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Feature Matrix for the Java SK (Experimental) (#1189)
Co-authored-by: Mark Wallace <[email protected]>
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Bruno Borges
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Mark Wallace
Mark Wallace
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# Kernel Feature Matrix by Language
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**Legend**
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- ✅: Supported
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- 🔄: Work in progress
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- ❌: Not supported _yet_
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## AI Services
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| | C# | Python | Notes |
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|---|---|---|---|
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| TextGeneration | ✅ | ✅ | Example: Text-Davinci-003 |
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| TextEmbeddings | ✅ | ✅ | Example: Text-Embeddings-Ada-002 |
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| ChatCompletion | ✅ | ✅ | Example: GPT4, Chat-GPT |
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| Image Generation | ✅ | ❌ | Example: Dall-E |
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| | C# | Python | Java | Notes |
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|---|---|---|---|---|
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| TextGeneration | ✅ | ✅ | ✅ | Example: Text-Davinci-003 |
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| TextEmbeddings | ✅ | ✅ | ✅ | Example: Text-Embeddings-Ada-002 |
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| ChatCompletion | ✅ | ✅ | ❌ | Example: GPT4, Chat-GPT |
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| Image Generation | ✅ | ❌ | ❌ | Example: Dall-E |
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## AI Service Endpoints
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| | C# | Python | Notes |
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|---|---|---|---|
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| OpenAI | ✅ | ✅ | |
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| AzureOpenAI | ✅ | ✅ | |
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| Hugging Face Inference API | 🔄 | ❌ | Coming soon to Python, not all scenarios are covered for .NET |
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| Hugging Face Local | ❌ | ✅ | |
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| Custom | ✅ | 🔄 | Requires the user to define the service schema in their application |
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| | C# | Python | Java| Notes |
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|---|---|---|---|---|
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| OpenAI | ✅ | ✅ | ✅ | |
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| AzureOpenAI | ✅ | ✅ | ✅ | |
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| Hugging Face Inference API | 🔄 | ❌ | ❌ | Coming soon to Python, not all scenarios are covered for .NET |
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| Hugging Face Local | ❌ | ✅ | ❌ | |
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| Custom | ✅ | 🔄 | ❌ | Requires the user to define the service schema in their application |
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## Tokenizers
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| | C# | Python | Notes |
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| GPT2 | ✅ | ✅ | |
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| GPT3 | ✅ | ❌ | |
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| | C# | Python | Java | Notes |
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|---|---|---|---|---|
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| GPT2 | ✅ | ✅ | ✅ | |
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| GPT3 | ✅ | ❌ | ❌ | |
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| tiktoken | 🔄 | ❌ | Coming soon to Python and C#. Can be manually added to Python via `pip install tiktoken` |
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## Core Skills
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| | C# | Python | Notes |
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|---|---|---|---|
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| TextMemorySkill | ✅ | ✅ | |
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| ConversationSummarySkill | ✅ | ✅ | |
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| FileIOSkill | ✅ | ✅ | |
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| HttpSkill | ✅ | ✅ | |
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| MathSkill | ✅ | ✅ | |
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| TextSkill | ✅ | ✅ | |
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| TimeSkill | ✅ | ✅ | |
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| | C# | Python | Java | Notes |
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|---|---|---|---|---|
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| TextMemorySkill | ✅ | ✅ | 🔄 | |
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| ConversationSummarySkill | ✅ | ✅ | ❌ | |
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| FileIOSkill | ✅ | ✅ | ❌ | |
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| HttpSkill | ✅ | ✅ | ❌ | |
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| MathSkill | ✅ | ✅ | ❌ | |
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| TextSkill | ✅ | ✅ | 🔄 | |
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| TimeSkill | ✅ | ✅ | 🔄 | |
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## Planning
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| | C# | Python | Notes |
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| Plan | ✅ | ❌ | |
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| SequentialPlanner | ✅ | ❌ | |
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| | C# | Python | Java | Notes |
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| Plan | ✅ | ❌ | ❌ | |
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| SequentialPlanner | ✅ | ❌ | ❌ | |
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## Connectors and Skill Libraries
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| | C# | Python | Notes |
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| Qdrant (Memory) | ✅ | ❌ | Vector optimized |
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| ChromaDb (Memory) | ❌ | 🔄 | |
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| Milvus (Memory) | ❌ | ❌ | Vector optimized |
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| Pinecone (Memory) | ✅ | ❌ | Vector optimized |
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| Weaviate (Memory) | ❌ | ❌ | Vector optimized |
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| CosmosDB (Memory) | ✅ | ❌ | CosmosDB is not optimized for vector storage |
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| Sqlite (Memory) | ✅ | ❌ | Sqlite is not optimized for vector storage |
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| Postgres (Memory) | ✅ | ❌ | Vector optimized (required the [pgvector](https://github.com/pgvector/pgvector) extension) |
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| Azure Cognitive Search | ❌ | ❌ | |
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| MsGraph | ✅ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies |
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| Document Skills | ✅ | ❌ | Currently only supports Word documents |
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| OpenAPI | ✅ | ❌ | |
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| Web Skills | ✅ | ❌ | |
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# Design Choices
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| | C# | Python | Java | Notes |
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| Qdrant (Memory) | ✅ | ❌ | ❌ | Vector optimized |
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| ChromaDb (Memory) | ❌ | 🔄 | ❌ | |
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| Milvus (Memory) | ❌ | ❌ | ❌ | Vector optimized |
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| Pinecone (Memory) | ✅ | ❌ | ❌ | Vector optimized |
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| Weaviate (Memory) | ❌ | ❌ | ❌ | Vector optimized |
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| CosmosDB (Memory) | ✅ | ❌ | ❌ | CosmosDB is not optimized for vector storage |
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| Sqlite (Memory) | ✅ | ❌ | ❌ | Sqlite is not optimized for vector storage |
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| Postgres (Memory) | ✅ | ❌ | ❌ | Vector optimized (required the [pgvector](https://github.com/pgvector/pgvector) extension) |
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| Azure Cognitive Search | ❌ | ❌ | ❌ | |
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| MsGraph | ✅ | ❌ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies |
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| Document Skills | ✅ | ❌ | ❌ | Currently only supports Word documents |
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| OpenAPI | ✅ | ❌ | ❌ | |
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| Web Skills | ✅ | ❌ | ❌ | |
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The overall architecture of the core kernel is consistent across Python and C#,
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## Design Choices
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The overall architecture of the core kernel is consistent across all languages,
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however, the code should follow common paradigms and style of each language.
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During the initial development phase, many Python best practices have been ignored
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