package embeddings import ( "context" "encoding/json" "fmt" "io" "net/http" "strings" ) // Config holds the settings for the Ollama embedder. type Config struct { BaseURL string // e.g. "http://localhost:11434" Model string // e.g. "nomic-embed-text" } // Ollama implements Embedder using Ollama's embedding API. type Ollama struct { baseURL string model string http *http.Client } // NewOllama creates a new Ollama embedder. func NewOllama(cfg Config) (*Ollama, error) { baseURL := cfg.BaseURL if baseURL == "" { baseURL = "http://localhost:11434" } model := cfg.Model if model == "" { model = "nomic-embed-text" } return &Ollama{ baseURL: baseURL, model: model, http: http.DefaultClient, }, nil } func (e *Ollama) Embed(ctx context.Context, text string) ([]float32, error) { endpoint := e.baseURL + "/api/embed" reqBody, err := json.Marshal(map[string]interface{}{ "model": e.model, "input": text, }) if err != nil { return nil, fmt.Errorf("marshaling request: %w", err) } httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint, strings.NewReader(string(reqBody))) if err != nil { return nil, fmt.Errorf("creating request: %w", err) } httpReq.Header.Set("Content-Type", "application/json") resp, err := e.http.Do(httpReq) if err != nil { return nil, fmt.Errorf("request failed: %w", err) } defer resp.Body.Close() if resp.StatusCode < 200 || resp.StatusCode >= 300 { body, _ := io.ReadAll(resp.Body) return nil, fmt.Errorf("API error %d: %s", resp.StatusCode, string(body)) } var apiResp ollamaEmbedResponse if err := json.NewDecoder(resp.Body).Decode(&apiResp); err != nil { return nil, fmt.Errorf("decoding response: %w", err) } return apiResp.Embedding, nil } func (e *Ollama) Dimensions() int { // Default for nomic-embed-text return 768 } type ollamaEmbedResponse struct { Embedding []float32 `json:"embedding"` }