feat: implement Iteration 1 — AI recipe recommendations
Backend:
- Add Groq LLM client (llama-3.3-70b) for recipe generation with JSON
retry strategy (retries only on parse errors, not API errors)
- Add Pexels client for parallel photo search per recipe
- Add saved_recipes table (migration 004) with JSONB fields
- Add GET /recommendations endpoint (profile-aware prompt building)
- Add POST/GET/GET{id}/DELETE /saved-recipes CRUD endpoints
- Wire gemini, pexels, recommendation, savedrecipe packages in main.go
Flutter:
- Add Recipe, SavedRecipe models with json_serializable
- Add RecipeService (getRecommendations, getSavedRecipes, save, delete)
- Add RecommendationsNotifier and SavedRecipesNotifier (Riverpod)
- Add RecommendationsScreen with skeleton loading and refresh FAB
- Add RecipeDetailScreen (SliverAppBar, nutrition tooltip, steps with timer)
- Add SavedRecipesScreen with Dismissible swipe-to-delete and empty state
- Update RecipesScreen to TabBar (Recommendations / Saved)
- Add /recipe-detail route outside ShellRoute (no bottom nav)
- Extend ApiClient with getList() and deleteVoid()
Project:
- Add CLAUDE.md with English-only rule for comments and commit messages
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
138
backend/internal/recommendation/handler.go
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138
backend/internal/recommendation/handler.go
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package recommendation
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import (
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"context"
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"encoding/json"
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"log/slog"
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"net/http"
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"strconv"
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"sync"
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"github.com/food-ai/backend/internal/gemini"
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"github.com/food-ai/backend/internal/middleware"
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"github.com/food-ai/backend/internal/user"
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)
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// PhotoSearcher can search for a photo by text query.
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type PhotoSearcher interface {
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SearchPhoto(ctx context.Context, query string) (string, error)
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}
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// UserLoader can load a user profile by ID.
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type UserLoader interface {
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GetByID(ctx context.Context, id string) (*user.User, error)
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}
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// userPreferences is the shape of user.Preferences JSONB.
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type userPreferences struct {
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Cuisines []string `json:"cuisines"`
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Restrictions []string `json:"restrictions"`
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}
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// Handler handles GET /recommendations.
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type Handler struct {
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gemini *gemini.Client
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pexels PhotoSearcher
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userLoader UserLoader
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}
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// NewHandler creates a new Handler.
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func NewHandler(geminiClient *gemini.Client, pexels PhotoSearcher, userLoader UserLoader) *Handler {
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return &Handler{
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gemini: geminiClient,
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pexels: pexels,
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userLoader: userLoader,
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}
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}
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// GetRecommendations handles GET /recommendations?count=5.
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func (h *Handler) GetRecommendations(w http.ResponseWriter, r *http.Request) {
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userID := middleware.UserIDFromCtx(r.Context())
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if userID == "" {
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writeErrorJSON(w, http.StatusUnauthorized, "unauthorized")
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return
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}
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count := 5
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if s := r.URL.Query().Get("count"); s != "" {
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if n, err := strconv.Atoi(s); err == nil && n > 0 && n <= 20 {
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count = n
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}
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}
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u, err := h.userLoader.GetByID(r.Context(), userID)
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if err != nil {
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slog.Error("load user for recommendations", "user_id", userID, "err", err)
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writeErrorJSON(w, http.StatusInternalServerError, "failed to load user profile")
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return
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}
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req := buildRecipeRequest(u, count)
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recipes, err := h.gemini.GenerateRecipes(r.Context(), req)
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if err != nil {
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slog.Error("generate recipes", "user_id", userID, "err", err)
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writeErrorJSON(w, http.StatusServiceUnavailable, "recipe generation failed, please try again")
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return
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}
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// Fetch Pexels photos in parallel — each goroutine owns a distinct index.
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var wg sync.WaitGroup
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for i := range recipes {
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wg.Add(1)
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go func(i int) {
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defer wg.Done()
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imageURL, err := h.pexels.SearchPhoto(r.Context(), recipes[i].ImageQuery)
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if err != nil {
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slog.Warn("pexels photo search failed", "query", recipes[i].ImageQuery, "err", err)
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}
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recipes[i].ImageURL = imageURL
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}(i)
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}
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wg.Wait()
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writeJSON(w, http.StatusOK, recipes)
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}
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func buildRecipeRequest(u *user.User, count int) gemini.RecipeRequest {
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req := gemini.RecipeRequest{
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Count: count,
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DailyCalories: 2000, // sensible default
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}
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if u.Goal != nil {
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req.UserGoal = *u.Goal
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}
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if u.DailyCalories != nil && *u.DailyCalories > 0 {
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req.DailyCalories = *u.DailyCalories
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}
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if len(u.Preferences) > 0 {
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var prefs userPreferences
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if err := json.Unmarshal(u.Preferences, &prefs); err == nil {
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req.CuisinePrefs = prefs.Cuisines
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req.Restrictions = prefs.Restrictions
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}
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}
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return req
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}
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type errorResponse struct {
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Error string `json:"error"`
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}
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func writeErrorJSON(w http.ResponseWriter, status int, msg string) {
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w.Header().Set("Content-Type", "application/json")
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w.WriteHeader(status)
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if err := json.NewEncoder(w).Encode(errorResponse{Error: msg}); err != nil {
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slog.Error("write error response", "err", err)
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}
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}
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func writeJSON(w http.ResponseWriter, status int, v any) {
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w.Header().Set("Content-Type", "application/json")
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w.WriteHeader(status)
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if err := json.NewEncoder(w).Encode(v); err != nil {
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slog.Error("write JSON response", "err", err)
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}
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}
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