Class RagEngine

Namespace: LMKit.Retrieval

Assembly: LM-Kit.NET.dll

Provides the core functionalities required for Retrieval Augmented Generation (RAG) within a data processing system.

public sealed class RagEngine

Inheritance: object

RagEngine

Inherited Members: object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.ReferenceEquals(object, object)

object.ToString()

Constructors

RagEngine(LM, IVectorStore): Initializes a new instance of the RagEngine class using a specified model for embedding generation.

Properties

DataSources: Gets a read-only collection of DataSource objects that represent the imported content repositories used for retrieval operations.

DefaultTextChunking: Gets or sets the default text chunking configuration used by the RagEngine for splitting text into manageable partitions.

Filter: Gets or sets the filtering criteria used by the RagEngine when processing data sources and sections.

Methods

AddDataSource(DataSource): Registers a new DataSource repository with this instance, enabling it for retrieval operations.

AddDataSources(IEnumerable<DataSource>): Registers a collection of new DataSource repositories with this instance.

ClearDataSources(): Removes all DataSource objects managed by this instance, leaving no registered data sources.

FindMatchingPartitions(string, int, float, bool, bool, CancellationToken): Initiates a search operation to find similarities within the text entries contained in all registered DataSource objects.

FindMatchingPartitionsAsync(string, int, float, bool, bool, CancellationToken): Asynchronously initiates a search operation to find similarities within the text entries in all registered DataSource objects.

GetDataSource(string): Retrieves the DataSource with the specified identifier. Throws a KeyNotFoundException if the data source does not exist.

Import(Attachment, TextChunking, string, string, MetadataCollection, CancellationToken): Imports content from a single Attachment into a DataSource by creating a new section and attaching additional metadata.

Import(Attachment, TextChunking, string, string, CancellationToken): Imports content from a single Attachment into a DataSource by creating a new section.

Import(Attachment, string, string, MetadataCollection, CancellationToken): Imports content from a single Attachment into a DataSource by creating a new section and attaching additional metadata.

Import(Attachment, string, string, CancellationToken): Imports content from a single Attachment into a DataSource by creating a new section.

Import(IList<Attachment>, TextChunking, string, IList<string>, IList<MetadataCollection>, CancellationToken): Imports content from multiple Attachment instances into a DataSource, creating a new section for each attachment.

Import(IList<Attachment>, string, IList<string>, IList<MetadataCollection>, CancellationToken): Imports content from multiple Attachment instances into a DataSource, creating a new section for each attachment.

ImportAsync(Attachment, TextChunking, string, string, MetadataCollection, CancellationToken): Asynchronously imports content from a single Attachment into a DataSource by creating a new section and attaching additional metadata.

ImportAsync(Attachment, TextChunking, string, string, CancellationToken): Asynchronously imports content from a single Attachment into a DataSource by creating a new section.

ImportAsync(Attachment, string, string, MetadataCollection, CancellationToken): Asynchronously imports content from a single Attachment into a DataSource by creating a new section and attaching additional metadata.

ImportAsync(Attachment, string, string, CancellationToken): Asynchronously imports content from a single Attachment into a DataSource by creating a new section.

ImportAsync(IList<Attachment>, TextChunking, string, IList<string>, IList<MetadataCollection>, CancellationToken): Asynchronously imports content from multiple Attachment instances into a DataSource, creating a new section for each attachment.

ImportAsync(IList<Attachment>, string, IList<string>, IList<MetadataCollection>, CancellationToken): Asynchronously imports content from multiple Attachment instances into a DataSource, creating a new section for each attachment.

ImportText(IList<string>, TextChunking, string, IList<string>, IList<MetadataCollection>, CancellationToken): Imports an array of text strings into a DataSource, creating a new section for each text string.

ImportText(IList<string>, string, IList<string>, IList<MetadataCollection>, CancellationToken): Imports an array of text strings into a DataSource, creating a new section for each text string.

ImportText(string, TextChunking, string, string, MetadataCollection, CancellationToken): Imports a text string into a DataSource, creating a new section, and attaches additional metadata information.

ImportText(string, TextChunking, string, string, CancellationToken): Imports a text string into a DataSource, creating a new section.

ImportText(string, string, string, MetadataCollection, CancellationToken): Imports a text string into a DataSource, creating a new section, and attaches additional metadata information.

ImportText(string, string, string, CancellationToken): Imports a text string into a DataSource, creating a new section.

ImportTextAsync(IList<string>, TextChunking, string, IList<string>, IList<MetadataCollection>, CancellationToken): Asynchronously imports an array of text strings into a DataSource, creating a new section for each text string.

ImportTextAsync(IList<string>, string, IList<string>, IList<MetadataCollection>, CancellationToken): Asynchronously imports an array of text strings into a DataSource, creating a new section for each text string.

ImportTextAsync(string, TextChunking, string, string, MetadataCollection, CancellationToken): Asynchronously imports a text string into a DataSource, creating a new section, and attaches additional metadata information.

ImportTextAsync(string, TextChunking, string, string, CancellationToken): Asynchronously imports a text string into a DataSource, creating a new section.

ImportTextAsync(string, string, string, MetadataCollection, CancellationToken): Asynchronously imports a text string into a DataSource, creating a new section, and attaches additional metadata information.

ImportTextAsync(string, string, string, CancellationToken): Asynchronously imports a text string into a DataSource, creating a new section.

ImportTextFromFile(string, Encoding, TextChunking, string, string, MetadataCollection, CancellationToken): Imports text from a file into a DataSource by creating a new section, and attaches additional metadata information.

ImportTextFromFile(string, Encoding, TextChunking, string, string, CancellationToken): Imports text from a file into a DataSource by creating a new section.

ImportTextFromFile(string, Encoding, string, string, MetadataCollection, CancellationToken): Imports text from a file into a DataSource by creating a new section, and attaches additional metadata information.

ImportTextFromFile(string, Encoding, string, string, CancellationToken): Imports text from a file into a DataSource by creating a new section.

ImportTextFromFileAsync(string, Encoding, TextChunking, string, string, MetadataCollection, CancellationToken): Asynchronously imports text from a file into a DataSource, creating a new section and attaching additional metadata information.

ImportTextFromFileAsync(string, Encoding, TextChunking, string, string, CancellationToken): Asynchronously imports text from a file into a DataSource, creating a new section.

ImportTextFromFileAsync(string, Encoding, string, string, MetadataCollection, CancellationToken): Asynchronously imports text from a file into a DataSource, creating a new section and attaching additional metadata information.

ImportTextFromFileAsync(string, Encoding, string, string, CancellationToken): Asynchronously imports text from a file into a DataSource, creating a new section.

QueryPartitions(string, IEnumerable<PartitionSimilarity>, IConversation, CancellationToken): Generates a text result by querying specified text partitions and initiating a conversation within the provided chat context.

QueryPartitionsAsync(string, IEnumerable<PartitionSimilarity>, IConversation, CancellationToken): Asynchronously generates a text result by querying specified text partitions within the provided chat context.

RemoveDataSource(DataSource): Attempts to remove a specified DataSource from management. Returns true if removed, false otherwise.

RemoveDataSource(string): Removes a registered DataSource from the engine using its unique identifier.

TryGetDataSource(string, out DataSource): Attempts to retrieve the DataSource with the specified identifier without creating a new one.