LogoLogo
HomeNewsSupportVideos
  • Welcome
  • Wisej.NET
  • Concepts
    • Getting Started
    • General Concepts
    • Architecture
    • Extensibility
    • AI Providers
    • Vector Databases
    • Usage Metrics
    • Logging & Error Handling
  • Markup
  • Components
    • API
      • SmartAdapter
        • SmartAudioTTSAdapter
        • SmartAudioWhisperAdapter
        • SmartCalendarAdapter
        • SmartChartAdapter
        • SmartChartJS3Adapter
        • SmartChatBoxAdapter
        • SmartComboBoxAdapter
        • SmartCopilotAdapter
        • SmartDataEntryAdapter
        • SmartDocumentAdapter
        • SmartFullCalendarAdapter
        • SmartObjectAdapter
        • SmartPictureBoxAdapter
        • SmartQueryAdapter
        • SmartRealtimeAdapter
        • SmartReportAdapter
        • SmartTextBoxAdapter
        • SmartAdapter.ExtendsAttribute
        • SmartAdapter.FieldNameAttribute
        • SmartAdapter.FieldPromptAttribute
        • SmartAdapter.FieldRectangleAttribute
        • SmartAdapter.WorksWithAttribute
      • SmartEndpoint
        • AmazonBedrockEndpoint
        • AnthropicEndpoint
        • AzureAIEndpoint
        • CerebrasEndpoint
        • DeepSeekEndpoint
        • GoogleAIEndpoint
        • GroqCloudEndpoint
        • GroqCloudEndpointWhisper
        • HuggingFaceEndpoint
        • HuggingFaceJavaScriptEndpoint
        • LocalAIEndpoint
        • LocalAIEndpointImageGen
        • LocalAIEndpointTTS
        • LocalAIEndpointWhisper
        • NvidiaAIEndpoint
        • OllamaEndpoint
        • OpenAIEndpoint
        • OpenAIEndpointDallE
        • OpenAIEndpointRealtime
        • OpenAIEndpointTTS
        • OpenAIEndpointWhisper
        • SambaNovaEndpoint
        • SmartHttpEndpoint
        • TogetherAIEndpoint
        • XAIEndpoint
        • SmartEndpoint.Metrics
        • SmartEndpoint.Response
      • SmartExtensions
      • SmartHub
        • SmartSession.ConvertParameterEventArgs
        • SmartSession.ConvertParameterEventHandler
        • SmartSession.ErrorEventArgs
        • SmartSession.ErrorEventHandler
        • SmartSession.InvokeToolEventArgs
        • SmartSession.InvokeToolEventHandler
        • SmartSession.MessagesEventArgs
        • SmartSession.MessagesEventHandler
      • SmartObject
      • SmartPrompt
        • SmartAgentPrompt
        • SmartParallelPrompt
        • SmartPrompt.Parameter
        • SmartSession.ConvertParameterEventArgs
        • SmartSession.ConvertParameterEventHandler
        • SmartSession.ErrorEventArgs
        • SmartSession.ErrorEventHandler
        • SmartSession.InvokeToolEventArgs
        • SmartSession.InvokeToolEventHandler
        • SmartSession.MessagesEventArgs
        • SmartSession.MessagesEventHandler
      • SmartRealtimeSession
      • SmartSession
        • SmartSession.ConvertParameterEventArgs
        • SmartSession.ConvertParameterEventHandler
        • SmartSession.ErrorEventArgs
        • SmartSession.ErrorEventHandler
        • SmartSession.InvokeToolEventArgs
        • SmartSession.InvokeToolEventHandler
        • SmartSession.Message
        • SmartSession.MessageCollection
        • SmartSession.MessageRole
        • SmartSession.MessagesEventArgs
        • SmartSession.MessagesEventHandler
        • SmartSession.TrimmingStrategy
      • SmartTool
        • SmartTool.IToolProvider
        • SmartTool.ToolAttribute
        • SmartTool.ToolContext
      • Markup
        • MarkupExtensions
      • Controls
        • UVLightOverlay
      • Embeddings
        • EmbeddedDocument
        • Embedding
        • Matches
        • Metadata
      • Helpers
        • ApiKeys
        • Markdown
        • TextTokenizer
      • Services
        • DefaultSessionTrimmingService
        • IDocumentConversionService
          • DefaultDocumentConversionService
        • IEmbeddingGenerationService
          • DefaultEmbeddingGenerationService
          • HuggingFaceEmbeddingGenerationService
        • IEmbeddingStorageService
          • AzureAISearchEmbeddingStorageService
          • ChromaEmbeddingStorageService
          • FileSystemEmbeddingStorageService
          • MemoryEmbeddingStorageService
          • PineconeEmbeddingStorageService
          • QdrantEmbeddingStorageService
        • IHttpClientService
          • DefaultHttpClientService
        • ILoggerService
          • DefaultLoggerService
        • IOCRService
          • DefaultOCRService
        • IRerankingService
          • DefaultRerankingService
          • LocalAIRerankingService
          • PineconeRerankingService
        • ISessionTrimmingService
          • DefaultSessionTrimmingService
        • ITextSplitterService
          • RecursiveCharacterTextSplitterService
          • TextSplitterServiceBase
        • ITokenizerService
          • DefaultTokenizerService
        • IWebSearchService
          • BingWebSearchService
          • BraveWebSearchService
          • GoogleWebSearchService
      • Tools
        • ArxivTools
        • ChartJS3Tools
        • DatabaseTools
        • DataTableFilterTools
        • DocumentSearchTools
        • DocumentTools
        • FullCalendarTools
        • IToolsContainer
        • MathTools
        • ToolsContainer
        • UtilityTools
        • WebSearchTools
    • Built-in Services
      • IOCRService
      • ILoggerService
      • ITextSplitterService
      • ITokenizerService
      • IHttpClientService
      • IWebSearchService
      • IRerankingService
      • ISessionTrimmingService
      • IDocumentConversionService
      • IEmbeddingStorageService
      • IEmbeddingGenerationService
    • Built-in SmartTools
      • ToolsContainer
      • MathTools
      • UtilityTools
      • DatabaseTools
      • DocumentTools
      • DocumentSearchTools
      • WebSearchTools
      • ChartJS3Tools
      • FullCalendarTools
    • Built-in SmartAdapters
      • SmartAdapter
      • SmartAudioTTSAdapter
      • SmartAudioWhisperAdapter
      • SmartCalendarAdapter
      • SmartChartAdapter
      • SmartChartJS3Adapter
      • SmartChatBoxAdapter
      • SmartComboBoxAdapter
      • SmartCopilotAdapter
      • SmartDataEntryAdapter
      • SmartDocumentAdapter
      • SmartFullCalendarAdapter
      • SmartObjectAdapter
      • SmartPictureBoxAdapter
      • SmartQueryAdapter
      • SmartRealtimeAdapter
      • SmartReportAdapter
      • SmartTextBoxAdapter
    • Configure Services
    • Using SmartHub
    • Using SmartTools
    • Using SmartPrompt
    • Using SmartSession
    • Using SmartRealTimeAdapter
    • UVLightOverlay Control
Powered by GitBook
On this page
  • Properties
  • Endpoint
  • MaxArraySize
  • VectorSize
  • Methods
  • EmbedAsync(chunks)
  • Implemented By
Export as PDF
  1. Components
  2. API
  3. Services

