// Considering some whitespace and multilingual support, the functions in rwkv.go should always be executed with cwd as RWKV-Runner, and never use a.GetAbsPath() here. package backend_golang import ( "encoding/json" "errors" "os" "os/exec" "runtime" "strconv" "strings" ) func (a *App) StartServer(python string, port int, host string, webui bool, rwkvBeta bool, rwkvcpp bool, webgpu bool) (string, error) { execFile := "./backend-python/main.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } args := []string{python, execFile} if webui { args = append(args, "--webui") } if rwkvBeta { args = append(args, "--rwkv-beta") } if rwkvcpp { args = append(args, "--rwkv.cpp") } if webgpu { args = append(args, "--webgpu") } args = append(args, "--port", strconv.Itoa(port), "--host", host) return Cmd(args...) } func (a *App) StartWebGPUServer(port int, host string) (string, error) { var execFile string execFiles := []string{"./backend-rust/webgpu_server", "./backend-rust/webgpu_server.exe"} for _, file := range execFiles { _, err := os.Stat(file) if err == nil { execFile = file break } } if execFile == "" { return "", errors.New(execFiles[0] + " not found") } args := []string{execFile} args = append(args, "--port", strconv.Itoa(port), "--ip", host) return Cmd(args...) } func (a *App) ConvertModel(python string, modelPath string, strategy string, outPath string) (string, error) { execFile := "./backend-python/convert_model.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } return Cmd(python, execFile, "--in", modelPath, "--out", outPath, "--strategy", strategy) } func (a *App) ConvertSafetensors(modelPath string, outPath string) (string, error) { var execFile string execFiles := []string{"./backend-rust/web-rwkv-converter", "./backend-rust/web-rwkv-converter.exe"} for _, file := range execFiles { _, err := os.Stat(file) if err == nil { execFile = file break } } if execFile == "" { return "", errors.New(execFiles[0] + " not found") } args := []string{execFile} args = append(args, "--input", modelPath, "--output", outPath) return Cmd(args...) } func (a *App) ConvertSafetensorsWithPython(python string, modelPath string, outPath string) (string, error) { execFile := "./backend-python/convert_safetensors.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } return Cmd(python, execFile, "--input", modelPath, "--output", outPath) } func (a *App) ConvertGGML(python string, modelPath string, outPath string, Q51 bool) (string, error) { execFile := "./backend-python/convert_pytorch_to_ggml.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } dataType := "FP16" if Q51 { dataType = "Q5_1" } return Cmd(python, execFile, modelPath, outPath, dataType) } func (a *App) ConvertData(python string, input string, outputPrefix string, vocab string) (string, error) { execFile := "./finetune/json2binidx_tool/tools/preprocess_data.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } tokenizerType := "HFTokenizer" if strings.Contains(vocab, "rwkv_vocab_v20230424") { tokenizerType = "RWKVTokenizer" } input = strings.TrimSuffix(input, "/") if fi, err := os.Stat(input); err == nil && fi.IsDir() { files, err := os.ReadDir(input) if err != nil { return "", err } jsonlFile, err := os.Create(outputPrefix + ".jsonl") if err != nil { return "", err } defer jsonlFile.Close() for _, file := range files { if file.IsDir() || !strings.HasSuffix(file.Name(), ".txt") { continue } textContent, err := os.ReadFile(input + "/" + file.Name()) if err != nil { return "", err } textJson, err := json.Marshal(map[string]string{"text": strings.ReplaceAll(strings.ReplaceAll(string(textContent), "\r\n", "\n"), "\r", "\n")}) if err != nil { return "", err } if _, err := jsonlFile.WriteString(string(textJson) + "\n"); err != nil { return "", err } } input = outputPrefix + ".jsonl" } else if err != nil { return "", err } return Cmd(python, execFile, "--input", input, "--output-prefix", outputPrefix, "--vocab", vocab, "--tokenizer-type", tokenizerType, "--dataset-impl", "mmap", "--append-eod") } func (a *App) MergeLora(python string, useGpu bool, loraAlpha int, baseModel string, loraPath string, outputPath string) (string, error) { execFile := "./finetune/lora/merge_lora.py" _, err := os.Stat(execFile) if err != nil { return "", err } if python == "" { python, err = GetPython() } if err != nil { return "", err } args := []string{python, execFile} if useGpu { args = append(args, "--use-gpu") } args = append(args, strconv.Itoa(loraAlpha), baseModel, loraPath, outputPath) return Cmd(args...) } func (a *App) DepCheck(python string) error { var err error if python == "" { python, err = GetPython() } if err != nil { return err } out, err := exec.Command(python, a.exDir+"backend-python/dep_check.py").CombinedOutput() if err != nil { return errors.New("DepCheck Error: " + string(out) + " GError: " + err.Error()) } return nil } func (a *App) InstallPyDep(python string, cnMirror bool) (string, error) { var err error if python == "" { python, err = GetPython() if runtime.GOOS == "windows" { python = `"%CD%/` + python + `"` } } if err != nil { return "", err } if runtime.GOOS == "windows" { ChangeFileLine("./py310/python310._pth", 3, "Lib\\site-packages") installScript := python + " ./backend-python/get-pip.py -i https://pypi.tuna.tsinghua.edu.cn/simple --no-warn-script-location\n" + python + " -m pip install torch==1.13.1 torchvision==0.14.1 torchaudio==0.13.1 --index-url https://download.pytorch.org/whl/cu117 --no-warn-script-location\n" + python + " -m pip install -r ./backend-python/requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple --no-warn-script-location\n" + "exit" if !cnMirror { installScript = strings.Replace(installScript, " -i https://pypi.tuna.tsinghua.edu.cn/simple", "", -1) } err = os.WriteFile(a.exDir+"install-py-dep.bat", []byte(installScript), 0644) if err != nil { return "", err } return Cmd("install-py-dep.bat") } if cnMirror { return Cmd(python, "-m", "pip", "install", "-r", "./backend-python/requirements_without_cyac.txt", "-i", "https://pypi.tuna.tsinghua.edu.cn/simple") } else { return Cmd(python, "-m", "pip", "install", "-r", "./backend-python/requirements_without_cyac.txt") } } func (a *App) GetPyError() string { content, err := os.ReadFile("./error.txt") if err != nil { return "" } return string(content) }