images.go 37.5 KB
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package server

import (
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	"bufio"
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	"bytes"
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	"context"
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	"crypto/sha256"
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	"encoding/hex"
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	"encoding/json"
	"errors"
	"fmt"
	"io"
	"log"
	"net/http"
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	"net/url"
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	"os"
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	"path"
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	"path/filepath"
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	"reflect"
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	"runtime"
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	"strconv"
	"strings"
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	"text/template"
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	"golang.org/x/exp/slices"

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	"github.com/jmorganca/ollama/api"
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	"github.com/jmorganca/ollama/llm"
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	"github.com/jmorganca/ollama/parser"
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	"github.com/jmorganca/ollama/vector"
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	"github.com/jmorganca/ollama/version"
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)

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const MaxRetries = 3

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type RegistryOptions struct {
	Insecure bool
	Username string
	Password string
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	Token    string
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}

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type Model struct {
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	Name          string `json:"name"`
	ShortName     string
	ModelPath     string
	OriginalModel string
	AdapterPaths  []string
	Template      string
	System        string
	License       []string
	Digest        string
	ConfigDigest  string
	Options       map[string]interface{}
	Embeddings    []vector.Embedding
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}

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func (m *Model) Prompt(request api.GenerateRequest, embedding string) (string, error) {
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	t := m.Template
	if request.Template != "" {
		t = request.Template
	}

	tmpl, err := template.New("").Parse(t)
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	if err != nil {
		return "", err
	}

	var vars struct {
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		First  bool
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		System string
		Prompt string
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		Embed  string
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		// deprecated: versions <= 0.0.7 used this to omit the system prompt
		Context []int
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	}

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	vars.First = len(request.Context) == 0
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	vars.System = m.System
	vars.Prompt = request.Prompt
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	vars.Context = request.Context
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	vars.Embed = embedding
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	if request.System != "" {
		vars.System = request.System
	}

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	var sb strings.Builder
	if err := tmpl.Execute(&sb, vars); err != nil {
		return "", err
	}

	return sb.String(), nil
}

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type ManifestV2 struct {
	SchemaVersion int      `json:"schemaVersion"`
	MediaType     string   `json:"mediaType"`
	Config        Layer    `json:"config"`
	Layers        []*Layer `json:"layers"`
}

type Layer struct {
	MediaType string `json:"mediaType"`
	Digest    string `json:"digest"`
	Size      int    `json:"size"`
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	From      string `json:"from,omitempty"`
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}

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type LayerReader struct {
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	Layer
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	io.Reader
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}

type ConfigV2 struct {
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	ModelFormat string `json:"model_format"`
	ModelFamily string `json:"model_family"`
	ModelType   string `json:"model_type"`
	FileType    string `json:"file_type"`
	RootFS      RootFS `json:"rootfs"`
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	// required by spec
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	Architecture string `json:"architecture"`
	OS           string `json:"os"`
}

type RootFS struct {
	Type    string   `json:"type"`
	DiffIDs []string `json:"diff_ids"`
}

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func (m *ManifestV2) GetTotalSize() int {
	var total int
	for _, layer := range m.Layers {
		total += layer.Size
	}
	total += m.Config.Size
	return total
}

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func GetManifest(mp ModelPath) (*ManifestV2, string, error) {
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	fp, err := mp.GetManifestPath(false)
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	if err != nil {
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		return nil, "", err
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	}
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	if _, err = os.Stat(fp); err != nil {
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		return nil, "", err
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	}

	var manifest *ManifestV2

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	bts, err := os.ReadFile(fp)
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	if err != nil {
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		return nil, "", fmt.Errorf("couldn't open file '%s'", fp)
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	}

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	shaSum := sha256.Sum256(bts)
	shaStr := hex.EncodeToString(shaSum[:])

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	if err := json.Unmarshal(bts, &manifest); err != nil {
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		return nil, "", err
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	}

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	return manifest, shaStr, nil
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}

func GetModel(name string) (*Model, error) {
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	mp := ParseModelPath(name)
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	manifest, digest, err := GetManifest(mp)
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	if err != nil {
		return nil, err
	}

	model := &Model{
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		Name:         mp.GetFullTagname(),
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		ShortName:    mp.GetShortTagname(),
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		Digest:       digest,
		ConfigDigest: manifest.Config.Digest,
		Template:     "{{ .Prompt }}",
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		License:      []string{},
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	}

	for _, layer := range manifest.Layers {
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		filename, err := GetBlobsPath(layer.Digest)
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		if err != nil {
			return nil, err
		}

