Vector Search and Semantic Caching (#417)

redis · Dec 5, 2023 · cf41ed7 · cf41ed7
1 parent c87f2da
commit cf41ed7
Show file tree

Hide file tree

Showing 107 changed files with 5,008 additions and 464 deletions.
diff --git a/.gitattributes b/.gitattributes
@@ -0,0 +1,2 @@
+*.onnx filter=lfs diff=lfs merge=lfs -text
+src/Redis.OM.Vectorizers.AllMiniLML6V2/Resources/vocab.txt filter=lfs diff=lfs merge=lfs -text
diff --git a/.github/workflows/dotnet-core.yml b/.github/workflows/dotnet-core.yml
@@ -11,5 +11,7 @@ jobs:
     runs-on: ubuntu-latest    
     steps:
       - uses: actions/checkout@v2
+        with:
+          lfs: true
       - name: execute
         run: docker-compose -f ./docker/docker-compose.yaml run dotnet
diff --git a/.gitignore b/.gitignore
@@ -388,3 +388,5 @@ FodyWeavers.xsd
 # JetBrains Rider
 .idea/
 *.sln.iml
+
+test/Redis.OM.Unit.Tests/appsettings.json.local
diff --git a/README.md b/README.md
@@ -288,6 +288,110 @@ customers.Where(x => x.LastName == "Bond" && x.FirstName == "James");
 customers.Where(x=>x.NickNames.Contains("Jim"));
 ```
 
+### Vectors
+
+Redis OM .NET also supports storing and querying Vectors stored in Redis. 
+
+A `Vector<T>` is a representation of an object that can be transformed into a vector by a Vectorizer.
+
+A `VectorizerAttribute` is the abstract class you use to decorate your Vector fields, it is responsible for defining the logic to convert the object's that `Vector<T>` is a container for into actual vector embeddings needed. In the package `Redis.OM.Vectorizers` we provide vectorizers for HuggingFace, OpenAI, and AzureOpenAI to allow you to easily integrate them into your workflows.
+
+#### Define a Vector in your Model.
+
+To define a vector in your model, simply decorate a `Vector<T>` field with an `Indexed` attribute which defines the algorithm and algorithmic parameters and a `Vectorizer` attribute which defines the shape of the vectors, (in this case we'll use OpenAI):
+
+```cs
+[Document(StorageType = StorageType.Json)]
+public class OpenAICompletionResponse
+{
+    [RedisIdField]
+    public string Id { get; set; }
+
+    [Indexed(DistanceMetric = DistanceMetric.COSINE, Algorithm = VectorAlgorithm.HNSW, M = 16)]
+    [OpenAIVectorizer]
+    public Vector<string> Prompt { get; set; }
+
+    public string Response { get; set; }
+
+    [Indexed]
+    public string Language { get; set; }
+
+    [Indexed]
+    public DateTime TimeStamp { get; set; }
+}
+```
+
+#### Insert Vectors into Redis
+
+With the vector defined in our model, all we need to do is create Vectors of the generic type, and insert them with our model. Using our `RedisCollection`, you can do this by simply using `Insert`:
+
+```cs
+var collection = _provider.RedisCollection<OpenAICompletionResponse>();
+var completionResult = new OpenAICompletionResponse
+{
+    Language = "en_us", 
+    Prompt = Vector.Of("What is the Capital of France?"), 
+    Response = "Paris", 
+    TimeStamp = DateTime.Now - TimeSpan.FromHours(3)
+};
+collection.Insert(completionResult);
+```
+
+The Vectorizer will manage the embedding generation for you without you having to intervene.
+
+#### Query Vectors in Redis
+
+To query vector fields in Redis, all you need to do is use the `VectorRange` method on a vector within our normal LINQ queries, and/or use the `NearestNeighbors` with whatever other filters you want to use, here's some examples:
+
+```cs
+var prompt = "What really is the Capital of France?";
+
+// simple vector range, find first within .15
+var result = collection.First(x => x.Prompt.VectorRange(prompt, .15));
+
+// simple nearest neighbors query, finds first nearest neighbor
+result = collection.NearestNeighbors(x => x.Prompt, 1, prompt).First();
+
+// hybrid query, pre-filters result set for english responses, then runs a nearest neighbors search.
