Files
LocalAI/backend/go/stablediffusion-ggml/gosd.go
Ettore Di Giacinto ca358fcdca feat(stablediffusion-ggml): allow to load loras (#5943)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2025-07-31 16:25:05 +02:00

152 lines
4.0 KiB
Go

package main
// #cgo CXXFLAGS: -I${SRCDIR}/sources/stablediffusion-ggml.cpp/thirdparty -I${SRCDIR}/sources/stablediffusion-ggml.cpp -I${SRCDIR}/sources/stablediffusion-ggml.cpp/ggml/include
// #cgo LDFLAGS: -L${SRCDIR}/ -lsd -lstdc++ -lm -lggmlall -lgomp
// #include <gosd.h>
// #include <stdlib.h>
import "C"
import (
"fmt"
"os"
"path/filepath"
"strings"
"unsafe"
"github.com/mudler/LocalAI/pkg/grpc/base"
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
"github.com/mudler/LocalAI/pkg/utils"
)
type SDGGML struct {
base.SingleThread
threads int
sampleMethod string
cfgScale float32
}
func (sd *SDGGML) Load(opts *pb.ModelOptions) error {
sd.threads = int(opts.Threads)
modelPath := opts.ModelPath
modelFile := C.CString(opts.ModelFile)
defer C.free(unsafe.Pointer(modelFile))
modelPathC := C.CString(modelPath)
defer C.free(unsafe.Pointer(modelPathC))
var options **C.char
// prepare the options array to pass to C
size := C.size_t(unsafe.Sizeof((*C.char)(nil)))
length := C.size_t(len(opts.Options))
options = (**C.char)(C.malloc((length + 1) * size))
view := (*[1 << 30]*C.char)(unsafe.Pointer(options))[0 : len(opts.Options)+1 : len(opts.Options)+1]
var diffusionModel int
var oo []string
for _, op := range opts.Options {
if op == "diffusion_model" {
diffusionModel = 1
continue
}
// If it's an option path, we resolve absolute path from the model path
if strings.Contains(op, ":") && strings.Contains(op, "path") {
data := strings.Split(op, ":")
data[1] = filepath.Join(opts.ModelPath, data[1])
if err := utils.VerifyPath(data[1], opts.ModelPath); err == nil {
oo = append(oo, strings.Join(data, ":"))
}
} else {
oo = append(oo, op)
}
}
fmt.Fprintf(os.Stderr, "Options: %+v\n", oo)
for i, x := range oo {
view[i] = C.CString(x)
}
view[len(oo)] = nil
sd.cfgScale = opts.CFGScale
ret := C.load_model(modelFile, modelPathC, options, C.int(opts.Threads), C.int(diffusionModel))
if ret != 0 {
return fmt.Errorf("could not load model")
}
return nil
}
func (sd *SDGGML) GenerateImage(opts *pb.GenerateImageRequest) error {
t := C.CString(opts.PositivePrompt)
defer C.free(unsafe.Pointer(t))
dst := C.CString(opts.Dst)
defer C.free(unsafe.Pointer(dst))
negative := C.CString(opts.NegativePrompt)
defer C.free(unsafe.Pointer(negative))
// Handle source image path
var srcImage *C.char
if opts.Src != "" {
srcImage = C.CString(opts.Src)
defer C.free(unsafe.Pointer(srcImage))
}
// Handle mask image path
var maskImage *C.char
if opts.EnableParameters != "" {
// Parse EnableParameters for mask path if provided
// This is a simple approach - in a real implementation you might want to parse JSON
if strings.Contains(opts.EnableParameters, "mask:") {
parts := strings.Split(opts.EnableParameters, "mask:")
if len(parts) > 1 {
maskPath := strings.TrimSpace(parts[1])
if maskPath != "" {
maskImage = C.CString(maskPath)
defer C.free(unsafe.Pointer(maskImage))
}
}
}
}
// Handle reference images
var refImages **C.char
var refImagesCount C.int
if len(opts.RefImages) > 0 {
refImagesCount = C.int(len(opts.RefImages))
// Allocate array of C strings
size := C.size_t(unsafe.Sizeof((*C.char)(nil)))
refImages = (**C.char)(C.malloc((C.size_t(len(opts.RefImages)) + 1) * size))
view := (*[1 << 30]*C.char)(unsafe.Pointer(refImages))[0 : len(opts.RefImages)+1 : len(opts.RefImages)+1]
for i, refImagePath := range opts.RefImages {
view[i] = C.CString(refImagePath)
defer C.free(unsafe.Pointer(view[i]))
}
view[len(opts.RefImages)] = nil
}
// Default strength for img2img (0.75 is a good default)
strength := C.float(0.75)
if opts.Src != "" {
// If we have a source image, use img2img mode
// You could also parse strength from EnableParameters if needed
strength = C.float(0.75)
}
ret := C.gen_image(t, negative, C.int(opts.Width), C.int(opts.Height), C.int(opts.Step), C.int(opts.Seed), dst, C.float(sd.cfgScale), srcImage, strength, maskImage, refImages, refImagesCount)
if ret != 0 {
return fmt.Errorf("inference failed")
}
return nil
}