package memory import ( "bytes" "context" "encoding/json" "fmt" "io" "net/http" "time" ) // APIEmbedder generates text embeddings via OpenAI-compatible API. type APIEmbedder struct { baseURL string apiKey string model string httpClient *http.Client } // NewAPIEmbedder creates a new embedding service. func NewAPIEmbedder(baseURL, apiKey, model string) *APIEmbedder { return &APIEmbedder{ baseURL: baseURL, apiKey: apiKey, model: model, httpClient: &http.Client{ Timeout: 30 * time.Second, }, } } type embRequest struct { Input []string `json:"input"` Model string `json:"model"` } type embResponse struct { Data []embData `json:"data"` Error *embError `json:"error,omitempty"` } type embData struct { Embedding []float64 `json:"embedding"` } type embError struct { Message string `json:"message"` } // Embed generates an embedding vector for the given text. func (e *APIEmbedder) Embed(ctx context.Context, text string) ([]float64, error) { if !e.IsAvailable() { return nil, fmt.Errorf("embedding service not available") } reqBody := embRequest{ Input: []string{text}, Model: e.model, } jsonBody, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("marshal embedding request: %w", err) } req, err := http.NewRequestWithContext(ctx, "POST", e.baseURL+"/embeddings", bytes.NewReader(jsonBody)) if err != nil { return nil, fmt.Errorf("create embedding request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", "Bearer "+e.apiKey) resp, err := e.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("embedding request failed: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("read embedding response: %w", err) } var embResp embResponse if err := json.Unmarshal(body, &embResp); err != nil { return nil, fmt.Errorf("parse embedding response: %w", err) } if embResp.Error != nil { return nil, fmt.Errorf("embedding API error: %s", embResp.Error.Message) } if len(embResp.Data) == 0 { return nil, fmt.Errorf("no embedding returned") } return embResp.Data[0].Embedding, nil } // IsAvailable checks if the embedding service is configured. func (e *APIEmbedder) IsAvailable() bool { return e.apiKey != "" && e.baseURL != "" }