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		switch layer.MediaType {
		case "application/vnd.ollama.image.model":
			model.ModelPath = filename
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			model.OriginalModel = layer.From
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		case "application/vnd.ollama.image.embed":
			file, err := os.Open(filename)
			if err != nil {
				return nil, fmt.Errorf("failed to open file: %s", filename)
			}
			defer file.Close()

			if err = json.NewDecoder(file).Decode(&model.Embeddings); err != nil {
				return nil, err
			}
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		case "application/vnd.ollama.image.adapter":
			model.AdapterPaths = append(model.AdapterPaths, filename)
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		case "application/vnd.ollama.image.template":
			bts, err := os.ReadFile(filename)
			if err != nil {
				return nil, err
			}

			model.Template = string(bts)
		case "application/vnd.ollama.image.system":
			bts, err := os.ReadFile(filename)
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			if err != nil {
				return nil, err
			}
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			model.System = string(bts)
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		case "application/vnd.ollama.image.prompt":
			bts, err := os.ReadFile(filename)
			if err != nil {
				return nil, err
			}

			model.Template = string(bts)
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		case "application/vnd.ollama.image.params":
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			params, err := os.Open(filename)
			if err != nil {
				return nil, err
			}
			defer params.Close()
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			// parse model options parameters into a map so that we can see which fields have been specified explicitly
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			if err = json.NewDecoder(params).Decode(&model.Options); err != nil {
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				return nil, err
			}
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		case "application/vnd.ollama.image.license":
			bts, err := os.ReadFile(filename)
			if err != nil {
				return nil, err
			}
			model.License = append(model.License, string(bts))
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		}
	}

	return model, nil
}

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func filenameWithPath(path, f string) (string, error) {
	// if filePath starts with ~/, replace it with the user's home directory.
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	if strings.HasPrefix(f, fmt.Sprintf("~%s", string(os.PathSeparator))) {
		parts := strings.Split(f, string(os.PathSeparator))
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		home, err := os.UserHomeDir()
		if err != nil {
			return "", fmt.Errorf("failed to open file: %v", err)
		}

		f = filepath.Join(home, filepath.Join(parts[1:]...))
	}

	// if filePath is not an absolute path, make it relative to the modelfile path
	if !filepath.IsAbs(f) {
		f = filepath.Join(filepath.Dir(path), f)
	}

	return f, nil
}

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func CreateModel(ctx context.Context, name string, path string, fn func(resp api.ProgressResponse)) error {
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	mp := ParseModelPath(name)

	var manifest *ManifestV2
	var err error
	var noprune string

	// build deleteMap to prune unused layers
	deleteMap := make(map[string]bool)

	if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
		manifest, _, err = GetManifest(mp)
		if err != nil && !errors.Is(err, os.ErrNotExist) {
			return err
		}

		if manifest != nil {
			for _, l := range manifest.Layers {
				deleteMap[l.Digest] = true
			}
			deleteMap[manifest.Config.Digest] = true
		}
	}

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	mf, err := os.Open(path)
	if err != nil {
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		fn(api.ProgressResponse{Status: fmt.Sprintf("couldn't open modelfile '%s'", path)})
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		return fmt.Errorf("failed to open file: %w", err)
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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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	commands, err := parser.Parse(mf)
	if err != nil {
		return err
	}

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	config := ConfigV2{
		Architecture: "amd64",
		OS:           "linux",
	}

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	var layers []*LayerReader
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	params := make(map[string][]string)
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	var sourceParams map[string]any
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	embed := EmbeddingParams{fn: fn}
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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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		switch c.Name {
		case "model":
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			fn(api.ProgressResponse{Status: "looking for model"})
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			embed.model = 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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				modelFile, err := filenameWithPath(path, c.Args)
				if err != nil {
					return err
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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
					if errors.Is(err, os.ErrNotExist) {
						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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						mf, _, err = GetManifest(mp)
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						if err != nil {
							return fmt.Errorf("failed to open file after pull: %v", err)
						}
					} else {
						return err
					}
				} else {
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					embed.model = modelFile
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					// create a model from this specified file
					fn(api.ProgressResponse{Status: "creating model layer"})
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					file, err := os.Open(modelFile)
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					if err != nil {
						return fmt.Errorf("failed to open file: %v", err)
					}
					defer file.Close()

