stash

backend/config/search.go

@@ -1,5 +1,22 @@
 package config
 
+import m "github.com/garrettladley/mattress"
+
 type SearchSettings struct {
-	URI string `env:"URI"`
+	OpenAIApiKey *m.Secret[string]
+}
+
+type intermediateSearchSettings struct {
+	OpenAIApiKey string `env:"OPENAI_API_KEY`
+}
+
+func (i *intermediateSearchSettings) into() (*SearchSettings, error) {
+	openAiApiKey, err := m.NewSecret(i.OpenAIApiKey)
+	if err != nil {
+		return nil, err
+	}
+
+	return &SearchSettings{
+		OpenAIApiKey: openAiApiKey,
+	}, nil
 }

backend/config/settings.go

@@ -32,7 +32,7 @@ type intermediateSettings struct {
 	Calendar     intermediateCalendarSettings      `envPrefix:"SAC_CALENDAR_"`
 	Google       intermediateGoogleOAuthSettings   `envPrefix:"SAC_GOOGLE_OAUTH_"`
 	Microsft     intermediateMicrosoftOAuthSetting `envPrefix:"SAC_MICROSOFT_OAUTH_"`
-	Search       SearchSettings                    `envPrefix:"SAC_SEARCH_"`
+	Search       intermediateSearchSettings        `envPrefix:"SAC_SEARCH_"`
 }
 
 func (i *intermediateSettings) into() (*Settings, error) {
@@ -91,6 +91,11 @@ func (i *intermediateSettings) into() (*Settings, error) {
 		return nil, err
 	}
 
+	search, err := i.Search.into()
+	if err != nil {
+		return nil, err
+	}
+
 	return &Settings{
 		Application:  i.Application,
 		DBCache:      *dbCache,
@@ -104,7 +109,7 @@ func (i *intermediateSettings) into() (*Settings, error) {
 			Microsft: *microsoft,
 			AWS:      *aws,
 			Resend:   *resend,
-			Search:   i.Search,
+			Search:   *search,
 		},
 	}, nil
 }

backend/search/embeddings.go

@@ -0,0 +1,91 @@
+package search
+
+import (
+	"bytes"
+	"fmt"
+	"net/http"
+	"strconv"
+	"strings"
+
+	"github.com/GenerateNU/sac/backend/config"
+	"github.com/GenerateNU/sac/backend/entities/models"
+	"github.com/GenerateNU/sac/backend/utilities"
+	"github.com/goccy/go-json"
+	"github.com/gofiber/fiber/v2"
+	"gorm.io/gorm"
+)
+
+type CreateEmbeddingRequestBody struct {
+	Input []string `json:"input"`
+	Model string   `json:"model"`
+}
+
+type CreateEmbeddingResponseBody struct {
+	Data [][]float32 `json:"data"`
+}
+
+func UpsertClubEmbedding(db *gorm.DB, s *config.Settings, club *models.Club) error {
+	embedding, err :=
+		createEmbedding(s, fmt.Sprintf("%s %s %s", club.Name, club.Preview, club.Description))
+	if err != nil {
+		return err
+	}
+
+	embeddingArr := make([]string, len(embedding))
+	for i, f := range embedding {
+		embeddingArr[i] = strconv.FormatFloat(float64(f), 'f', -1, 32)
+	}
+	embeddingStr := strings.Join(embeddingArr, ", ")
+
+	queryString := fmt.Sprintf(
+		"UPDATE clubs SET embedding = '[%s]' WHERE id = '%s'", embeddingStr, club.ID.String())
+
+	if err := db.Exec(queryString).Error; err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func createEmbedding(s *config.Settings, item string) ([]float32, error) {
+	embeddingBody, err := json.Marshal(
+		CreateEmbeddingRequestBody{
+			Input: []string{item},
+			Model: "text-embedding-ada-002",
+		})
+	if err != nil {
+		return nil, err
+	}
+
+	req, err := http.NewRequest(fiber.MethodPost,
+		"https://api.openai.com/v1/embeddings",
+		bytes.NewBuffer(embeddingBody))
+	if err != nil {
+		return nil, err
+	}
+
+	req = utilities.ApplyModifiers(req,
+		utilities.Authorization(s.Integrations.Search.OpenAIApiKey.Expose()),
+		utilities.JSON(),
+	)
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return nil, err
+	}
+
+	defer resp.Body.Close()
+
+	var embeddingResultBody CreateEmbeddingResponseBody
+
+	err = json.NewDecoder(resp.Body).Decode(&embeddingResultBody)
+	if err != nil {
+		return nil, err
+	}
+
+	if len(embeddingResultBody.Data) < 1 {
+		return nil, err
+	}
+
+	return embeddingResultBody.Data[0], nil
+}