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v2.21.0

11 months ago by Craig Adam

New Features

AI Models: Supported Response Formats

  • Introduced the SupportedResponseFormats field for AI Models, allowing specification of response formats such as Any, Text, JSON, Markdown, or Model Specific. This enhancement provides flexibility for future expansions.

AI Prompts: Response Format Specification

  • Added the ResponseFormat field to AI Prompts, enabling users to define desired response formats aligned with the supported formats of the selected AI model.
  • Implemented the ModelSpecificResponseFormat field (nvarchar(max)) to accommodate custom JSON schemas for structured outputs, supporting models like OpenAI and Google.

BaseLLM Enhancements

  • Updated BaseLLM to support the new response format features. Subclasses for providers supporting JSON mode (e.g., OpenAI, Groq) have been configured accordingly for immediate use.

Entity Metadata: New Columns

  • ScopeDefault: Introduced a column with options Users, Admins, AI, All, or any combination thereof (comma-delimited). Entities with All or AI in this field are processed accordingly.

  • RowsToPackWithSchema: Added a column to specify data packing preferences with options None, All, or Sample. For "type tables," setting this to All includes all rows; for others, Sample can be used to include a subset.

  • RowsToPackSampleMethod: Defined methods (random, top n, bottom n) to select rows when RowsToPackWithSchema is set to Sample.

  • RowsToPackSampleCount: Specified the number of rows to include in the sample.

  • RowsToPackSampleOrder: Determined the ordering of rows for sampling, allowing sorting (e.g., by OrderDate DESC) before selecting the top N rows.

Entity Field Metadata Additions

  • ScopeDefault: Applied at the field level to refine data inclusion, enabling exclusion of unnecessary columns.

  • AutoUpdateRelatedEntityInfo: A boolean field (defaulting to true) controlling whether CodeGen updates the RelatedEntityID and RelatedEntityFieldName columns. For schemas lacking foreign keys, setting this to false allows manual configuration, providing essential relationship information.

  • ValuesToPackWithSchema: An attribute with options All, None, or Auto (default). Auto includes associated value lists; All runs a DISTINCT query to gather the full range of underlying table values, enhancing model query capabilities.

Entity Relationship Metadata

  • AutoUpdateFromSchema: Introduced a boolean field (defaulting to true). Setting this to false grants manual control over relationship records, complementing the above features.

Skip Integration

  • To utilize these enhancements in Skip, upgrade to the upcoming 2.21.0 build. Update prompts to enable JSON as needed, and ensure the new metadata is passed into BaseLLM calls.