diff --git a/ai.go b/ai.go
index 1c82019..1b6646b 100644
--- a/ai.go
+++ b/ai.go
@@ -4,17 +4,54 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"gitea.cdlsxd.cn/self-tools/l_ai_category/doubao"
-	"github.com/volcengine/volcengine-go-sdk/service/arkruntime/model"
+	"gitea.cdlsxd.cn/self-tools/l_request"
 	"strconv"
 	"strings"
 )
 
+func GetCategoryWithSelf(ctx context.Context, goodsName string, address string) (cateId int, confidence float64, err error) {
+	cateId, name, confidence, err := getCategoryWithAi(ctx, goodsName, address)
+	fmt.Printf("商品：%s,所属分类：%s,置信度：%f\n", goodsName, name, confidence)
+	return
+}
+
+type CatRes struct {
+	Predictions []struct {
+		Category   string  `json:"category"`
+		Confidence float64 `json:"confidence"`
+	} `json:"predictions"`
+	Status string `json:"status"`
+}
+
+func getCategoryWithAi(ctx context.Context, goodsName string, address string) (cateId int, cateName string, confidence float64, err error) {
+	request := map[string]interface{}{
+		"product_names": goodsName,
+	}
+	req := l_request.Request{
+		Method: "POST",
+		Url:    address,
+		Json:   request,
+	}
+	res, err := req.Send()
+	if err != nil {
+		return
+	}
+	var resMap CatRes
+	err = json.Unmarshal(res.Content, &resMap)
+	if err != nil {
+		return
+	}
+	cateInfo := strings.Split(resMap.Predictions[0].Category, "_")
+	cateId, _ = strconv.Atoi(cateInfo[1])
+	return cateId, cateInfo[0], resMap.Predictions[0].Confidence, nil
+}
+
 type Category struct {
-	Id    int    `json:"id"`
-	Name  string `json:"name"`
-	Level int    `json:"level"`
-	Pid   int    `json:"pid"`
+	Id    int         `json:"id"`
+	Name  string      `json:"name"`
+	Level int         `json:"level"`
+	Pid   int         `json:"pid"`
+	Pids  map[int]int `json:"pid"`
 }
 
 type CategoryDic struct {
@@ -25,58 +62,7 @@ type QuesStruct struct {
 	Name string `json:"name"`
 }
 
-func GetCategory(ctx context.Context, goodsName, key, chatModel string, catePath []map[int][]*CategoryDic) (cate3 int, err error) {
-	var (
-		usage1 int
-		usage2 int
-		usage3 int
-	)
-	defer func() {
-		fmt.Printf("第一次用量：%d,第二次用量：%d,第三次用量：%d,总共花费：%d \n", usage1, usage2, usage3, usage1+usage2+usage3)
-	}()
-	cate1Json, _ := json.Marshal(catePath[0][1])
-	cate1, usage1, err := ques(ctx, goodsName, key, chatModel, cate1Json, "")
-	if err != nil || cate1 == 0 {
-		return
-	}
-	cate2Json, _ := json.Marshal(catePath[1][cate1])
-	cate2, usage2, err := ques(ctx, goodsName, key, chatModel, cate2Json, "")
-	if err != nil || cate2 == 0 {
-		return
-	}
-	cate3Json, _ := json.Marshal(catePath[2][cate2])
-	cate3, usage3, err = ques(ctx, goodsName, key, chatModel, cate3Json, "匹配一个最相近的，或者商品名称里面包含的分类")
-
-	return
-}
-
-func ques(ctx context.Context, goodsName, key, chatModel string, cateJson []byte, exCommand string) (categoryId int, usage int, err error) {
-	var quesList []*QuesStruct
-	err = json.Unmarshal(cateJson, &quesList)
-	quesByte, _ := json.Marshal(quesList)
-	modelObj := doubao.NewDouBao(chatModel, key)
-	text := []string{
-		"根据商品名称,从json中找到该商品对应的分类的数字id[goodsName]" + goodsName + "[/goodsName]",
-		"-只返回数字,不要有其他文字和字符",
-		"-JSON数据：" + string(quesByte),
-	}
-	if exCommand != "" {
-		text = append(text, exCommand)
-	}
-
-	text = append(text, "-如果无法匹配，则返回0")
-
-	category, usage, err := modelObj.GetData(ctx, key, model.ChatMessageRoleUser, func(input string) (string, error) {
-		cleaned := strings.ReplaceAll(input, "\n", "")
-		return cleaned, nil
-	}, text...)
-	if err != nil {
-		return
-	}
-	categoryId, err = strconv.Atoi(category)
-	if err != nil {
-		err = fmt.Errorf("为找到分类")
-		categoryId = 0
-	}
-	return
+type Req struct {
+	Text string   `json:"text"`
+	Cate []string `json:"cate"`
 }
diff --git a/ai_test.go b/ai_test.go
index 25a438f..9605056 100644
--- a/ai_test.go
+++ b/ai_test.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"fmt"
 	"gitea.cdlsxd.cn/self-tools/l_ai_category/utils_gorm"
-	"sync"
 	"testing"
 	"time"
 )
@@ -15,38 +14,33 @@ const (
 	table     = "category"
 	modelType = "deepseek-r1-distill-qwen-32b-250120"
 	key       = "03320e58-6a0b-4061-a22b-902039f2190d"
+	Address   = "http://8.147.107.207:5000/predict"
 )
 
