **Execute the Sample Project**: Navigate to your project directory and run the sample project: + + ```bash + dotnet run --project Samples/Phi3Sample.csproj + ``` + +2. **Verify Execution**: Ensure that the samples run correctly and test various functionalities. + +### Code Example + +```csharp +// Phi3Sample.cs +using System; + +class Program +{ + static void Main() + { + Console.WriteLine("Running Phi-3.5 Labs Sample"); + // Code to interact with Phi-3.5 model + } +} +``` + +### Simple Flowchart for the Setup Process +This flowchart outlines the steps for setting up Daytona with .NET and Phi-3 Labs. + +![Workflow](assets/20240828_Using_Phi-3_and_dot_NET_Development_in_Daytona_IMG_03.png) + +## Best Practices for Using Daytona with .NET and AI Models +- **Optimize Resource Usage:** Ensure your Daytona environment is configured to use resources efficiently. Monitor and adjust as needed. +- **Version Control**: Keep your devcontainer.json and Dockerfiles under version control to track changes and ensure reproducibility. +- **Regular Updates**: Regularly update your dependencies and models to leverage the latest improvements and security patches. +- **Efficient Collaboration**: Use Daytona’s collaborative features to streamline teamwork and maintain consistency across different development environments. +- **Performance Monitoring**: Continuously monitor the performance of your models and environment to identify and address any bottlenecks. +**Key Point**: Regularly update your dependencies and models to leverage the latest improvements and security patches. + + + +## Conclusion +Integrating Phi-3 Labs with a Daytona environment using .NET can significantly enhance your development experience. 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