MemoryEmbeddingStorageService

Wisej.AI.Services.MemoryEmbeddingStorageService

Namespace: Wisej.AI.Services

Assembly: Wisej.AI (3.5.0.0)

Provides an in-memory implementation of the IEmbeddingStorageService interface.

C#

public class MemoryEmbeddingStorageService : IEmbeddingStorageService

VB.NET

This service stores embedded documents in memory using a dictionary. It supports operations such as checking for existence, querying, removing, retrieving, and storing documents.

Constructors

MemoryEmbeddingStorageService()

Initializes a new instance of MemoryEmbeddingStorageService.

Methods

ExistsAsync(collectionName, documentName)

Checks if a document exists in the specified collection.

Parameter	Type	Description
collectionName	String	The name of the collection.
documentName	String	The name of the document.

Returns: Task<Boolean>. A task that represents the asynchronous operation. The task result contains a boolean indicating whether the document exists.

QueryAsync(collectionName, query, topN, minSimilarity, filter)

Queries the specified collection for documents similar to the provided query vector.

Parameter	Type	Description
collectionName	String	The name of the collection.
query	Single[]	The query vector to compare against.
topN	Int32	The number of top similar documents to return.
minSimilarity	Single	The minimum similarity threshold for documents to be considered.
filter	Predicate<EmbeddedDocument>	An optional filter predicate to apply to documents. Default is null.

Returns: Task<EmbeddedDocument[]>. A task that represents the asynchronous operation. The task result contains an array of EmbeddedDocument objects.

QueryAsync(collectionName, documentName, query, topN, minSimilarity)

Queries a specific document in the collection for similarity to the provided query vector.

Parameter	Type	Description
collectionName	String	The name of the collection.
documentName	String	The name of the document.
query	Single[]	The query vector to compare against.
topN	Int32	The number of top similar chunks to return.
minSimilarity	Single	The minimum similarity threshold for chunks to be considered.

Returns: Task<EmbeddedDocument>. A task that represents the asynchronous operation. The task result contains the EmbeddedDocument with the top similar chunks.

Throws:

• ArgumentNullException Thrown when the document is null.

RemoveAsync(collectionName, filter)

Removes documents from the specified collection that match the given filter.

Parameter	Type	Description
collectionName	String	The name of the collection.
filter	Predicate<EmbeddedDocument>	An optional filter predicate to apply to documents. Default is null.

Returns: Task. A task that represents the asynchronous operation.

RemoveAsync(collectionName, documentName)

Removes a specific document from the collection.

Parameter	Type	Description
collectionName	String	The name of the collection.
documentName	String	The name of the document.

Returns: Task. A task that represents the asynchronous operation.

RetrieveAsync(collectionName, documentName, includeEmbedding)

Retrieves a specific document from the collection.

Parameter	Type	Description
collectionName	String	The name of the collection.
documentName	String	The name of the document.
includeEmbedding	Boolean	Indicates whether to include the embedding in the retrieved document.

Returns: Task<EmbeddedDocument>. A task that represents the asynchronous operation. The task result contains the EmbeddedDocument.

RetrieveAsync(collectionName, includeEmbedding, filter)

Retrieves all documents from the specified collection that match the given filter.

Parameter	Type	Description
collectionName	String	The name of the collection.
includeEmbedding	Boolean	Indicates whether to include the embedding in the retrieved documents.
filter	Predicate<EmbeddedDocument>	An optional filter predicate to apply to documents. Default is null.

Returns: Task<EmbeddedDocument[]>. A task that represents the asynchronous operation. The task result contains an array of EmbeddedDocument objects.

StoreAsync(collectionName, document)

Stores a document in the specified collection.

Parameter	Type	Description
collectionName	String	The name of the collection.
document	EmbeddedDocument	The document to store.

Returns: Task. A task that represents the asynchronous operation.

Throws:

• ArgumentNullException Thrown when the document is null.

Implements

Name	Description
IEmbeddingStorageService	Represents a service for storing and querying embedded documents within specified collections.