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					ggml, err := llm.DecodeGGML(file)
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					if err != nil {
						return err
					}

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					config.ModelFormat = ggml.Name()
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					config.ModelFamily = ggml.ModelFamily()
					config.ModelType = ggml.ModelType()
					config.FileType = ggml.FileType()
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					// reset the file
					file.Seek(0, io.SeekStart)

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					l, err := CreateLayer(file)
					if err != nil {
						return fmt.Errorf("failed to create layer: %v", err)
					}
					l.MediaType = "application/vnd.ollama.image.model"
					layers = append(layers, l)
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				}
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			}
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			if mf != nil {
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				sourceBlobPath, err := GetBlobsPath(mf.Config.Digest)
				if err != nil {
					return err
				}

				sourceBlob, err := os.Open(sourceBlobPath)
				if err != nil {
					return err
				}
				defer sourceBlob.Close()

				var source ConfigV2
				if err := json.NewDecoder(sourceBlob).Decode(&source); err != nil {
					return err
				}

				// copie the model metadata
				config.ModelFamily = source.ModelFamily
				config.ModelType = source.ModelType
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				config.ModelFormat = source.ModelFormat
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				config.FileType = source.FileType

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				for _, l := range mf.Layers {
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					if l.MediaType == "application/vnd.ollama.image.params" {
						sourceParamsBlobPath, err := GetBlobsPath(l.Digest)
						if err != nil {
							return err
						}

						sourceParamsBlob, err := os.Open(sourceParamsBlobPath)
						if err != nil {
							return err
						}
						defer sourceParamsBlob.Close()

						if err := json.NewDecoder(sourceParamsBlob).Decode(&sourceParams); err != nil {
							return err
						}
					}

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					newLayer, err := GetLayerWithBufferFromLayer(l)
					if err != nil {
						return err
					}
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					newLayer.From = mp.GetNamespaceRepository()
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					layers = append(layers, newLayer)
				}
			}
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		case "embed":
			embedFilePath, err := filenameWithPath(path, c.Args)
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			if err != nil {
				return err
			}
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			embed.files = append(embed.files, embedFilePath)
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		case "adapter":
			fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})

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			fp, err := filenameWithPath(path, c.Args)
			if err != nil {
				return err
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			}

			// create a model from this specified file
			fn(api.ProgressResponse{Status: "creating model layer"})

			file, err := os.Open(fp)
			if err != nil {
				return fmt.Errorf("failed to open file: %v", err)
			}
			defer file.Close()

			l, err := CreateLayer(file)
			if err != nil {
				return fmt.Errorf("failed to create layer: %v", err)
			}
			l.MediaType = "application/vnd.ollama.image.adapter"
			layers = append(layers, l)
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		case "license":
			fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
			mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)

			layer, err := CreateLayer(strings.NewReader(c.Args))
			if err != nil {
				return err
			}

			layer.MediaType = mediaType
			layers = append(layers, layer)
		case "template", "system", "prompt":
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			fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
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			// remove the layer if one exists
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			mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
			layers = removeLayerFromLayers(layers, mediaType)
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			layer, err := CreateLayer(strings.NewReader(c.Args))
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			if err != nil {
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				return err
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			}
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			layer.MediaType = mediaType
			layers = append(layers, layer)
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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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		}
	}

	// Create a single layer for the parameters
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	if len(params) > 0 {
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		fn(api.ProgressResponse{Status: "creating parameter 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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		if err != nil {
			return fmt.Errorf("couldn't create params json: %v", err)
		}
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		for k, v := range sourceParams {
			if _, ok := formattedParams[k]; !ok {
				formattedParams[k] = v
			}
		}

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		if config.ModelType == "65B" {
			if numGQA, ok := formattedParams["num_gqa"].(int); ok && numGQA == 8 {
				config.ModelType = "70B"
			}
		}

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		bts, err := json.Marshal(formattedParams)
		if err != nil {
			return err
		}

		l, err := CreateLayer(bytes.NewReader(bts))
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		if err != nil {
			return fmt.Errorf("failed to create layer: %v", err)
		}
		l.MediaType = "application/vnd.ollama.image.params"
		layers = append(layers, l)
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		// apply these parameters to the embedding options, in case embeddings need to be generated using this model
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		embed.opts = formattedParams
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	}

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	// generate the embedding layers
	embeddingLayers, err := embeddingLayers(embed)
	if err != nil {
		return err
	}
	layers = append(layers, embeddingLayers...)