IEmbeddingGenerationService

Wisej.AI.Services.IEmbeddingGenerationService

PreviousDefaultDocumentConversionServiceNextDefaultEmbeddingGenerationService

Last updated 5 days ago

Namespace: Wisej.AI.Services

Assembly: Wisej.AI (3.5.0.0)

Represents a service capable of generating embeddings from provided text chunks.

public interface IEmbeddingGenerationService
Public Interface IEmbeddingGenerationService

Properties

Endpoint

: Gets or sets the endpoint configuration for the embedding generation service.

MaxArraySize

: Gets or sets the maximum number of text chunks that can be sent as an array to the provider.

VectorSize

: Gets or sets the dimension of the embedding vectors.

Methods

EmbedAsync(chunks)

Asynchronously generates an embedding from the specified array of text chunks.

Parameter
Type
Description

chunks

An array of strings representing the text chunks to be embedded. The array can be empty.

This method processes the supplied text chunks and returns an embedding that captures the semantic information contained within the text. Usage example:


  IEmbeddingGenerationService embeddingService = new EmbeddingGenerationServiceImplementation();
  embeddingService.Endpoint = new SmartEndpoint("http://example.com/api");
  string[] textChunks = { "This is a sample text.", "Another piece of text." };
  Embedding result = await embeddingService.EmbedAsync(textChunks);

Note that the quality and characteristics of the generated embedding depend on the implementation details of the embedding service.

Implemented By

Name
Description

Represents a service for generating embeddings using the Hugging Face API.

Returns: . A task representing the asynchronous operation, with a result of type .

Represents a service that provides functionality to generate embeddings for given text inputs using a

Task<Embedding>
Embedding
String[]
DefaultEmbeddingGenerationService
SmartEndpoint
HuggingFaceEmbeddingGenerationService
SmartEndpoint
Int32
Int32