refactor create model
This commit is contained in:
parent
f61f340279
commit
b0d14ed51c
2 changed files with 162 additions and 184 deletions
330
server/images.go
330
server/images.go
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@ -248,200 +248,172 @@ func filenameWithPath(path, f string) (string, error) {
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return f, nil
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return f, nil
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}
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}
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func CreateModel(ctx context.Context, name string, path string, fn func(resp api.ProgressResponse)) error {
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func realpath(p string) string {
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mp := ParseModelPath(name)
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abspath, err := filepath.Abs(p)
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var manifest *ManifestV2
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var err error
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var noprune string
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// build deleteMap to prune unused layers
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deleteMap := make(map[string]bool)
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if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
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manifest, _, err = GetManifest(mp)
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if err != nil && !errors.Is(err, os.ErrNotExist) {
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return err
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}
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if manifest != nil {
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for _, l := range manifest.Layers {
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deleteMap[l.Digest] = true
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}
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deleteMap[manifest.Config.Digest] = true
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}
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}
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mf, err := os.Open(path)
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if err != nil {
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if err != nil {
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fn(api.ProgressResponse{Status: fmt.Sprintf("couldn't open modelfile '%s'", path)})
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return p
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return fmt.Errorf("failed to open file: %w", err)
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}
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}
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defer mf.Close()
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fn(api.ProgressResponse{Status: "parsing modelfile"})
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home, err := os.UserHomeDir()
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commands, err := parser.Parse(mf)
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if err != nil {
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if err != nil {
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return err
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return abspath
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}
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}
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if p == "~" {
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return home
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} else if strings.HasPrefix(p, "~/") {
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return filepath.Join(home, p[2:])
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}
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return abspath
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}
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func CreateModel(ctx context.Context, name string, commands []parser.Command, fn func(resp api.ProgressResponse)) error {
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config := ConfigV2{
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config := ConfigV2{
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Architecture: "amd64",
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OS: "linux",
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OS: "linux",
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Architecture: "amd64",
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}
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}
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deleteMap := make(map[string]struct{})
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var layers []*LayerReader
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var layers []*LayerReader
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params := make(map[string][]string)
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params := make(map[string][]string)
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var sourceParams map[string]any
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fromParams := make(map[string]any)
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for _, c := range commands {
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for _, c := range commands {
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log.Printf("[%s] - %s\n", c.Name, c.Args)
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log.Printf("[%s] - %s", c.Name, c.Args)
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mediatype := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
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switch c.Name {
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switch c.Name {
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case "model":
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case "model":
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fn(api.ProgressResponse{Status: "looking for model"})
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bin, err := os.Open(realpath(c.Args))
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mp := ParseModelPath(c.Args)
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mf, _, err := GetManifest(mp)
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if err != nil {
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if err != nil {
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modelFile, err := filenameWithPath(path, c.Args)
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// not a file on disk so must be a model reference
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if err != nil {
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modelpath := ParseModelPath(c.Args)
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manifest, _, err := GetManifest(modelpath)
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switch {
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case errors.Is(err, os.ErrNotExist):
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fn(api.ProgressResponse{Status: "pulling model"})
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if err := PullModel(ctx, c.Args, &RegistryOptions{}, fn); err != nil {
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return err
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}
