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Feature Matrix for the Java SK (Experimental) #1189

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May 25, 2023
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Feature Matrix for the Java SK (Experimental) #1189

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feature matrix for Java SK
brunoborges May 23, 2023
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Be generic on which languages.
brunoborges May 24, 2023
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Merge branch 'main' into java-doc-feature
brunoborges May 24, 2023
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Merge branch 'main' into java-doc-feature
markwallace-microsoft May 24, 2023
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Merge branch 'main' into java-doc-feature
brunoborges May 25, 2023
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Merge branch 'main' into java-doc-feature
lemillermicrosoft May 25, 2023
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106 changes: 59 additions & 47 deletions FEATURE_MATRIX.md
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# Kernel Feature Matrix by Language

**Legend**

- ✅: Supported
- 🔄: Work in progress
- ❌: Not supported _yet_

## AI Services
| | C# | Python | Notes |
|---|---|---|---|
| TextGeneration | ✅ | ✅ | Example: Text-Davinci-003 |
| TextEmbeddings | ✅ | ✅ | Example: Text-Embeddings-Ada-002 |
| ChatCompletion | ✅ | ✅ | Example: GPT4, Chat-GPT |
| Image Generation | ✅ | ❌ | Example: Dall-E |

| | C# | Python | Java | Notes |
|---|---|---|---|---|
| TextGeneration | ✅ | ✅ | ✅ | Example: Text-Davinci-003 |
| TextEmbeddings | ✅ | ✅ | ✅ | Example: Text-Embeddings-Ada-002 |
| ChatCompletion | ✅ | ✅ | ❌ | Example: GPT4, Chat-GPT |
| Image Generation | ✅ | ❌ | ❌ | Example: Dall-E |

## AI Service Endpoints
| | C# | Python | Notes |
|---|---|---|---|
| OpenAI | ✅ | ✅ | |
| AzureOpenAI | ✅ | ✅ | |
| Hugging Face Inference API | 🔄 | ❌ | Coming soon to Python, not all scenarios are covered for .NET |
| Hugging Face Local | ❌ | ✅ | |
| Custom | ✅ | 🔄 | Requires the user to define the service schema in their application |

| | C# | Python | Java| Notes |
|---|---|---|---|---|
| OpenAI | ✅ | ✅ | ✅ | |
| AzureOpenAI | ✅ | ✅ | ✅ | |
| Hugging Face Inference API | 🔄 | ❌ | ❌ | Coming soon to Python, not all scenarios are covered for .NET |
| Hugging Face Local | ❌ | ✅ | ❌ | |
| Custom | ✅ | 🔄 | ❌ | Requires the user to define the service schema in their application |

## Tokenizers
| | C# | Python | Notes |
|---|---|---|---|
| GPT2 | ✅ | ✅ | |
| GPT3 | ✅ | ❌ | |

| | C# | Python | Java | Notes |
|---|---|---|---|---|
| GPT2 | ✅ | ✅ | ✅ | |
| GPT3 | ✅ | ❌ | ❌ | |
| tiktoken | 🔄 | ❌ | Coming soon to Python and C#. Can be manually added to Python via `pip install tiktoken` |

## Core Skills
| | C# | Python | Notes |
|---|---|---|---|
| TextMemorySkill | ✅ | ✅ | |
| ConversationSummarySkill | ✅ | ✅ | |
| FileIOSkill | ✅ | ✅ | |
| HttpSkill | ✅ | ✅ | |
| MathSkill | ✅ | ✅ | |
| TextSkill | ✅ | ✅ | |
| TimeSkill | ✅ | ✅ | |

| | C# | Python | Java | Notes |
|---|---|---|---|---|
| TextMemorySkill | ✅ | ✅ | 🔄 | |
| ConversationSummarySkill | ✅ | ✅ | ❌ | |
| FileIOSkill | ✅ | ✅ | ❌ | |
| HttpSkill | ✅ | ✅ | ❌ | |
| MathSkill | ✅ | ✅ | ❌ | |
| TextSkill | ✅ | ✅ | 🔄 | |
| TimeSkill | ✅ | ✅ | 🔄 | |

## Planning
| | C# | Python | Notes |
|---|---|---|---|
| Plan | ✅ | ❌ | |
| SequentialPlanner | ✅ | ❌ | |

| | C# | Python | Java | Notes |
|---|---|---|---|---|
| Plan | ✅ | ❌ | ❌ | |
| SequentialPlanner | ✅ | ❌ | ❌ | |

## Connectors and Skill Libraries
| | C# | Python | Notes |
|---|---|---|---|
| Qdrant (Memory) | ✅ | ❌ | Vector optimized |
| ChromaDb (Memory) | ❌ | 🔄 | |
| Milvus (Memory) | ❌ | ❌ | Vector optimized |
| Pinecone (Memory) | ✅ | ❌ | Vector optimized |
| Weaviate (Memory) | ❌ | ❌ | Vector optimized |
| CosmosDB (Memory) | ✅ | ❌ | CosmosDB is not optimized for vector storage |
| Sqlite (Memory) | ✅ | ❌ | Sqlite is not optimized for vector storage |
| Postgres (Memory) | ✅ | ❌ | Vector optimized (required the [pgvector](https://github.com/pgvector/pgvector) extension) |
| Azure Cognitive Search | ❌ | ❌ | |
| MsGraph | ✅ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies |
| Document Skills | ✅ | ❌ | Currently only supports Word documents |
| OpenAPI | ✅ | ❌ | |
| Web Skills | ✅ | ❌ | |

# Design Choices

| | C# | Python | Java | Notes |
|---|---|---|---|---|
| Qdrant (Memory) | ✅ | ❌ | ❌ | Vector optimized |
| ChromaDb (Memory) | ❌ | 🔄 | ❌ | |
| Milvus (Memory) | ❌ | ❌ | ❌ | Vector optimized |
| Pinecone (Memory) | ✅ | ❌ | ❌ | Vector optimized |
| Weaviate (Memory) | ❌ | ❌ | ❌ | Vector optimized |
| CosmosDB (Memory) | ✅ | ❌ | ❌ | CosmosDB is not optimized for vector storage |
| Sqlite (Memory) | ✅ | ❌ | ❌ | Sqlite is not optimized for vector storage |
| Postgres (Memory) | ✅ | ❌ | ❌ | Vector optimized (required the [pgvector](https://github.com/pgvector/pgvector) extension) |
| Azure Cognitive Search | ❌ | ❌ | ❌ | |
| MsGraph | ✅ | ❌ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies |
| Document Skills | ✅ | ❌ | ❌ | Currently only supports Word documents |
| OpenAPI | ✅ | ❌ | ❌ | |
| Web Skills | ✅ | ❌ | ❌ | |

## Design Choices

The overall architecture of the core kernel is consistent across Python and C#,
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however, the code should follow common paradigms and style of each language.
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