-func TestCategory(t *testing.T) {
-	path := getPath()
-	res, err := GetCategory(context.Background(), "半亩花田倍润身体乳（失重玫瑰）250ml@默认", "03320e58-6a0b-4061-a22b-902039f2190d", modelType, path)
-	t.Log(res, err)
-}
-
 func TestCategoryGoodsSet(t *testing.T) {
-	var wg sync.WaitGroup
+	//var wg sync.WaitGroup
 	defer clean()
-	path := getPath()
+	///path := getPath()
 	goods := goodsAll()
 	updateChan := make(chan *UpdateLog, len(goods))
 	start := time.Now().Unix()
-	wg.Add(len(goods))
+	//wg.Add(len(goods))
 	for _, v := range goods {
-		go func(updateChan chan *UpdateLog) {
-			defer wg.Done()
-			res, err := GetCategory(context.Background(), v.Title, key, modelType, path)
+		//go func(updateChan chan *UpdateLog) {
+		//defer wg.Done()
+		res, _, err := GetCategoryWithSelf(context.Background(), v.Title, Address)
 
-			if err != nil || res == 0 {
-				return
-			}
-			updateChan <- &UpdateLog{
-				GoodsId: v.Id,
-				Title:   v.Title,
-				CateId:  res,
-			}
-		}(updateChan)
+		if err != nil || res == 0 {
+			return
+		}
+		updateChan <- &UpdateLog{
+			GoodsId: v.Id,
+			Title:   v.Title,
+			CateId:  res,
+		}
+		//}(updateChan)
 	}
-	wg.Wait()
+	//wg.Wait()
 	close(updateChan)
 	end := time.Now().Unix()
 	fmt.Printf("耗时:%d秒", end-start)
@@ -92,7 +86,7 @@ func goodsAll() (data []Goods) {
 		row Goods
 		err error
 	)
-	rows, _ := db.Raw("SELECT id,title  FROM `goods` where brand_category_check=4").Rows()
+	rows, _ := db.Raw("SELECT id,title  FROM `goods`  order by id desc limit 1000 offset 3156").Rows() //where brand_category_check=4
 	defer rows.Close()
 	for rows.Next() {
 		err = db.ScanRows(rows, &row)
@@ -126,6 +120,78 @@ func getPath() []map[int][]*CategoryDic {
 	return cateLevelPath
 }
 
+func getPath2() []Category {
+	cates := cateAll()
+	var (
+		level1Map   = make(map[int]Category)
+		level2Map   = make(map[int]Category)
+		level3Slice = make([]Category, 0)
+	)
+
+	for _, v := range cates {
+		switch v.Level {
+		case 1:
+			level1Map[v.Id] = Category{
+				Id:   v.Id,
+				Name: v.Name,
+			}
+		case 2:
+			level2Map[v.Id] = Category{
+				Id:   v.Id,
+				Name: v.Name,
+				Pid:  v.ParentId,
+			}
+		case 3:
+			cateName := fmt.Sprintf("%s/%s/%s", level1Map[level2Map[v.ParentId].Pid].Name, level2Map[v.ParentId].Name, v.Name)
+			level3Slice = append(level3Slice, Category{
+				Id:   v.Id,
+				Name: cateName,
+			})
+		}
+
+	}
+	return level3Slice
+}
+
+func getPath3() (map[int]Category, map[string]Category) {
+	cates := cateAll()
+	var (
+		level1Map = make(map[int]Category)
+		level2Map = make(map[int]Category)
+		level3Map = make(map[string]Category)
+	)
+
+	for _, v := range cates {
+		switch v.Level {
+		case 1:
+
+			level2Map[v.Id] = Category{
+				Name: v.Name,
+			}
+		case 2:
+			cate_name := fmt.Sprintf("%s/%s", level1Map[v.ParentId].Name, v.Name)
+			level2Map[v.Id] = Category{
+				Id:   v.Id,
+				Name: cate_name,
+				Pid:  v.ParentId,
+			}
+		case 3:
+			if _, ex := level3Map[v.Name]; !ex {
+				level3Map[v.Name] = Category{
+					Id:   v.Id,
+					Pids: map[int]int{v.Id: v.ParentId},
+					Name: v.Name,
+				}
+			} else {
+				level3Map[v.Name].Pids[v.Id] = v.ParentId
+			}
+
+		}
+
+	}
+	return level2Map, level3Map
+}
+
 func cateAll() (data []CategoryPhy) {
 	var (
 		row CategoryPhy
diff --git a/go.mod b/go.mod
index e18d524..86bab5f 100644
--- a/go.mod
+++ b/go.mod
@@ -1,6 +1,8 @@
 module gitea.cdlsxd.cn/self-tools/l_ai_category
 
-go 1.22.2
+go 1.22.10
+
+toolchain go1.23.7
 
 require (
 	github.com/volcengine/volcengine-go-sdk v1.0.187
@@ -9,6 +11,7 @@ require (
 )
 
 require (
+	gitea.cdlsxd.cn/self-tools/l_request v1.0.8 // indirect
 	github.com/go-sql-driver/mysql v1.7.0 // indirect
 	github.com/google/uuid v1.3.0 // indirect
 	github.com/jinzhu/inflection v1.0.0 // indirect