+result = collection.Where(x=>x.Language == "en_us").NearestNeighbors(x => x.Prompt, 1, prompt).First();
+
+// hybrid query, pre-filters responses newer than 4 hours, and finds first result within .15
+var ts = DateTimeOffset.Now - TimeSpan.FromHours(4);
+result = collection.First(x=>x.TimeStamp > ts && x.Prompt.VectorRange(prompt, .15));
+```
+
+#### What Happens to the Embeddings?
+
+With Redis OM, the embeddings can be completely transparent to you, they are generated and bound to the `Vector<T>` when you query/insert your vectors. If however you needed your embedding after the insertion/Query, they are available at `Vector<T>.Embedding`, and be queried either as the raw bytes, as an array of doubles or as an array of floats (depending on your vectorizer).
+
+#### Configuration
+
+The Vectorizers provided by the `Redis.OM.Vectorizers` package have some configuration parameters that it will pull in either from your `appsettings.json` file, or your environment variables (with your appsettings taking precedence).
+
+| Configuration Parameter            | Description                                   |
+|--------------------------------    |-----------------------------------------------|
+| REDIS_OM_HF_TOKEN                  | HuggingFace Authorization token.              |
+| REDIS_OM_OAI_TOKEN                 | OpenAI Authorization token                    |
+| REDIS_OM_OAI_API_URL               | OpenAI URL                                    |
+| REDIS_OM_AZURE_OAI_TOKEN           | Azure OpenAI api key                          |
+| REDIS_OM_AZURE_OAI_RESOURCE_NAME   | Azure resource name                           |
+| REDIS_OM_AZURE_OAI_DEPLOYMENT_NAME | Azure deployment                              |
+
+### Semantic Caching
+
+Redis OM also provides the ability to use Semantic Caching, as well as providers for OpenAI, HuggingFace, and Azure OpenAI to perform semantic caching. To use a Semantic Cache, simply pull one out of the RedisConnectionProvider and use `Store` to insert items, and `GetSimilar` to retrieve items. For example:
+
+```cs
+var cache = _provider.OpenAISemanticCache(token, threshold: .15);
+cache.Store("What is the capital of France?", "Paris");
+var res = cache.GetSimilar("What really is the capital of France?").First();
+```
+
+### ML.NET Based Vectorizers
+
+We also provide the packages `Redis.OM.Vectorizers.ResNet18` and `Redis.OM.Vectorizers.AllMiniLML6V2` which have embedded models / ML Pipelines in them to
+allow you to easily Vectorize Images and Sentences respectively without the need to depend on an external API.
+
 ### 🖩 Aggregations
 
 We can also run aggregations on the customer object, again using expressions in LINQ:

diff --git a/Redis.OM.sln b/Redis.OM.sln
@@ -10,13 +10,15 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Redis.OM.POC", "src\Redis.O
 EndProject
 Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Redis.OM.Unit.Tests", "test\Redis.OM.Unit.Tests\Redis.OM.Unit.Tests.csproj", "{570BF479-BCF4-4D1B-A702-2234CA0A3E7D}"
 EndProject
-Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Redis.OM.Test.ConsoleApp", "test\Redis.OM.Test.ConsoleApp\Redis.OM.Test.ConsoleApp.csproj", "{FC7E5ED3-51AC-45E6-A178-6287C9227975}"
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Vectorizers", "src\Redis.OM.Vectorizers\Redis.OM.Vectorizers.csproj", "{4B9F4623-3126-48B7-B690-F28F702A4717}"
 EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Analyzer", "src\Redis.OM.Analyzer\Redis.OM.Analyzer.csproj", "{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}"
+Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Vectorizers", "Vectorizers", "{452DC80B-8195-44E8-A376-C246619492A8}"
 EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.AspNetCore", "src\Redis.OM.AspNetCore\Redis.OM.AspNetCore.csproj", "{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}"
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Vectorizers.AllMiniLML6V2", "src\Redis.OM.Vectorizers.AllMiniLML6V2\Redis.OM.Vectorizers.AllMiniLML6V2.csproj", "{081DEE32-9B26-44C6-B377-456E862D3813}"
 EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Test.AspDotnetCore", "test\Redis.OM.Test.AspDotnetCore\Redis.OM.Test.AspDotnetCore.csproj", "{3F609AB2-1492-4EBE-9FF2-B47829307E9E}"
