LM-Kit.NET のリリース

Released: Apr 22, 2025

2025.4.10 での更新項目

機能

  • Added support for running inference on ONNX models.
  • Added the HasImageEmbeddings property to the LM class.
  • Introduced the Summarizer.SummarizationIntent enumeration.
  • Added the Summarizer.Intent property to the Summarizer class.
  • Added model cards for nomic-embed-vision, granite3.3:2b and granite3.3:8b.
  • Optimized dynamic sampling mechanisms.
  • Added support for image embeddings.
  • Added the GetEmbeddings and GetEmbeddingsAsync overloads to the Embedder class to enable embeddings computation from...

Released: Apr 15, 2025

2025.4.9 での更新項目

機能

  • Improved translation engine.
  • Improved structured text extraction accuracy.
  • Improved compatibility with JSON schemas for structured text extraction.
  • Improved internal scheduler engine.
  • Global speed improvement, up to 20%.
  • Added GetTopCategories, GetTopCategoriesAsync, GetBestCategory and GetBestCategoryAsync overloads to the Categorization class to specify category descriptions.

Released: Apr 9, 2025

2025.4.7 での更新項目

機能

  • Added the HasSection method to the DataSource class.

Released: Apr 9, 2025

2025.4.6 での更新項目

機能

  • Introduced a new built-in vector database engine that permits handling small- to medium-sized vector collections on the file system without any dependency.
  • Introduced the StorageMode enumeration.
  • Added the DataSource.StorageMode property.
  • Added the LoadFromFile and LoadFromFileAsync methods to the DataSource class.
  • Added the OptimizeDataSource and OptimizeDataSourceAsync methods to the DataSource class.
  • Added the CreateFileDataSource, CreateInMemoryDataSource, CreateVectorStoreDataSource and...

Released: Apr 2, 2025

2025.4.1 での更新項目

機能

  • Introduced different DataSource storage modes, enabling storage of DataSource content directly in vector databases.
  • Introduced a new collection of open-source assemblies to bridge external vector databases with LM-Kit.NET. Currently, Qdrant is supported.
  • Introduced IVectorStore interface.
  • Introduced PointEntry class.
  • Added CollectionChanged event to the MetadataCollection class.
  • Added PropertyChanged event to the MetadataCollection class.
  • Added AddOrReplace method to the MetadataCollection...

Released: Mar 24, 2025

2025.3.6 での更新項目

機能

  • Added support for Mistral Small 3.1 model and added mistral-small-3.1 model card.
  • Added the GetText method to the Attachment class.
  • Added HTML format support to the Attachment class.
  • Strong performance improvements for the Vulkan backend.
  • Enhanced extraction accuracy in the structured text extraction engine.
  • Reduced VRAM/RAM usage.

Released: Mar 17, 2025

2025.3.5 での更新項目

機能

  • Added HandleUnknownCategory property to the Categorization class.
  • Added support for Gemma 3 vision.
  • Improved inference with Gemma 3 models family.
  • Improved internal context caching strategy.
  • Improved inference speed.

Released: Mar 12, 2025

2025.3.4 での更新項目

機能

  • Added support for Gemma 3 models family.
  • Added model cards for Qwen QwQ 32B, Gemma 3 1B, Gemma 3 4B, Gemma 3 12B and Gemma 3 27B.
  • Added the Guidance property to the Categorization class.

Released: Mar 11, 2025

2025.3.3 での更新項目

機能

  • Added SetElementsFromJsonScheme method to the TextExtraction class.
  • Added IsVisionRequired property to the Attachment class.
  • Added GetTopCategories and GetTopCategoriesAsync property to the Categorization class.
  • Added GetBestCategoryAsync and GetTopCategoriesAsync overloads to the Categorization class to enable classification from image attachments.

Released: Mar 3, 2025

2025.3.2 での更新項目

機能

  • Introduced the MemoryType enumeration.
  • Added SaveInformation overloads to the AgentMemory class to specify the type of memory to record.
  • Added SaveInformationAsync overloads to the AgentMemory class to specify the type of memory to record.
  • Added GetMemoryType static method to the AgentMemory class.
  • Added GetDataSource method to the RagEngine class.
  • Added TryGetDataSource method to the RagEngine class.
  • Added Get method to the MetadataCollection class.
  • Added TryGet method to the...