97 lines
2.1 KiB
Go
97 lines
2.1 KiB
Go
package main
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import (
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"strings"
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"time"
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)
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const defaultModel = "text-embedding-3-small"
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const defaultBaseURL = "https://api.openai.com/v1"
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type embedder struct {
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apiKey string
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model string
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baseURL string
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httpClient *http.Client
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}
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func newEmbedder(apiKey, model, baseURL string) *embedder {
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if model == "" {
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model = defaultModel
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}
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if baseURL == "" {
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baseURL = defaultBaseURL
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}
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return &embedder{
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apiKey: apiKey,
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model: model,
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baseURL: strings.TrimRight(baseURL, "/"),
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httpClient: &http.Client{
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Timeout: 30 * time.Second,
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},
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}
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}
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type embeddingRequest struct {
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Input string `json:"input"`
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Model string `json:"model"`
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EncodingFormat string `json:"encoding_format,omitempty"`
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}
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type embeddingResponse struct {
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Data []struct {
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Embedding []float32 `json:"embedding"`
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} `json:"data"`
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}
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func (e *embedder) embedText(ctx context.Context, text string) ([]float32, error) {
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reqBody := embeddingRequest{
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Input: text,
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Model: e.model,
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}
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body, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("marshal embedding request: %w", err)
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}
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req, err := http.NewRequestWithContext(ctx, http.MethodPost, e.baseURL+"/embeddings", bytes.NewReader(body))
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if err != nil {
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return nil, fmt.Errorf("create embedding request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", "Bearer "+e.apiKey)
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resp, err := e.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("embedding request: %w", err)
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}
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defer resp.Body.Close()
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respBody, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("read embedding response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("embedding API error %d: %s", resp.StatusCode, string(respBody))
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}
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var embResp embeddingResponse
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if err := json.Unmarshal(respBody, &embResp); err != nil {
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return nil, fmt.Errorf("unmarshal embedding response: %w", err)
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}
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if len(embResp.Data) == 0 {
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return nil, fmt.Errorf("no embedding returned")
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}
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return embResp.Data[0].Embedding, nil
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}
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