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	digests, err := getLayerDigests(layers)
	if err != nil {
		return err
	}

	var manifestLayers []*Layer
	for _, l := range layers {
		manifestLayers = append(manifestLayers, &l.Layer)
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		delete(deleteMap, l.Layer.Digest)
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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 {
		return err
	}
	layers = append(layers, cfg)
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	delete(deleteMap, cfg.Layer.Digest)
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	if err := SaveLayers(layers, fn, false); err != nil {
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		return err
	}

	// Create the manifest
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	fn(api.ProgressResponse{Status: "writing manifest"})
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	err = CreateManifest(name, cfg, manifestLayers)
	if err != nil {
		return err
	}

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	if noprune == "" {
		fn(api.ProgressResponse{Status: "removing any unused layers"})
		err = deleteUnusedLayers(nil, deleteMap, false)
		if err != nil {
			return err
		}
	}

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	fn(api.ProgressResponse{Status: "success"})
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	return nil
}

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type EmbeddingParams struct {
	model string
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	opts  map[string]interface{}
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	files []string // paths to files to embed
	fn    func(resp api.ProgressResponse)
}

// embeddingLayers loads the associated LLM and generates the embeddings to be stored from an input file
func embeddingLayers(e EmbeddingParams) ([]*LayerReader, error) {
	layers := []*LayerReader{}
	if len(e.files) > 0 {
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		// check if the model is a file path or a model name
		model, err := GetModel(e.model)
		if err != nil {
			if !strings.Contains(err.Error(), "couldn't open file") {
				return nil, fmt.Errorf("unexpected error opening model to generate embeddings: %v", err)
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			}
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			// the model may be a file path, create a model from this file
			model = &Model{ModelPath: e.model}
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		}

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		if err := load(context.Background(), model, e.opts, defaultSessionDuration); err != nil {
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			return nil, fmt.Errorf("load model to generate embeddings: %v", err)
		}

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		// this will be used to check if we already have embeddings for a file
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		modelInfo, err := os.Stat(model.ModelPath)
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		if err != nil {
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			return nil, fmt.Errorf("failed to get model file info: %v", err)
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		}

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		addedFiles := make(map[string]bool) // keep track of files that have already been added
		for _, filePattern := range e.files {
			matchingFiles, err := filepath.Glob(filePattern)
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			if err != nil {
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				return nil, fmt.Errorf("could not find files with pattern %s: %w", filePattern, err)
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			}

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			for _, filePath := range matchingFiles {
				if addedFiles[filePath] {
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					continue
				}
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				addedFiles[filePath] = true
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				// check if we already have embeddings for this file path
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				layerIdentifier := fmt.Sprintf("%s:%s:%s:%d", filePath, e.model, modelInfo.ModTime().Format("2006-01-02 15:04:05"), modelInfo.Size())
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				digest, _ := GetSHA256Digest(strings.NewReader(layerIdentifier))
				existing, err := existingFileEmbeddings(digest)
				if err != nil {
					return nil, fmt.Errorf("failed to check existing embeddings for file %s: %v", filePath, err)
				}

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				// TODO: check file type
				f, err := os.Open(filePath)
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				if err != nil {
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					return nil, fmt.Errorf("could not open embed file: %w", err)
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				}
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				scanner := bufio.NewScanner(f)
				scanner.Split(bufio.ScanLines)

				data := []string{}
				for scanner.Scan() {
					data = append(data, scanner.Text())
				}
				f.Close()

