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authoredJun 5, 2023
Bump SK python version from 0.2.9 to 0.3.0 (#1342)
New release and updated feature matrix --------- Co-authored-by: Abby Harrison <abby.harrison@microsoft.com>
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‎FEATURE_MATRIX.md

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# Kernel Feature Matrix by Language
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# Semantic Kernel Feature Matrix by Language
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**Legend**
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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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| Text Generation | ✅ | ✅ | ✅ | Example: text-davinci-003 |
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| Text Embeddings | ✅ | ✅ | ✅ | Example: text-embeddings-ada-002 |
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| Chat Completion | ✅ | ✅ | ❌ | Example: GPT-4, GPT-3.5-turbo |
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| Image Generation | ✅ | ❌ | ❌ | Example: Dall-E 2 |
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## AI Service Endpoints
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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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| | C# | Python | Java | Notes |
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|-----------------------------------|:---:|:------:|:----:|-------|
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| OpenAI | ✅ | ✅ | ✅ | |
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| Azure OpenAI | ✅ | ✅ | ✅ | |
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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 to define the service schema in the application |
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## Tokenizers
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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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| | 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. Can be added manually to Python via `pip install tiktoken` |
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## Core Skills
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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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| WaitSkill | ✅ | ❌ | ❌ | |
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| | C# | Python | Java | Notes |
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|-----------------------------------|:---:|:------:|:----:|-------|
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| TextMemory Skill | ✅ | ✅ | 🔄 | |
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| ConversationSummary Skill | ✅ | ✅ | ❌ | |
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| FileIO Skill | ✅ | ✅ | ❌ | |
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| Http Skill | ✅ | ✅ | ❌ | |
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| Math Skill | ✅ | ✅ | ❌ | |
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| Text Skill | ✅ | ✅ | 🔄 | |
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| Time Skill | ✅ | ✅ | 🔄 | |
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| Wait Skill | ✅ | ❌ | ❌ | |
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## Planning
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| | C# | Python | Java | Notes |
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|-----------------------------------|:----:|:------:|:----:|-------|
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| Plan | ✅ | ✅ | ❌ | Need to port the Plan object model |
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| BasicPlanner | ❌ | ✅ | ❌ | |
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| ActionPlanner | ✅ | ❌ | ❌ | |
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| SequentialPlanner | ✅ | ❌ | ❌ | |
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| | C# | Python | Java | Notes |
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|-----------------------------------|:---:|:------:|:----:|-------|
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| Plan | ✅ | 🔄 | ❌ | Plan object model to be completed |
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| BasicPlanner | ❌ | ✅ | ❌ | |
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| ActionPlanner | ✅ | ❌ | ❌ | |
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| SequentialPlanner | ✅ | ❌ | ❌ | |
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## Memory Connectors, Vector storage
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| | C# | Python | Java | Notes |
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|---------------|:---:|:------:|:----:|-------|
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| Azure Search | ✅ | 🔄 | ❌ | Azure Cognitive Search under development, currently in private preview |
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| Qdrant | ✅ | ❌ | ❌ | |
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| Pinecone | ✅ | ❌ | ❌ | |
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| Weaviate | ❌ | ✅ | ❌ | Currently supported on Python 3.9-3.11, 3.8 coming soon |
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| ChromaDb | ❌ | ✅ | ❌ | |
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| Milvus | ❌ | ❌ | ❌ | Coming soon |
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| Sqlite | ✅ | ❌ | ❌ | Vector optimization requires [sqlite-vss](https://github.com/asg017/sqlite-vss) |
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| Postgres | ✅ | ❌ | ❌ | Vector optimization requires [pgvector](https://github.com/pgvector/pgvector) |
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| CosmosDB | ✅ | ❌ | ❌ | CosmosDB is not optimized for vector storage |
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## Connectors and Skill Libraries
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| | C# | Python | Java | Notes |
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|-----------------------------------|:----:|:------:|:----:|-------|
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| Qdrant (Memory) | ✅ | ❌ | ❌ | |
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| ChromaDb (Memory) | ❌ | 🔄 | ❌ | |
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| Milvus (Memory) | ❌ | ❌ | ❌ | |
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| Pinecone (Memory) | ✅ | ❌ | ❌ | |
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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 and Data Loading Skills (i.e. pdf, csv, docx, pptx) | ✅ | ❌ | ❌ | Currently only supports Word documents |
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| OpenAPI | ✅ | ❌ | ❌ | |
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| Web Search Skills (i.e. Bing, Google) | ✅ | ❌ | ❌ | |
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| Text Chunkers | 🔄 | 🔄 | ❌ | |
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## Design Choices
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| | C# | Python | Java | Notes |
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|---------------------------------------|:---:|:------:|:----:|-------|
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| MsGraph | ✅ | ❌ | ❌ | Contains connectors for OneDrive, Outlook, ToDos, and Organization Hierarchies |
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| Document and Data Loading Skills | ✅ | ❌ | ❌ | Pdf, csv, docx, pptx. Currently only supports Word documents |
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| OpenAPI | ✅ | ❌ | ❌ | |
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| Web Search Skills (i.e. Bing, Google) | ✅ | ❌ | ❌ | |
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| Text Chunkers | 🔄 | 🔄 | ❌ | |
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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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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
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in the interest of velocity and feature parity. The project is now going through
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a refactoring exercise to increase code quality.
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To make the Kernel as lightweight as possible, the core pip package should have
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a minimal set of external dependencies. On the other hand, the SDK should not
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reinvent mature solutions already available, unless of major concerns.
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To make the SDK as lightweight as possible, the core packages have
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a minimal set of external dependencies.

‎python/pyproject.toml

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[tool.poetry]
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name = "semantic-kernel"
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version = "0.2.9.dev"
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version = "0.3.0.dev"
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description = ""
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authors = ["Microsoft <SK-Support@microsoft.com>"]
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readme = "pip/README.md"

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