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Feature Matrix for the Java SK (Experimental) (microsoft#1189)
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Co-authored-by: Mark Wallace <[email protected]>
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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

The overall architecture of the core kernel is consistent across Python and C#,

| | 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 all languages,
however, the code should follow common paradigms and style of each language.

During the initial development phase, many Python best practices have been ignored
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