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| Original file line number | Diff line number | Diff line change |
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| # Semantic Kernel Feature Matrix by Language | ||
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| **Legend** | ||
| This document can be found on the Semantic Kernel Documentation site on [Supported Languages.](https://learn.microsoft.com/en-us/semantic-kernel/get-started/supported-languages) | ||
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| ✅ - Feature implemented | ||
| 🔄 - Feature partially implemented (see associated Note column) | ||
| ❌ - Feature not implemented | ||
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| ## AI Services | ||
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| | | C# | Python | Java | Notes | | ||
| |-----------------------------------|:----:|:------:|:----:|-------| | ||
| | Text Generation | ✅ | ✅ | ✅ | Example: text-davinci-003 | | ||
| | Text Embeddings | ✅ | ✅ | ✅ | Example: text-embeddings-ada-002 | | ||
| | Chat Completion | ✅ | ✅ | ❌ | Example: GPT-4, GPT-3.5-turbo | | ||
| | Image Generation | ✅ | ❌ | ❌ | Example: Dall-E 2 | | ||
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| ## AI Service Endpoints | ||
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| | | C# | Python | Java | Notes | | ||
| |-----------------------------------|:---:|:------:|:----:|-------| | ||
| | OpenAI | ✅ | ✅ | ✅ | | | ||
| | Azure OpenAI | ✅ | ✅ | ✅ | | | ||
| | Hugging Face Inference API | 🔄 | ❌ | ❌ | Coming soon to Python, not all scenarios are covered for .NET | | ||
| | Hugging Face Local | ❌ | ✅ | ❌ | | | ||
| | Custom | ✅ | 🔄 | ❌ | Requires to define the service schema in the application | | ||
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| ## Tokenizers | ||
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| | | C# | Python | Java | Notes | | ||
| |-----------------------------------|:---:|:------:|:----:|-------| | ||
| | GPT2 | ✅ | ✅ | ✅ | | | ||
| | GPT3 | ✅ | ❌ | ❌ | | | ||
| | tiktoken | ❌ | ❌ | ❌ | Coming soon. Can be added manually to Python via `pip install tiktoken` | | ||
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| ## Core Skills | ||
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| | | C# | Python | Java | Notes | | ||
| |-----------------------------------|:---:|:------:|:----:|-------| | ||
| | TextMemory Skill | ✅ | ✅ | 🔄 | | | ||
| | ConversationSummary Skill | ✅ | ✅ | ❌ | | | ||
| | FileIO Skill | ✅ | ✅ | ✅ | | | ||
| | Http Skill | ✅ | ✅ | ✅ | | | ||
| | Math Skill | ✅ | ✅ | ✅ | | | ||
| | Text Skill | ✅ | ✅ | 🔄 | | | ||
| | Time Skill | ✅ | ✅ | ✅ | | | ||
| | Wait Skill | ✅ | ✅ | ✅ | | | ||
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| ## Planning | ||
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| | | C# | Python | Java | Notes | | ||
| |-----------------------------------|:---:|:------:|:----:|-------| | ||
| | Plan | ✅ | 🔄 | ❌ | Plan object model to be completed | | ||
| | BasicPlanner | ❌ | ✅ | ❌ | | | ||
| | ActionPlanner | ✅ | ❌ | 🔄 | | | ||
| | SequentialPlanner | ✅ | ❌ | 🔄 | | | ||
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| ## Memory Connectors, Vector storage | ||
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| | | C# | Python | Java | Notes | | ||
| |---------------|:---:|:------:|:----:|-------| | ||
| | Azure Search | ✅ | 🔄 | ❌ | Azure Cognitive Search coming soon | | ||
| | Weaviate | ✅ | ✅ | ❌ | Currently supported on Python 3.9+, 3.8 coming soon | | ||
| | Chroma | ✅ | ✅ | ❌ | | | ||
| | Qdrant | ✅ | ❌ | ❌ | | | ||
| | Pinecone | ✅ | ✅ | ❌ | | | ||
| | Milvus | ❌ | ❌ | ❌ | Coming soon | | ||
| | Sqlite | ✅ | ❌ | ❌ | Vector optimization requires [sqlite-vss](https://github.com/asg017/sqlite-vss) | | ||
| | Postgres | ✅ | ✅ | ❌ | Vector optimization requires [pgvector](https://github.com/pgvector/pgvector) | | ||
| | CosmosDB | ✅ | ❌ | ❌ | CosmosDB is not optimized for vector storage | | ||
| | Redis | ✅ | ❌ | ❌ | Vector optimization requires [RediSearch](https://redis.io/docs/stack/search) | | ||
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| ## Connectors and Skill Libraries | ||
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| | | C# | Python | Java | Notes | | ||
| |---------------------------------------|:---:|:------:|:----:|-------| | ||
| | MsGraph | ✅ | ❌ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies | | ||
| | Document and Data Loading Skills | ✅ | ❌ | ❌ | Pdf, csv, docx, pptx. Currently only supports Word documents | | ||
| | OpenAPI | ✅ | ❌ | ❌ | | | ||
| | Web Search Skills (i.e. Bing, Google) | ✅ | ❌ | ❌ | | | ||
| | Text Chunkers | 🔄 | 🔄 | ❌ | | | ||
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| # Design Choices | ||
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| The overall architecture of the core kernel is consistent across all languages, | ||
| however, the code follows common paradigms and style of each language. | ||
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| During the initial development phase, many Python best practices have been ignored | ||
| in the interest of velocity and feature parity. The project is now going through | ||
| a refactoring exercise to increase code quality. | ||
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| To make the SDK as lightweight as possible, the core packages have | ||
| a minimal set of external dependencies. | ||
| To make an update on the page, file a PR on the [docs repo.](https://github.com/MicrosoftDocs/semantic-kernel-docs/blob/main/semantic-kernel/get-started/supported-languages.md) |
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dotnet/samples/ApplicationInsightsExample/ApplicationInsightsExample.csproj
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| <Project Sdk="Microsoft.NET.Sdk"> | ||
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| <PropertyGroup> | ||
| <TargetFramework>net6.0</TargetFramework> | ||
| <RollForward>LatestMajor</RollForward> | ||
| <OutputType>Exe</OutputType> | ||
| <LangVersion>10</LangVersion> | ||
| <Nullable>enable</Nullable> | ||
| <ImplicitUsings>disable</ImplicitUsings> | ||
| <IsPackable>false</IsPackable> | ||
| <!-- Suppress: "Declare types in namespaces", "Require ConfigureAwait" --> | ||
| <NoWarn>CA1050;CA1707;CA2007;VSTHRD111</NoWarn> | ||
| <UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId> | ||
| </PropertyGroup> | ||
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| <ItemGroup> | ||
| <PackageReference Include="Microsoft.ApplicationInsights.WorkerService" /> | ||
| <PackageReference Include="Microsoft.Extensions.Configuration.UserSecrets" /> | ||
| </ItemGroup> | ||
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| <ItemGroup> | ||
| <ProjectReference Include="..\..\src\Extensions\Planning.SequentialPlanner\Planning.SequentialPlanner.csproj" /> | ||
| <ProjectReference Include="..\..\src\Connectors\Connectors.AI.OpenAI\Connectors.AI.OpenAI.csproj" /> | ||
| <ProjectReference Include="..\..\src\SemanticKernel\SemanticKernel.csproj" /> | ||
| </ItemGroup> | ||
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| </Project> |
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