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manifest, _, err = GetManifest(modelpath)
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if err != nil {
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return err
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}
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case err != nil:
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return err
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return err
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}
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}
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if _, err := os.Stat(modelFile); err != nil {
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// the model file does not exist, try pulling it
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if errors.Is(err, os.ErrNotExist) {
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fn(api.ProgressResponse{Status: "pulling model file"})
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if err := PullModel(ctx, c.Args, &RegistryOptions{}, fn); err != nil {
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return err
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}
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mf, _, err = GetManifest(mp)
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if err != nil {
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return fmt.Errorf("failed to open file after pull: %v", err)
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}
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} else {
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return err
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}
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} else {
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// create a model from this specified file
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fn(api.ProgressResponse{Status: "creating model layer"})
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file, err := os.Open(modelFile)
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if err != nil {
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return fmt.Errorf("failed to open file: %v", err)
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}
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defer file.Close()
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ggml, err := llm.DecodeGGML(file)
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if err != nil {
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return err
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}
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config.ModelFormat = ggml.Name()
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config.ModelFamily = ggml.ModelFamily()
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config.ModelType = ggml.ModelType()
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config.FileType = ggml.FileType()
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// reset the file
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file.Seek(0, io.SeekStart)
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l, err := CreateLayer(file)
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if err != nil {
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return fmt.Errorf("failed to create layer: %v", err)
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}
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l.MediaType = "application/vnd.ollama.image.model"
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layers = append(layers, l)
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}
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}
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if mf != nil {
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fn(api.ProgressResponse{Status: "reading model metadata"})
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fn(api.ProgressResponse{Status: "reading model metadata"})
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sourceBlobPath, err := GetBlobsPath(mf.Config.Digest)
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fromConfigPath, err := GetBlobsPath(manifest.Config.Digest)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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sourceBlob, err := os.Open(sourceBlobPath)
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fromConfigFile, err := os.Open(fromConfigPath)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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defer sourceBlob.Close()
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defer fromConfigFile.Close()
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var source ConfigV2
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var fromConfig ConfigV2
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if err := json.NewDecoder(sourceBlob).Decode(&source); err != nil {
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if err := json.NewDecoder(fromConfigFile).Decode(&fromConfig); err != nil {
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return err
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return err
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}
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}
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// copy the model metadata
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config.ModelFormat = fromConfig.ModelFormat
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config.ModelFamily = source.ModelFamily
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config.ModelFamily = fromConfig.ModelFamily
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config.ModelType = source.ModelType
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config.ModelType = fromConfig.ModelType
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config.ModelFormat = source.ModelFormat
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config.FileType = fromConfig.FileType
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config.FileType = source.FileType
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for _, l := range mf.Layers {
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for _, layer := range manifest.Layers {
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if l.MediaType == "application/vnd.ollama.image.params" {
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deleteMap[layer.Digest] = struct{}{}
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sourceParamsBlobPath, err := GetBlobsPath(l.Digest)
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if layer.MediaType == "application/vnd.ollama.image.params" {
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fromParamsPath, err := GetBlobsPath(layer.Digest)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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sourceParamsBlob, err := os.Open(sourceParamsBlobPath)
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fromParamsFile, err := os.Open(fromParamsPath)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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defer sourceParamsBlob.Close()
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defer fromParamsFile.Close()
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if err := json.NewDecoder(sourceParamsBlob).Decode(&sourceParams); err != nil {
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if err := json.NewDecoder(fromParamsFile).Decode(&fromParams); err != nil {
