dotnet-ai-examples/VectorSearchUsingPostgres/PostgresContainerFactory.cs at main · AvironSoftware/dotnet-ai-examples · GitHub

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using Microsoft.EntityFrameworkCore;
using Pgvector;
using Testcontainers.PostgreSql;

namespace VectorSearchUsingPostgres;

public static class PostgresContainerFactory
{
    public static async Task<PostgreSqlContainer> GetPostgresContainerAsync()
    {
        var postgresContainer = new PostgreSqlBuilder("pgvector/pgvector:pg16")
            .WithDatabase("testdb")
            .WithUsername("testuser")
            .WithPassword("testpassword")
            .WithCleanUp(true)
            .Build();

        await postgresContainer.StartAsync();

        var dbContext = postgresContainer.GetDbContext();

        string connectionString = postgresContainer.GetConnectionString();

        Console.ForegroundColor = ConsoleColor.Magenta;
        Console.WriteLine($"Database started at: {connectionString}");
        Console.ResetColor();

        // Apply migrations and extensions
        await dbContext.Database.ExecuteSqlAsync($"CREATE EXTENSION vector");
        await dbContext.Database.EnsureCreatedAsync();

        SeedDatabase(dbContext);

        return postgresContainer;
    }

    private static void SeedDatabase(VectorDbContext dbContext)
    {
        //all generated via OpenAI's text-embedding-3-small
        var ramInYourComputer = new VectorEntity
        {
            Name = "RAM in your computer",
            Contents = "RAM (Random Access Memory) is a high-speed, volatile memory in a computer that temporarily stores data and instructions for the processor, enabling quick access and smooth multitasking but losing its contents when the power is turned off.",
            Embedding = new Vector(new float[] {-0.018842904f, 0.035864137f, -0.0026755785f, 0.012011639f, 0.027256744f, -0.011214659f, 0.0491851f, 0.0455873f, -0.00054258737f, -0.026687471f, 0.017408337f, 0.043879487f, -0.009865483f, -0.020550719f, -0.026232054f, -0.040805418f, -0.025435073f, -0.015666366f, 0.033495963f, -0.0048815073f, -0.029465519f, 0.0053483103f, -0.013343736f, 0.0021290772f, 0.025435073f, 0.026687471f, 0.00093929877f, 0.006159523f, 0.04187565f, -0.08325034f, -0.006540935f, -0.018080078f, -0.025025196f, -0.041329145f, 0.051598813f, 0.010856017f, -0.0019696811f, -0.057929117f, -0.01707816f, 0.047500055f, -0.04790993f, -0.033791985f, -0.03488499f, 0.025070738f, 0.025389532f, 0.0025047967f, -0.03704822f, -0.03527209f, 0.0012595142f, 0.043515153f, -0.049503893f, -0.01280862f, -0.0189226f, 0.04709018f, -0.012717537f, 0.002563147f, 0.06006958f, 0.021302158f, 0.0076737865f, 0.020163614f, 0.020516563f, -0.00853908f, -0.047682222f, 0.0045171734f, -0.033245485f, 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        };
        dbContext.Add(ramInYourComputer);
        var ramsAndEwes = new VectorEntity
        {
            Name = "Rams and ewes",
            Contents = "Rams and ewes are male and female sheep, respectively, with rams known for their curved horns and dominance, while ewes nurture lambs and provide wool, both essential in flocks for breeding and farming.",
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        };
        dbContext.Add(ramsAndEwes);
        var batsAnimal = new VectorEntity
        {
            Name = "Bats (the animal)",
            Contents = "Bats are nocturnal creatures that navigate the dark using echolocation, emitting high-frequency sounds that bounce off objects to help them find food, avoid obstacles, and communicate within their colonies.",
            Embedding = new Vector(new[] {0.0058958163f, 0.032898653f, 0.06593881f, 0.023217725f, -0.032261908f, 0.03740306f, -0.028252752f, -0.016213495f, -0.008218768f, 0.0053327656f, -0.020187275f, 0.009356661f, -0.020906564f, 0.0579205f, -0.0060903784f, 0.014138168f, -0.034903232f, 0.004109384f, -0.012239715f, -0.011107718f, 0.01589512f, 0.0050232355f, -0.02167302f, -0.009869597f, -0.061788157f, 0.021036273f, 0.021637646f, 0.034573067f, 0.0056717754f, 0.003531594f, -0.016413953f, -0.01393771f, -0.021767354f, -0.04933619f, -0.03754456f, -0.025587844f, -0.004581049f, -0.05966566f, 0.029691331f, -0.022321561f, 0.0013855168f, -0.0014827978f, -0.014491917f, -0.04535062f, -0.052119017f, 0.026342507f, -0.021767354f, 0.0037114164f, 0.09018241f, 0.053864177f, 0.0019072966f, 0.058344997f, 0.017593116f, 0.03561073f, -0.004719601f, 0.007953457f, 0.006668168f, 0.02947908f, -0.007705832f, 0.026177425f, -0.013843377f, 0.053911343f, -0.0039944155f, -0.03301657f, 0.011408404f, 0.0348089f, 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        };
        dbContext.Add(batsAnimal);
        var batsBaseball = new VectorEntity
        {
            Name = "Bats (the stick thing)",
            Contents = "Baseball bats are wooden or metal tools used by players to hit balls in the sport of baseball, requiring precise timing, technique, and strength to send the ball soaring across the field, aiming for home runs or strategic plays.",
            Embedding = new Vector(new[] {0.024843495f, 0.017189492f, 0.055045776f, 0.0029108853f, 0.025473941f, -0.03684166f, 0.022400519f, -0.04318552f, 0.030813025f, -0.023464395f, 0.016302928f, 0.014135771f, 0.0046692374f, 0.017662326f, 0.0016007406f, 0.039796874f, 0.0022102534f, 0.0060581877f, -0.012205032f, -0.05634607f, 0.027897216f, 0.05413951f, 0.025631553f, 7.237964E-05f, 0.019159634f, 0.057488754f, -0.014125921f, 0.013643236f, -0.033137795f, -0.010313695f, -0.049765795f, -0.012677866f, 0.00223488f, -0.047795653f, 0.014500247f, -0.04484044f, 0.016726509f, -0.047165208f, 0.07301348f, 0.0061369934f, 0.03782673f, -0.02574976f, -0.005964606f, -0.024744987f, -0.059695315f, 0.022361115f, -0.029552136f, 0.006476843f, 0.01003295f, 0.030202283f, -0.022459622f, 0.04499805f, 0.013731892f, 0.0387527f, 0.027483486f, 0.03670375f, 0.0041840896f, 0.022380818f, 0.022242907f, 0.01176175f, -0.039915085f, 0.010412202f, -0.021651864f, 0.019277843f, -0.06355679f, 0.0053883395f, -0.045864914f, 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        };
        dbContext.Add(batsBaseball);

        dbContext.SaveChanges();
    }

    public static VectorDbContext GetDbContext(this PostgreSqlContainer postgresContainer)
    {
        string connectionString = postgresContainer.GetConnectionString();

        return new VectorDbContext(connectionString);
    }
}