SeemGen/Services/LocalEmbeddingService.cs

using System.Text;
using Newtonsoft.Json;

public class LocalEmbeddingService
{
    private readonly HttpClient _httpClient;
    private readonly string _localOllamaUrl = "http://localhost:11434/api/embeddings";

    public LocalEmbeddingService()
    {
        _httpClient = new HttpClient();
    }

    public async Task<float[]> GenerateEmbeddingAsync(string text)
    {
        var payload = new
        {
            model = "bge-m3",
            prompt = text
        };

        var content = new StringContent(JsonConvert.SerializeObject(payload), Encoding.UTF8, "application/json");

        var response = await _httpClient.PostAsync(_localOllamaUrl, content);

        if (response.IsSuccessStatusCode)
        {
            var responseContent = await response.Content.ReadAsStringAsync();
            var result = JsonConvert.DeserializeObject<OllamaEmbeddingResponse>(responseContent);
            return result.Embedding;
        }
        else
        {
            var errorText = await response.Content.ReadAsStringAsync();
            throw new Exception($"Failed to generate embedding: {response.StatusCode} - {errorText}");
        }
    }
}

public class OllamaEmbeddingResponse
{
    [JsonProperty("embedding")]
    public float[] Embedding { get; set; }
}