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return err
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return err
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}
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}
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}
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}
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newLayer, err := GetLayerWithBufferFromLayer(l)
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layer, err := GetLayerWithBufferFromLayer(layer)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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newLayer.From = mp.GetShortTagname()
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layers = append(layers, newLayer)
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}
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}
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case "adapter":
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fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
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fp, err := filenameWithPath(path, c.Args)
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layer.From = modelpath.GetShortTagname()
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layers = append(layers, layer)
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}
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deleteMap[manifest.Config.Digest] = struct{}{}
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continue
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}
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defer bin.Close()
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fn(api.ProgressResponse{Status: "creating model layer"})
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ggml, err := llm.DecodeGGML(bin)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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// create a model from this specified file
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config.ModelFormat = ggml.Name()
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fn(api.ProgressResponse{Status: "creating model layer"})
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config.ModelFamily = ggml.ModelFamily()
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config.ModelType = ggml.ModelType()
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config.FileType = ggml.FileType()
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file, err := os.Open(fp)
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bin.Seek(0, io.SeekStart)
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layer, err := CreateLayer(bin)
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if err != nil {
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if err != nil {
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return fmt.Errorf("failed to open file: %v", err)
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return err
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}
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}
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defer file.Close()
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l, err := CreateLayer(file)
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layer.MediaType = mediatype
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layers = append(layers, layer)
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case "adapter":
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fn(api.ProgressResponse{Status: "creating adapter layer"})
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bin, err := os.Open(realpath(c.Args))
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if err != nil {
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if err != nil {
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return fmt.Errorf("failed to create layer: %v", err)
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return err
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}
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}
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l.MediaType = "application/vnd.ollama.image.adapter"
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defer bin.Close()
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layers = append(layers, l)
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case "license":
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fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
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mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
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layer, err := CreateLayer(strings.NewReader(c.Args))
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layer, err := CreateLayer(bin)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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if layer.Size > 0 {
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if layer.Size > 0 {
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layer.MediaType = mediaType
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layer.MediaType = mediatype
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layers = append(layers, layer)
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layers = append(layers, layer)
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}
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}
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case "template", "system", "prompt":
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case "license":
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fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
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fn(api.ProgressResponse{Status: "creating license layer"})
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// remove the layer if one exists
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layer, err := CreateLayer(strings.NewReader(c.Args))
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mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
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if err != nil {
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layers = removeLayerFromLayers(layers, mediaType)
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return err
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}
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if layer.Size > 0 {
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layer.MediaType = mediatype
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layers = append(layers, layer)
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}
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case "template", "system":
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fn(api.ProgressResponse{Status: fmt.Sprintf("creating %s layer", c.Name)})
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// remove duplicates layers
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layers = removeLayerFromLayers(layers, mediatype)
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layer, err := CreateLayer(strings.NewReader(c.Args))
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layer, err := CreateLayer(strings.NewReader(c.Args))
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if err != nil {
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if err != nil {
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@ -449,48 +421,47 @@ func CreateModel(ctx context.Context, name string, path string, fn func(resp api
