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LangChain.Databases/src/SemanticKernel/src/SemanticKernelMemoryStoreCollection.cs
Line 18 in 709070b
| //TODO: review way to map metadata |
using Microsoft.SemanticKernel.Memory;
namespace LangChain.Databases.SemanticKernel;
public class SemanticKernelMemoryStoreCollection(IMemoryStore store,
string name = VectorCollection.DefaultName,
string? id = null)
: VectorCollection(name, id), IVectorCollection
{
public async Task<IReadOnlyCollection<string>> AddAsync(IReadOnlyCollection<Vector> items, CancellationToken cancellationToken = default)
{
items = items ?? throw new ArgumentNullException(nameof(items));
List<string> list = [];
foreach (var item in items)
{
string? metadata = null;
//TODO: review way to map metadata
if (item.Metadata != null)
metadata = string.Join("#", item.Metadata.Select(kv => kv.Key + "&" + kv.Value));
var record = new MemoryRecord
(
new MemoryRecordMetadata
(
isReference: false,
id: item.Id,
text: item.Text,
description: string.Empty,
externalSourceName: item.Text,
additionalMetadata: metadata ?? string.Empty
),
item.Embedding,
null,
null
);
var insert = await store.UpsertAsync(Name, record, cancellationToken).ConfigureAwait(false);
list.Add(insert);
}
return list;
}
public async Task<bool> DeleteAsync(IEnumerable<string> ids, CancellationToken cancellationToken = default)
{
await store.RemoveBatchAsync(Name, ids, cancellationToken).ConfigureAwait(false);
return true;
}
public async Task<Vector?> GetAsync(string id, CancellationToken cancellationToken = default)
{
var record = await store.GetAsync(Name, id, cancellationToken: cancellationToken).ConfigureAwait(false);
Dictionary<string, object>? metadata = null;
if (record?.Metadata?.AdditionalMetadata != null)
metadata = record.Metadata.AdditionalMetadata
.Split('#')
.Select(part => part.Split('&'))
.ToDictionary(split => split[0], split => (object)split[1]);
return record != null ? new Vector { Id = id, Text = record.Metadata.ExternalSourceName, Metadata = metadata } : null;
}
public async Task<bool> IsEmptyAsync(CancellationToken cancellationToken = default)
{
var collections = store.GetCollectionsAsync(cancellationToken);
return !(await collections.CountAsync(cancellationToken).ConfigureAwait(false) > 0);
}
public async Task<VectorSearchResponse> SearchAsync(VectorSearchRequest request, VectorSearchSettings? settings = null, CancellationToken cancellationToken = default)
{
request = request ?? throw new ArgumentNullException(nameof(request));
settings ??= new VectorSearchSettings();
var results = await store.GetNearestMatchesAsync(Name, request.Embeddings.First(), limit: settings.NumberOfResults, cancellationToken: cancellationToken)
.ToListAsync(cancellationToken).ConfigureAwait(false);
return new VectorSearchResponse { Items = results.Select(x => new Vector { Text = x.Item1.Metadata.ExternalSourceName }).ToList() };
}
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