lots change

This commit is contained in:
2026-09-03 14:48:13 +08:00
parent 2bf7db6bb9
commit bf4d764e58
11 changed files with 101 additions and 97 deletions
+59 -52
View File
@@ -3,6 +3,7 @@ package backend
import (
"bytes"
"context"
"encoding/base64"
"fmt"
"math"
"os"
@@ -17,23 +18,12 @@ import (
)
var (
publicImagePath = "./frontend/public/images"
modelPath = "resnet_epoch_100.onnx"
staticImagesPath = "./static/images"
modelPath = "resnet18_epoch_50.onnx"
// ImageNet 标准化参数
mean = []float32{0.485, 0.456, 0.406}
std = []float32{0.229, 0.224, 0.225}
// 猫品种标签
labelName = []string{
"american_shorthair",
"bengal",
"british_shorthair",
"exotic_shorthair",
"maine_coon",
"ragdoll",
"sphynx",
}
)
func NewApp() *App {
@@ -90,16 +80,14 @@ func preprocessImage(imgData []byte) ([]float32, error) {
return input, nil
}
func runInference(input []float32) (string, float64, error) {
// 创建输入张量 [1, 3, 224, 224]
func runInference(input []float32, labels []string) (string, float64, error) {
inputTensor, err := ort.NewTensor(ort.Shape{1, 3, 224, 224}, input)
if err != nil {
return "", 0, fmt.Errorf("create input tensor: %w", err)
}
defer inputTensor.Destroy()
// 创建输出张量 [1, 7]
outputTensor, err := ort.NewTensor(ort.Shape{1, 7}, make([]float32, 7))
outputTensor, err := ort.NewTensor(ort.Shape{1, 12}, make([]float32, 12))
if err != nil {
return "", 0, fmt.Errorf("create output tensor: %w", err)
}
@@ -147,7 +135,7 @@ func runInference(input []float32) (string, float64, error) {
}
confidence := math.Exp(float64(maxVal)) / sum
return labelName[maxIdx], confidence, nil
return labels[maxIdx], confidence, nil
}
func (a *App) GormDB() (*gorm.DB, error) {
@@ -159,7 +147,7 @@ func (a *App) GormDB() (*gorm.DB, error) {
}
func (a *App) UploadImage(data []byte, filename string) Response {
uploadsDir := publicImagePath
uploadsDir := staticImagesPath
err := os.MkdirAll(uploadsDir, 0755)
if err != nil {
return Response{Code: 1, Message: "failed", Data: err.Error()}
@@ -174,32 +162,12 @@ func (a *App) UploadImage(data []byte, filename string) Response {
return Response{Code: 1, Message: "failed", Data: err.Error()}
}
println("333")
return Response{Code: 0, Message: "success", Data: newFilename}
}
func (a *App) GetHistory(page int, pageSize int) Response {
db, err := a.GormDB()
if err != nil {
return Response{Code: 1, Message: err.Error()}
imageResult := map[string]any{
"filename": newFilename,
"data": base64.StdEncoding.EncodeToString(data),
}
var total int64
db.Table("history_test").Count(&total)
var historyList []HistoryWithBreed
err = db.Table("history_test").Select("history_test.*, breeds_test.brief, breeds_test.name").
Joins("LEFT JOIN breeds_test ON history_test.breed = breeds_test.id").
