diff --git a/README.md b/README.md index c888a32..991e8b7 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,7 @@ For backends with official Semantic Kernel connectors, use those packages direct |---|---| | In-Memory | `Microsoft.SemanticKernel.Connectors.InMemory` | | SQLite | `Microsoft.SemanticKernel.Connectors.Sqlite` | -| Chroma | `Microsoft.SemanticKernel.Connectors.Chroma` | +| Chroma | `CommunityToolkit.VectorData.Chroma` | | Qdrant | `Microsoft.SemanticKernel.Connectors.Qdrant` | | Pinecone | `Microsoft.SemanticKernel.Connectors.Pinecone` | | Weaviate | `Microsoft.SemanticKernel.Connectors.Weaviate` | diff --git a/docs/index.md b/docs/index.md index 1cbb5b7..cc3ce1b 100644 --- a/docs/index.md +++ b/docs/index.md @@ -33,7 +33,7 @@ For backends with official Semantic Kernel connectors, use those packages direct |---|---| | In-Memory | `Microsoft.SemanticKernel.Connectors.InMemory` | | SQLite | `Microsoft.SemanticKernel.Connectors.Sqlite` | -| Chroma | `Microsoft.SemanticKernel.Connectors.Chroma` | +| Chroma | `CommunityToolkit.VectorData.Chroma` | | Qdrant | `Microsoft.SemanticKernel.Connectors.Qdrant` | | Pinecone | `Microsoft.SemanticKernel.Connectors.Pinecone` | | Weaviate | `Microsoft.SemanticKernel.Connectors.Weaviate` | diff --git a/src/Directory.Packages.props b/src/Directory.Packages.props index 2c8c9ce..2b96324 100644 --- a/src/Directory.Packages.props +++ b/src/Directory.Packages.props @@ -16,6 +16,7 @@ + all runtime; build; native; contentfiles; analyzers; buildtransitive diff --git a/src/IntegrationTests/DatabaseTests.Configure.cs b/src/IntegrationTests/DatabaseTests.Configure.cs index 7389966..25edd64 100644 --- a/src/IntegrationTests/DatabaseTests.Configure.cs +++ b/src/IntegrationTests/DatabaseTests.Configure.cs @@ -1,3 +1,5 @@ +using ChromaDB.Client; +using CommunityToolkit.VectorData.Chroma; using DotNet.Testcontainers.Builders; using LangChain.Databases.OpenSearch; using LangChain.Databases.Postgres; @@ -73,6 +75,28 @@ internal static async Task StartEnvironmentForAsync(Sup Port = port, }; } + case SupportedDatabase.Chroma: + { + var container = new ContainerBuilder() + .WithImage("chromadb/chroma:1.5.9") + .WithPortBinding(8000, assignRandomHostPort: true) + .WithWaitStrategy(Wait.ForUnixContainer() + .UntilHttpRequestIsSucceeded(r => r + .ForPort(8000) + .ForPath("/api/v2/heartbeat"))) + .Build(); + + await container.StartAsync(cancellationToken); + + var port = container.GetMappedPublicPort(8000); + + return new DatabaseTestEnvironment + { + VectorStore = new ChromaVectorStore(new ChromaClient($"http://localhost:{port}"), ownsClient: true), + Container = container, + Port = port, + }; + } default: throw new ArgumentOutOfRangeException(nameof(database), database, null); } diff --git a/src/IntegrationTests/DatabaseTests.cs b/src/IntegrationTests/DatabaseTests.cs index 144bd21..e32b4ba 100644 --- a/src/IntegrationTests/DatabaseTests.cs +++ b/src/IntegrationTests/DatabaseTests.cs @@ -8,6 +8,7 @@ public partial class DatabaseTests [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task CreateAndDeleteCollection_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -38,6 +39,7 @@ public async Task CreateAndDeleteCollection_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task UpsertAndGet_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -72,6 +74,7 @@ public async Task UpsertAndGet_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task BatchUpsertAndGet_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -98,6 +101,7 @@ public async Task BatchUpsertAndGet_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task DeleteRecord_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -125,6 +129,7 @@ public async Task DeleteRecord_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task BatchDelete_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -169,6 +174,7 @@ public async Task BatchDelete_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task GetServiceMetadata_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); @@ -190,6 +196,7 @@ public async Task GetServiceMetadata_Ok(SupportedDatabase database) [TestCase(SupportedDatabase.InMemory)] [TestCase(SupportedDatabase.Postgres)] [TestCase(SupportedDatabase.OpenSearch)] + [TestCase(SupportedDatabase.Chroma)] public async Task SimilaritySearch_Ok(SupportedDatabase database) { await using var environment = await StartEnvironmentForAsync(database); diff --git a/src/IntegrationTests/LangChain.Databases.IntegrationTests.csproj b/src/IntegrationTests/LangChain.Databases.IntegrationTests.csproj index da07b93..1ea9971 100644 --- a/src/IntegrationTests/LangChain.Databases.IntegrationTests.csproj +++ b/src/IntegrationTests/LangChain.Databases.IntegrationTests.csproj @@ -16,6 +16,7 @@ + diff --git a/src/IntegrationTests/SupportedDatabase.cs b/src/IntegrationTests/SupportedDatabase.cs index 7fd33f2..187ef57 100644 --- a/src/IntegrationTests/SupportedDatabase.cs +++ b/src/IntegrationTests/SupportedDatabase.cs @@ -8,4 +8,5 @@ public enum SupportedDatabase Postgres, Redis, Mongo, + Chroma, }