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}
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}
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if layer.Size > 0 {
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if layer.Size > 0 {
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layer.MediaType = mediaType
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layer.MediaType = mediatype
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layers = append(layers, layer)
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layers = append(layers, layer)
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}
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}
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default:
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default:
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// runtime parameters, build a list of args for each parameter to allow multiple values to be specified (ex: multiple stop sequences)
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params[c.Name] = append(params[c.Name], c.Args)
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params[c.Name] = append(params[c.Name], c.Args)
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}
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}
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}
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}
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// Create a single layer for the parameters
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if len(params) > 0 {
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if len(params) > 0 {
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fn(api.ProgressResponse{Status: "creating parameter layer"})
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fn(api.ProgressResponse{Status: "creating parameters layer"})
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layers = removeLayerFromLayers(layers, "application/vnd.ollama.image.params")
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formattedParams, err := formatParams(params)
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formattedParams, err := formatParams(params)
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if err != nil {
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if err != nil {
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return fmt.Errorf("couldn't create params json: %v", err)
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return err
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}
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}
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for k, v := range sourceParams {
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for k, v := range fromParams {
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if _, ok := formattedParams[k]; !ok {
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if _, ok := formattedParams[k]; !ok {
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formattedParams[k] = v
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formattedParams[k] = v
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}
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}
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}
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}
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if config.ModelType == "65B" {
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if config.ModelType == "65B" {
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if numGQA, ok := formattedParams["num_gqa"].(int); ok && numGQA == 8 {
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if gqa, ok := formattedParams["gqa"].(int); ok && gqa == 8 {
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config.ModelType = "70B"
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config.ModelType = "70B"
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}
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}
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}
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}
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bts, err := json.Marshal(formattedParams)
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var b bytes.Buffer
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if err := json.NewEncoder(&b).Encode(formattedParams); err != nil {
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return err
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}
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fn(api.ProgressResponse{Status: "creating config layer"})
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layer, err := CreateLayer(bytes.NewReader(b.Bytes()))
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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l, err := CreateLayer(bytes.NewReader(bts))
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layer.MediaType = "application/vnd.ollama.image.params"
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if err != nil {
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layers = append(layers, layer)
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return fmt.Errorf("failed to create layer: %v", err)
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}
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l.MediaType = "application/vnd.ollama.image.params"
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layers = append(layers, l)
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}
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}
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digests, err := getLayerDigests(layers)
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digests, err := getLayerDigests(layers)
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@ -498,36 +469,31 @@ func CreateModel(ctx context.Context, name string, path string, fn func(resp api
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return err
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return err
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}
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}
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var manifestLayers []*Layer
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configLayer, err := createConfigLayer(config, digests)
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for _, l := range layers {
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manifestLayers = append(manifestLayers, &l.Layer)
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delete(deleteMap, l.Layer.Digest)
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}
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// Create a layer for the config object
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fn(api.ProgressResponse{Status: "creating config layer"})
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cfg, err := createConfigLayer(config, digests)
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if err != nil {
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if err != nil {
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return err
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return err
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}
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}
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layers = append(layers, cfg)
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delete(deleteMap, cfg.Layer.Digest)
