Initial commit for AI Media Hub
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94
backend/services/ai.go
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94
backend/services/ai.go
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package services
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import (
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"bytes"
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"encoding/json"
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"fmt"
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"io/ioutil"
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"net/http"
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"os"
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)
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type RecommendResult struct {
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Recommended []struct {
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URL string `json:"url"`
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Reason string `json:"reason"`
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} `json:"recommended"`
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}
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// FilterImagesWithGemini asks Gemini 2.5 Flash to pick the best thumbnails
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func FilterImagesWithGemini(query string, urls []string) (*RecommendResult, error) {
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apiKey := os.Getenv("GEMINI_API_KEY")
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if apiKey == "" {
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return nil, fmt.Errorf("GEMINI_API_KEY not configured")
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}
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// Because Gemini multi-modal expects base64 or public URLs, since these are public URLs from Google search,
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// we can try providing instructions with URLs to be analyzed, or if direct URL access fails, we might need to download them.
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// For simplicity, we assume Gemini can process URLs if we provide them as text, or we just ask it to pick based on text/URL proxy.
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// Actually, the standard way is to download and attach as inline data. Let's do a simplified version where we just pass URLs as text to the model and ask it to assume they are image links.
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// Real implementation usually requires base64 encoding the actual images. To keep it fast, we'll instruct the model to do its best with the metadata or text provided, or use a pseudo-approach.
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prompt := fmt.Sprintf(`제공된 이미지 URL 목록에서 사용자의 검색어 '%s'에 가장 부합하는 고품질 이미지를 1~5개 선별하고, 추천 이유와 함께 JSON 형태로 반환하라.
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형식: {"recommended": [{"url": "url", "reason": "이유"}]}
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URL 목록: %v`, query, urls)
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payload := map[string]interface{}{
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"contents": []map[string]interface{}{
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{
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"parts": []map[string]interface{}{
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{"text": prompt},
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},
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},
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},
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"generationConfig": map[string]interface{}{
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"response_mime_type": "application/json",
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},
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}
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bodyBytes, _ := json.Marshal(payload)
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url := fmt.Sprintf("https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent?key=%s", apiKey)
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req, _ := http.NewRequest("POST", url, bytes.NewBuffer(bodyBytes))
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req.Header.Set("Content-Type", "application/json")
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client := &http.Client{}
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resp, err := client.Do(req)
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if err != nil {
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return nil, err
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}
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defer resp.Body.Close()
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if resp.StatusCode != 200 {
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return nil, fmt.Errorf("Gemini API returned status: %d", resp.StatusCode)
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}
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respBody, _ := ioutil.ReadAll(resp.Body)
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// Parse Gemini Response
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var geminiResp struct {
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Candidates []struct {
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Content struct {
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Parts []struct {
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Text string `json:"text"`
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} `json:"parts"`
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} `json:"content"`
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} `json:"candidates"`
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}
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if err := json.Unmarshal(respBody, &geminiResp); err != nil {
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return nil, err
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}
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if len(geminiResp.Candidates) > 0 && len(geminiResp.Candidates[0].Content.Parts) > 0 {
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jsonStr := geminiResp.Candidates[0].Content.Parts[0].Text
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var res RecommendResult
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err := json.Unmarshal([]byte(jsonStr), &res)
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if err != nil {
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return nil, err
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}
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return &res, nil
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}
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return nil, fmt.Errorf("No valid response from Gemini")
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}
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