				// the digest of the file is set here so that the client knows a new operation is in progress
				fileDigest, _ := GetSHA256Digest(bytes.NewReader([]byte(filePath)))

				embeddings := []vector.Embedding{}
				for i, d := range data {
					if strings.TrimSpace(d) == "" {
						continue
					}
					e.fn(api.ProgressResponse{
						Status:    fmt.Sprintf("creating embeddings for file %s", filePath),
						Digest:    fileDigest,
						Total:     len(data) - 1,
						Completed: i,
					})
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					if len(existing[d]) > 0 {
						// already have an embedding for this line
						embeddings = append(embeddings, vector.Embedding{Data: d, Vector: existing[d]})
						continue
					}
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					embed, err := loaded.llm.Embedding(context.Background(), d)
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					if err != nil {
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						log.Printf("failed to generate embedding for '%s' line %d: %v", filePath, i+1, err)
						continue
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					}
					embeddings = append(embeddings, vector.Embedding{Data: d, Vector: embed})
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				}

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				b, err := json.Marshal(embeddings)
				if err != nil {
					return nil, fmt.Errorf("failed to encode embeddings: %w", err)
				}
				r := bytes.NewReader(b)
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				layer := &LayerReader{
					Layer: Layer{
						MediaType: "application/vnd.ollama.image.embed",
						Digest:    digest,
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						Size:      r.Len(),
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					},
					Reader: r,
				}
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				layers = append(layers, layer)
			}
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		}
	}
	return layers, nil
}

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// existingFileEmbeddings checks if we already have embeddings for a file and loads them into a look-up map
func existingFileEmbeddings(digest string) (map[string][]float64, error) {
	path, err := GetBlobsPath(digest)
	if err != nil {
		return nil, fmt.Errorf("embeddings blobs path: %w", err)
	}
	existingFileEmbeddings := make(map[string][]float64)
	if _, err := os.Stat(path); err == nil {
		// already have some embeddings for this file, load embeddings previously generated
		file, err := os.Open(path)
		if err != nil {
			return nil, fmt.Errorf("failed to open existing embedding file: %s", err)
		}
		defer file.Close()

		existing := []vector.Embedding{}
		if err = json.NewDecoder(file).Decode(&existing); err != nil {
			return nil, err
		}
		for _, e := range existing {
			existingFileEmbeddings[e.Data] = e.Vector
		}
	}
	return existingFileEmbeddings, nil
}

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func removeLayerFromLayers(layers []*LayerReader, mediaType string) []*LayerReader {
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	return slices.DeleteFunc(layers, func(layer *LayerReader) bool {
		return layer.MediaType == mediaType
	})
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}

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func SaveLayers(layers []*LayerReader, fn func(resp api.ProgressResponse), force bool) error {
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	// Write each of the layers to disk
	for _, layer := range layers {
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		fp, err := GetBlobsPath(layer.Digest)
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		if err != nil {
			return err
		}
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		_, err = os.Stat(fp)
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		// note: embed layers are always written since their digest doesnt indicate anything about the contents
		if os.IsNotExist(err) || force || layer.MediaType == "application/vnd.ollama.image.embed" {
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			fn(api.ProgressResponse{Status: fmt.Sprintf("writing layer %s", layer.Digest)})

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			out, err := os.Create(fp)
			if err != nil {
				log.Printf("couldn't create %s", fp)
				return err
			}
			defer out.Close()

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			if _, err = io.Copy(out, layer.Reader); err != nil {
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				return err
			}
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		} else {
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			fn(api.ProgressResponse{Status: fmt.Sprintf("using already created layer %s", layer.Digest)})
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		}
	}

	return nil
}

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func CreateManifest(name string, cfg *LayerReader, layers []*Layer) error {
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	mp := ParseModelPath(name)
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	manifest := ManifestV2{
		SchemaVersion: 2,
		MediaType:     "application/vnd.docker.distribution.manifest.v2+json",
		Config: Layer{
			MediaType: cfg.MediaType,
			Size:      cfg.Size,
			Digest:    cfg.Digest,
		},
		Layers: layers,
	}

	manifestJSON, err := json.Marshal(manifest)
	if err != nil {
		return err
	}

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	fp, err := mp.GetManifestPath(true)
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	if err != nil {
		return err
	}
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	return os.WriteFile(fp, manifestJSON, 0o644)
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}

