package main import ( "bytes" "fmt" "image" "image/jpeg" "log" "os" "os/user" "path/filepath" "strings" "github.com/bububa/openvision/go/common" "github.com/bububa/openvision/go/styletransfer" ) func main() { wd, _ := os.Getwd() dataPath := cleanPath(wd, "~/go/src/github.com/bububa/openvision/data") imgPath := filepath.Join(dataPath, "./images") modelPath := filepath.Join(dataPath, "./models") common.CreateGPUInstance() defer common.DestroyGPUInstance() cpuCores := common.GetBigCPUCount() common.SetOMPThreads(cpuCores) log.Printf("CPU big cores:%d\n", cpuCores) for _, modelName := range []string{"celeba", "facepaintv1", "facepaintv2"} { transfer := animegan2(modelPath, modelName) defer transfer.Destroy() common.SetEstimatorThreads(transfer, cpuCores) transform(transfer, imgPath, "transfer1.jpg", modelName) } } func animegan2(modelPath string, modelName string) styletransfer.StyleTransfer { modelPath = filepath.Join(modelPath, "animegan2", modelName) d := styletransfer.NewAnimeGan2() if err := d.LoadModel(modelPath); err != nil { log.Fatalln(err) } return d } func transform(transfer styletransfer.StyleTransfer, imgPath string, filename string, modelName string) { inPath := filepath.Join(imgPath, filename) imgLoaded, err := loadImage(inPath) if err != nil { log.Fatalln("load image failed,", err) } img := common.NewImage(imgLoaded) out := common.NewImage(nil) if err := transfer.Transform(img, out); err != nil { log.Fatalln(err) } outPath := filepath.Join(imgPath, "./results", fmt.Sprintf("%s-%s", modelName, filename)) if err := saveImage(out, outPath); err != nil { log.Fatalln(err) } } func loadImage(filePath string) (image.Image, error) { fn, err := os.Open(filePath) if err != nil { return nil, err } defer fn.Close() img, _, err := image.Decode(fn) if err != nil { return nil, err } return img, nil } func saveImage(img image.Image, filePath string) error { buf := new(bytes.Buffer) if err := jpeg.Encode(buf, img, nil); err != nil { return err } fn, err := os.Create(filePath) if err != nil { return err } defer fn.Close() fn.Write(buf.Bytes()) return nil } func cleanPath(wd string, path string) string { usr, _ := user.Current() dir := usr.HomeDir if path == "~" { return dir } else if strings.HasPrefix(path, "~/") { return filepath.Join(dir, path[2:]) } return filepath.Join(wd, path) }