Order("history_test.id DESC").Limit(pageSize).Offset((page - 1) * pageSize).Find(&historyList).Error
if err != nil {
return Response{Code: 1, Message: err.Error()}
}
historyData := HistoryData{Page: page, PageSize: pageSize, Total: total, List: historyList}
return Response{Code: 0, Message: "success", Data: historyData}
return Response{Code: 0, Message: "success", Data: imageResult}
}
func (a *App) Detect(filename string) Response {
@@ -208,7 +176,7 @@ func (a *App) Detect(filename string) Response {
return Response{Code: 1, Message: err.Error()}
}
filePath := filepath.Join(publicImagePath, filename)
filePath := filepath.Join(staticImagesPath, filename)
imgData, err := os.ReadFile(filePath)
if err != nil {
return Response{Code: 1, Message: "failed to read image: " + err.Error()}
@@ -219,22 +187,31 @@ func (a *App) Detect(filename string) Response {
return Response{Code: 1, Message: "failed to preprocess: " + err.Error()}
}
// 查询breeds表的Code列,组成切片
var labels []string
err = db.Table("breeds").Pluck("code", &labels).Error
if err != nil {
return Response{Code: 1, Message: "failed to query breed codes: " + err.Error()}
}
// 推理
detectRet, confidence, err := runInference(input)
detectRet, confidence, err := runInference(input, labels)
if err != nil {
return Response{Code: 1, Message: "model inference failed: " + err.Error()}
}
confidence = math.Round(confidence*10000) / 10000
var breed Breed
err = db.Table("breeds_test").Where("code = ?", detectRet).First(&breed).Error
err = db.Table("breeds").Where("code = ?", detectRet).First(&breed).Error
if err != nil {
return Response{Code: 1, Message: err.Error()}
}
now := int(time.Now().Unix())
print("confidence", confidence)
one := HistoryItem{Img: filename, Breed: int(breed.Id), Date: now}
result := db.Table("history_test").Create(&one)
one := HistoryItem{Img: filename, Breed: int(breed.Id), Confidence: confidence, Date: now}
result := db.Table("history").Create(&one)
if result.Error != nil {
return Response{Code: 1, Message: result.Error.Error()}
}
@@ -250,13 +227,43 @@ func (a *App) Detect(filename string) Response {
return Response{Code: 0, Message: "success", Data: detectData}
}
func (a *App) GetHistory(page int, pageSize int) Response {
db, err := a.GormDB()
if err != nil {
return Response{Code: 1, Message: err.Error()}
}
var total int64
db.Table("history").Count(&total)
var historyList []HistoryWithBreed
err = db.Table("history").Select("history.*, breeds.brief, breeds.name").
Joins("LEFT JOIN breeds ON history.breed = breeds.id").
Order("history.id DESC").Limit(pageSize).Offset((page - 1) * pageSize).Find(&historyList).Error
if err != nil {
return Response{Code: 1, Message: err.Error()}
}
for i := range historyList {
imgPath := filepath.Join(staticImagesPath, historyList[i].Img)
if data, err := os.ReadFile(imgPath); err == nil {
historyList[i].ImgData = base64.StdEncoding.EncodeToString(data)
}
}
historyData := HistoryData{Page: page, PageSize: pageSize, Total: total, List: historyList}
return Response{Code: 0, Message: "success", Data: historyData}
}
func (a *App) DeleteOneHistory(id uint) Response {
db, err := a.GormDB()
if err != nil {
return Response{Code: 1, Message: err.Error()}
}
result := db.Table("history_test").Delete(&HistoryItem{}, id)
result := db.Table("history").Delete(&HistoryItem{}, id)
if result.Error != nil {
return Response{Code: 1, Message: result.Error.Error()}
}
@@ -270,15 +277,15 @@ func (a *App) ClearHistory() Response {
return Response{Code: 1, Message: err.Error()}
}
result := db.Exec("DELETE FROM history_test")
result := db.Exec("DELETE FROM history")
if result.Error != nil {
return Response{Code: 1, Message: result.Error.Error()}
}
if err := os.RemoveAll(publicImagePath); err != nil {
if err := os.RemoveAll(staticImagesPath); err != nil {
return Response{Code: 1, Message: fmt.Sprintf("failed to remove images: %v", err)}
}
if err := os.MkdirAll(publicImagePath, 0755); err != nil {
if err := os.MkdirAll(staticImagesPath, 0755); err != nil {
return Response{Code: 1, Message: fmt.Sprintf("failed to recreate images dir: %v", err)}
}
+12 -10
View File
@@ -16,19 +16,21 @@ type (
}
HistoryItem struct {
Id uint `gorm:"primaryKey"`
Img string `gorm:"column:img"`
Breed int `gorm:"column:breed"`
Date int `gorm:"column:date"`
Id uint `gorm:"primaryKey"`
Img string `gorm:"column:img"`
Breed int `gorm:"column:breed"`
Confidence float64 `gorm:"column:confidence"`
Date int `gorm:"column:date"`
}
HistoryWithBreed struct {
Id uint `gorm:"column:id" json:"id"`
Img string `gorm:"column:img" json:"img"`
Breed int `gorm:"column:breed" json:"breed"`
Date int `gorm:"column:date" json:"date"`
Name string `gorm:"column:name" json:"name"`
Brief string `gorm:"column:brief" json:"brief"`
Id uint `gorm:"column:id" json:"id"`
Img string `gorm:"column:img" json:"img"`
ImgData string `gorm:"-" json:"img_data"`
Breed int `gorm:"column:breed" json:"breed"`
Date int `gorm:"column:date" json:"date"`
Name string `gorm:"column:name" json:"name"`
Brief string `gorm:"column:brief" json:"brief"`
}
HistoryData struct {