using System.Text.Json.Serialization; using AIStudio.Chat; using AIStudio.Settings.DataModel; using AIStudio.Tools.RAG; namespace AIStudio.Settings; /// /// The common interface for the data sources in DataSources, which classic RAG, Semantic Search and the agents read. /// [JsonPolymorphic(TypeDiscriminatorPropertyName = "$type_discriminator")] [JsonDerivedType(typeof(DataSourceLocalDirectory), nameof(DataSourceType.LOCAL_DIRECTORY))] [JsonDerivedType(typeof(DataSourceLocalFile), nameof(DataSourceType.LOCAL_FILE))] [JsonDerivedType(typeof(DataSourceERI_V1), nameof(DataSourceType.ERI_V1))] public interface IDataSource : IDataSourceBase { /// /// The maximum number of matches one retrieval returns. Searched page by page, it is the size of a page. /// public ushort MaxMatches { get; init; } /// /// Where a chat may still send data, once content of this data source reached it. /// /// /// Read it through DataSourceOutboundDataExtensions.GetEffectiveOutboundDataRestriction, never /// on its own: an organization may demand a stricter level, see /// DataSourceSecuritySettings.MinimumOutboundDataRestriction, and so does a data source which only /// self-hosted providers may see. /// public OutboundDataRestriction OutboundDataRestriction { get; init; } /// /// The last page which can be retrieved from this data source. /// /// /// By default, as many pages as RetrievalPaging.GetLastPage allows for the page size. A data /// source which cannot page that far says so itself. It is a method rather than a property, so /// that it never ends up in the settings. /// /// The number of the last page, which is at least 1. public int GetLastPage() => RetrievalPaging.GetLastPage(this.MaxMatches); /// /// Perform the data retrieval process. /// /// The last user prompt from the chat. /// The chat thread. /// The cancellation token. /// The retrieved data context. public Task> RetrieveDataAsync(IContent lastUserPrompt, ChatThread thread, CancellationToken token = default); /// /// Search the data source for a query of its own, one page at a time. /// /// /// Unlike the retrieval above, the query need not be what the user wrote last: Semantic Search /// lets the model work it out from the conversation, and search as often as it takes. The first /// page holds what the retrieval above finds for the same text. How the pages are cut is /// described in RetrievalPaging. /// /// Since the user did not write the query, the user is not told about problems with it. They /// arrive in RetrievalPage.Gaps instead, together with everything else which kept the search /// from covering the whole data source. /// /// What to search for. /// The page to retrieve, from 1 up to GetLastPage. /// The chat thread. /// The cancellation token. /// The retrieved data contexts of this page, whether the next page is worth asking for, and what the search could not cover. /// The page is below 1 or beyond the last page. public Task RetrieveDataAsync(string query, int page, ChatThread thread, CancellationToken token = default); }