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Vectorizer.Tests", "test\Redis.OM.Vectorizer.Tests\Redis.OM.Vectorizer.Tests.csproj", "{7C3E1D79-408C-45E9-931C-12195DFA268D}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Redis.OM.Vectorizers.Resnet18", "src\Redis.OM.Vectorizers.Resnet18\Redis.OM.Vectorizers.Resnet18.csproj", "{FE22706B-9A28-4045-9581-2058F32C4193}"
 EndProject
 Global
 	GlobalSection(SolutionConfigurationPlatforms) = preSolution
@@ -64,63 +66,65 @@ Global
 		{570BF479-BCF4-4D1B-A702-2234CA0A3E7D}.Release|x64.Build.0 = Release|Any CPU
 		{570BF479-BCF4-4D1B-A702-2234CA0A3E7D}.Release|x86.ActiveCfg = Release|Any CPU
 		{570BF479-BCF4-4D1B-A702-2234CA0A3E7D}.Release|x86.Build.0 = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|x64.ActiveCfg = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|x64.Build.0 = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|x86.ActiveCfg = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Debug|x86.Build.0 = Debug|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|Any CPU.Build.0 = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|x64.ActiveCfg = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|x64.Build.0 = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|x86.ActiveCfg = Release|Any CPU
-		{FC7E5ED3-51AC-45E6-A178-6287C9227975}.Release|x86.Build.0 = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|x64.ActiveCfg = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|x64.Build.0 = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|x86.ActiveCfg = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Debug|x86.Build.0 = Debug|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|Any CPU.Build.0 = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|x64.ActiveCfg = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|x64.Build.0 = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|x86.ActiveCfg = Release|Any CPU
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1}.Release|x86.Build.0 = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|x64.ActiveCfg = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|x64.Build.0 = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|x86.ActiveCfg = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Debug|x86.Build.0 = Debug|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|Any CPU.Build.0 = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|x64.ActiveCfg = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|x64.Build.0 = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|x86.ActiveCfg = Release|Any CPU
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF}.Release|x86.Build.0 = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|x64.ActiveCfg = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|x64.Build.0 = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|x86.ActiveCfg = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Debug|x86.Build.0 = Debug|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|Any CPU.Build.0 = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|x64.ActiveCfg = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|x64.Build.0 = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|x86.ActiveCfg = Release|Any CPU
-		{3F609AB2-1492-4EBE-9FF2-B47829307E9E}.Release|x86.Build.0 = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|x64.ActiveCfg = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|x64.Build.0 = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|x86.ActiveCfg = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Debug|x86.Build.0 = Debug|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|Any CPU.Build.0 = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|x64.ActiveCfg = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|x64.Build.0 = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|x86.ActiveCfg = Release|Any CPU
+		{4B9F4623-3126-48B7-B690-F28F702A4717}.Release|x86.Build.0 = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|x64.ActiveCfg = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|x64.Build.0 = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|x86.ActiveCfg = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Debug|x86.Build.0 = Debug|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|Any CPU.Build.0 = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|x64.ActiveCfg = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|x64.Build.0 = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|x86.ActiveCfg = Release|Any CPU
