review way to map metadata
github-actions opened this issue · 2 comments
github-actions commented
using Microsoft.SemanticKernel.Connectors.DuckDB;
using Microsoft.SemanticKernel.Memory;
namespace LangChain.Databases.DuckDb
{
public class DuckDbVectorCollection(
DuckDBMemoryStore 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 = MemoryRecord.LocalRecord(item.Id, item.Text, null, item.Embedding, metadata);
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.Text, 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.Text }).ToList() };
}
}
}
github-actions commented
Closed in 937cbe1
github-actions commented
Closed in 937cbe1