using BotSharp.Abstraction.MLTasks;
using Microsoft.Extensions.Configuration;
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.AI.Embeddings;
using Microsoft.SemanticKernel.Memory;
using Microsoft.SemanticKernel.Plugins.Memory;
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
namespace BotSharp.Plugin.SemanticKernel
{
///
/// Use Semantic Kernel Memory as text embedding provider
///
public class SemanticKernelTextEmbeddingProvider : ITextEmbedding
{
private readonly ITextEmbeddingGeneration _embedding;
private readonly IConfiguration _configuration;
///
/// Constructor of
///
public SemanticKernelTextEmbeddingProvider(ITextEmbeddingGeneration embedding, IConfiguration configuration)
{
this._embedding = embedding;
this._configuration = configuration;
this.Dimension = configuration.GetValue("SemanticKernel:Dimension");
}
///
public int Dimension { get; set; }
///
public async Task GetVectorAsync(string text)
{
return (await this._embedding.GenerateEmbeddingAsync(text)).ToArray();
}
///
public async Task> GetVectorsAsync(List texts)
{
var embeddings = await this._embedding.GenerateEmbeddingsAsync(texts);
return embeddings.Select(_ => _.ToArray())
.ToList();
}
}
}