+		{081DEE32-9B26-44C6-B377-456E862D3813}.Release|x86.Build.0 = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|x64.ActiveCfg = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|x64.Build.0 = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|x86.ActiveCfg = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Debug|x86.Build.0 = Debug|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|Any CPU.Build.0 = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|x64.ActiveCfg = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|x64.Build.0 = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|x86.ActiveCfg = Release|Any CPU
+		{7C3E1D79-408C-45E9-931C-12195DFA268D}.Release|x86.Build.0 = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|x64.ActiveCfg = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|x64.Build.0 = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|x86.ActiveCfg = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Debug|x86.Build.0 = Debug|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|Any CPU.Build.0 = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|x64.ActiveCfg = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|x64.Build.0 = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|x86.ActiveCfg = Release|Any CPU
+		{FE22706B-9A28-4045-9581-2058F32C4193}.Release|x86.Build.0 = Release|Any CPU
 	EndGlobalSection
 	GlobalSection(SolutionProperties) = preSolution
 		HideSolutionNode = FALSE
 	EndGlobalSection
 	GlobalSection(NestedProjects) = preSolution
 		{7994382C-28EF-4F55-9B6D-810D35247816} = {8D9ECCFF-E022-4B68-BB43-228CEA248DEC}
 		{E3A31119-E4F1-4793-B5C2-ED2D51502B01} = {8D9ECCFF-E022-4B68-BB43-228CEA248DEC}
-		{44FAD9BB-C6DF-402C-BCE7-64E7C674F8D1} = {8D9ECCFF-E022-4B68-BB43-228CEA248DEC}
-		{230ED77D-D625-43BC-94D6-6BDBACEA3EAF} = {8D9ECCFF-E022-4B68-BB43-228CEA248DEC}
+		{452DC80B-8195-44E8-A376-C246619492A8} = {8D9ECCFF-E022-4B68-BB43-228CEA248DEC}
+		{4B9F4623-3126-48B7-B690-F28F702A4717} = {452DC80B-8195-44E8-A376-C246619492A8}
+		{081DEE32-9B26-44C6-B377-456E862D3813} = {452DC80B-8195-44E8-A376-C246619492A8}
+		{FE22706B-9A28-4045-9581-2058F32C4193} = {452DC80B-8195-44E8-A376-C246619492A8}
 	EndGlobalSection
 	GlobalSection(ExtensibilityGlobals) = postSolution
 		SolutionGuid = {E5752441-184B-4F17-BAD0-93823AC68607}

diff --git a/dockerfile b/dockerfile
@@ -1,10 +1,9 @@
-FROM mcr.microsoft.com/dotnet/sdk:6.0
-
+FROM mcr.microsoft.com/dotnet/sdk:7.0
 
 WORKDIR /app
 ADD . /app
 
 RUN ls /app
 RUN dotnet restore /app/Redis.OM.sln
 
-ENTRYPOINT ["dotnet","test"]
+ENTRYPOINT ["dotnet", "test", "--framework", "net7.0" ]
diff --git a/src/Redis.OM.POC/RedisCommands.cs b/src/Redis.OM.POC/RedisCommands.cs
@@ -565,7 +565,7 @@ public static long XAck(this IRedisConnection connection, string streamId, strin
         public static async Task<string?> XAddAsync(this IRedisConnection connection, string streamId, object message, string messageId = "*", int maxLen = -1, string minId = "", bool trimApprox = true, bool makeStream = true)
         {
             var kvps = message.BuildHashSet();
-            var args = new List<string> { streamId };
+            var args = new List<object> { streamId };
             if (!makeStream)
             {
                 args.Add("NOMKSTREAM");
@@ -611,7 +611,7 @@ public static long XAck(this IRedisConnection connection, string streamId, strin
         public static string? XAdd(this IRedisConnection connection, string streamId, object message, string messageId = "*", int maxLen = -1, string minId = "", bool trimApprox = true, bool makeStream = true)
         {
             var kvps = message.BuildHashSet();
-            var args = new List<string> { streamId };
+            var args = new List<object> { streamId };
             if (!makeStream)
             {
                 args.Add("NOMKSTREAM");
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1,2 @@
		*.onnx filter=lfs diff=lfs merge=lfs -text
		src/Redis.OM.Vectorizers.AllMiniLML6V2/Resources/vocab.txt filter=lfs diff=lfs merge=lfs -text