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layers = append(layers, configLayer)
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delete(deleteMap, configLayer.Digest)
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if err := SaveLayers(layers, fn, false); err != nil {
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if err := SaveLayers(layers, fn, false); err != nil {
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return err
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return err
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}
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}
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// Create the manifest
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var contentLayers []*Layer
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for _, layer := range layers {
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contentLayers = append(contentLayers, &layer.Layer)
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delete(deleteMap, layer.Digest)
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}
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fn(api.ProgressResponse{Status: "writing manifest"})
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fn(api.ProgressResponse{Status: "writing manifest"})
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err = CreateManifest(name, cfg, manifestLayers)
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if err := CreateManifest(name, configLayer, contentLayers); err != nil {
|
||||||
if err != nil {
|
|
||||||
return err
|
return err
|
||||||
}
|
}
|
||||||
|
|
||||||
if noprune == "" {
|
if noprune := os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
|
||||||
fn(api.ProgressResponse{Status: "removing any unused layers"})
|
if err := deleteUnusedLayers(nil, deleteMap, false); err != nil {
|
||||||
err = deleteUnusedLayers(nil, deleteMap, false)
|
|
||||||
if err != nil {
|
|
||||||
return err
|
return err
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
@ -739,7 +705,7 @@ func CopyModel(src, dest string) error {
|
||||||
return nil
|
return nil
|
||||||
}
|
}
|
||||||
|
|
||||||
func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dryRun bool) error {
|
func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]struct{}, dryRun bool) error {
|
||||||
fp, err := GetManifestPath()
|
fp, err := GetManifestPath()
|
||||||
if err != nil {
|
if err != nil {
|
||||||
return err
|
return err
|
||||||
|
@ -779,21 +745,19 @@ func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dry
|
||||||
}
|
}
|
||||||
|
|
||||||
// only delete the files which are still in the deleteMap
|
// only delete the files which are still in the deleteMap
|
||||||
for k, v := range deleteMap {
|
for k := range deleteMap {
|
||||||
if v {
|
fp, err := GetBlobsPath(k)
|
||||||
fp, err := GetBlobsPath(k)
|
if err != nil {
|
||||||
if err != nil {
|
log.Printf("couldn't get file path for '%s': %v", k, err)
|
||||||
log.Printf("couldn't get file path for '%s': %v", k, err)
|
continue
|
||||||
|
}
|
||||||
|
if !dryRun {
|
||||||
|
if err := os.Remove(fp); err != nil {
|
||||||
|
log.Printf("couldn't remove file '%s': %v", fp, err)
|
||||||
continue
|
continue
|
||||||
}
|
}
|
||||||
if !dryRun {
|
} else {
|
||||||
if err := os.Remove(fp); err != nil {
|
log.Printf("wanted to remove: %s", fp)
|
||||||
log.Printf("couldn't remove file '%s': %v", fp, err)
|
|
||||||
continue
|
|
||||||
}
|
|
||||||
} else {
|
|
||||||
log.Printf("wanted to remove: %s", fp)
|
|
||||||
}
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
@ -801,7 +765,7 @@ func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dry
|
||||||
}
|
}
|
||||||
|
|
||||||
func PruneLayers() error {
|
func PruneLayers() error {
|
||||||
deleteMap := make(map[string]bool)
|
deleteMap := make(map[string]struct{})
|
||||||
p, err := GetBlobsPath("")
|
p, err := GetBlobsPath("")
|
||||||
if err != nil {
|
if err != nil {
|
||||||
return err
|
return err
|
||||||
|
@ -818,7 +782,7 @@ func PruneLayers() error {
|
||||||
if runtime.GOOS == "windows" {
|
if runtime.GOOS == "windows" {
|
||||||
name = strings.ReplaceAll(name, "-", ":")
|
name = strings.ReplaceAll(name, "-", ":")
|
||||||
}
|
}
|
||||||
deleteMap[name] = true
|
deleteMap[name] = struct{}{}
|
||||||
}
|
}
|
||||||
|
|
||||||
log.Printf("total blobs: %d", len(deleteMap))
|
log.Printf("total blobs: %d", len(deleteMap))
|
||||||
|
@ -873,11 +837,11 @@ func DeleteModel(name string) error {
|
||||||
return err
|
return err
|
||||||
}
|
}
|
||||||
|
|
||||||
deleteMap := make(map[string]bool)
|
deleteMap := make(map[string]struct{})
|
||||||
for _, layer := range manifest.Layers {
|
for _, layer := range manifest.Layers {
|
||||||
deleteMap[layer.Digest] = true
|
deleteMap[layer.Digest] = struct{}{}
|
||||||
}
|
}
|
||||||
deleteMap[manifest.Config.Digest] = true
|
deleteMap[manifest.Config.Digest] = struct{}{}
|
||||||
|
|
||||||
err = deleteUnusedLayers(&mp, deleteMap, false)
|
err = deleteUnusedLayers(&mp, deleteMap, false)
|
||||||
if err != nil {
|
if err != nil {
|
||||||
|
@ -1013,7 +977,7 @@ func PullModel(ctx context.Context, name string, regOpts *RegistryOptions, fn fu
|
||||||
var noprune string
|
var noprune string
|
||||||
|
|
||||||
// build deleteMap to prune unused layers
|
// build deleteMap to prune unused layers
|
||||||
deleteMap := make(map[string]bool)
|
deleteMap := make(map[string]struct{})
|
||||||
|
|
||||||
if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
|
if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
|
||||||
manifest, _, err = GetManifest(mp)
|
manifest, _, err = GetManifest(mp)
|
||||||
|
@ -1023,9 +987,9 @@ func PullModel(ctx context.Context, name string, regOpts *RegistryOptions, fn fu
|
||||||
|
|
||||||
if manifest != nil {
|
if manifest != nil {
|
||||||
for _, l := range manifest.Layers {
|
for _, l := range manifest.Layers {
|
||||||
deleteMap[l.Digest] = true
|
deleteMap[l.Digest] = struct{}{}
|
||||||
}
|
}
|
||||||
deleteMap[manifest.Config.Digest] = true
|
deleteMap[manifest.Config.Digest] = struct{}{}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
|
@ -26,6 +26,7 @@ import (
|
||||||
|
|
||||||
"github.com/jmorganca/ollama/api"
|
"github.com/jmorganca/ollama/api"
|
||||||
"github.com/jmorganca/ollama/llm"
|
"github.com/jmorganca/ollama/llm"
|
||||||
|
"github.com/jmorganca/ollama/parser"
|
||||||
"github.com/jmorganca/ollama/version"
|
"github.com/jmorganca/ollama/version"
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -414,6 +415,19 @@ func CreateModelHandler(c *gin.Context) {
|
||||||
return
|
return
|
||||||
}
|
}
|
||||||
|
|
||||||
|
modelfile, err := os.Open(req.Path)
|
||||||
|
if err != nil {
|
||||||
|
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
|
||||||
|
return
|
||||||
|
}
|
||||||
|
defer modelfile.Close()
|
||||||
|
|
||||||
|
commands, err := parser.Parse(modelfile)
|
||||||
|
if err != nil {
|
||||||
|
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
ch := make(chan any)
|
ch := make(chan any)
|
||||||
go func() {
|
go func() {
|
||||||
defer close(ch)
|
defer close(ch)
|
||||||
|
@ -424,7 +438,7 @@ func CreateModelHandler(c *gin.Context) {
|
||||||
ctx, cancel := context.WithCancel(c.Request.Context())
|
ctx, cancel := context.WithCancel(c.Request.Context())
|
||||||
defer cancel()
|
defer cancel()
|
||||||
|
|
||||||
if err := CreateModel(ctx, req.Name, req.Path, fn); err != nil {
|
if err := CreateModel(ctx, req.Name, commands, fn); err != nil {
|
||||||
ch <- gin.H{"error": err.Error()}
|
ch <- gin.H{"error": err.Error()}
|
||||||
}
|
}
|
||||||
}()
|
}()
|
||||||
|
|
Loading…
Reference in a new issue