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func GetLayerWithBufferFromLayer(layer *Layer) (*LayerReader, error) {
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	fp, err := GetBlobsPath(layer.Digest)
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	if err != nil {
		return nil, err
	}

	file, err := os.Open(fp)
	if err != nil {
		return nil, fmt.Errorf("could not open blob: %w", err)
	}
	defer file.Close()

	newLayer, err := CreateLayer(file)
	if err != nil {
		return nil, err
	}
	newLayer.MediaType = layer.MediaType
	return newLayer, nil
}

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// formatParams converts specified parameter options to their correct types
func formatParams(params map[string][]string) (map[string]interface{}, error) {
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	opts := api.Options{}
	valueOpts := reflect.ValueOf(&opts).Elem() // names of the fields in the options struct
	typeOpts := reflect.TypeOf(opts)           // types of the fields in the options struct
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	// build map of json struct tags to their types
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	jsonOpts := make(map[string]reflect.StructField)
	for _, field := range reflect.VisibleFields(typeOpts) {
		jsonTag := strings.Split(field.Tag.Get("json"), ",")[0]
		if jsonTag != "" {
			jsonOpts[jsonTag] = field
		}
	}

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	out := make(map[string]interface{})
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	// iterate params and set values based on json struct tags
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	for key, vals := range params {
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		if opt, ok := jsonOpts[key]; ok {
			field := valueOpts.FieldByName(opt.Name)
			if field.IsValid() && field.CanSet() {
				switch field.Kind() {
				case reflect.Float32:
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					floatVal, err := strconv.ParseFloat(vals[0], 32)
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					if err != nil {
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						return nil, fmt.Errorf("invalid float value %s", vals)
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					}

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					out[key] = float32(floatVal)
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				case reflect.Int:
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					intVal, err := strconv.ParseInt(vals[0], 10, 64)
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					if err != nil {
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						return nil, fmt.Errorf("invalid int value %s", vals)
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					}

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					out[key] = int(intVal)
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				case reflect.Bool:
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					boolVal, err := strconv.ParseBool(vals[0])
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					if err != nil {
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						return nil, fmt.Errorf("invalid bool value %s", vals)
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					}

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					out[key] = boolVal
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				case reflect.String:
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					out[key] = vals[0]
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				case reflect.Slice:
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					// TODO: only string slices are supported right now
					out[key] = vals
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				default:
					return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
				}
			}
		}
	}

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	return out, nil
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}

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func getLayerDigests(layers []*LayerReader) ([]string, error) {
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	var digests []string
	for _, l := range layers {
		if l.Digest == "" {
			return nil, fmt.Errorf("layer is missing a digest")
		}
		digests = append(digests, l.Digest)
	}
	return digests, nil
}

// CreateLayer creates a Layer object from a given file
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func CreateLayer(f io.ReadSeeker) (*LayerReader, error) {
	digest, size := GetSHA256Digest(f)
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	f.Seek(0, io.SeekStart)
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	layer := &LayerReader{
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		Layer: Layer{
			MediaType: "application/vnd.docker.image.rootfs.diff.tar",
			Digest:    digest,
			Size:      size,
		},
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		Reader: f,
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	}

	return layer, nil
}

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func CopyModel(src, dest string) error {
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	srcModelPath := ParseModelPath(src)
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	srcPath, err := srcModelPath.GetManifestPath(false)
	if err != nil {
		return err
	}

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	destModelPath := ParseModelPath(dest)
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	destPath, err := destModelPath.GetManifestPath(true)
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	if err != nil {
		return err
	}

	// copy the file
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	input, err := os.ReadFile(srcPath)
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	if err != nil {
		fmt.Println("Error reading file:", err)
		return err
	}

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	err = os.WriteFile(destPath, input, 0o644)
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	if err != nil {
		fmt.Println("Error reading file:", err)
		return err
	}

	return nil
}

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func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dryRun bool) error {
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	fp, err := GetManifestPath()
	if err != nil {
		return err
	}
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	walkFunc := func(path string, info os.FileInfo, _ error) error {
		if info.IsDir() {
			return nil
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		}

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		dir, file := filepath.Split(path)
		dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
		tag := strings.Join([]string{dir, file}, ":")
		fmp := ParseModelPath(tag)
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		// skip the manifest we're trying to delete
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		if skipModelPath != nil && skipModelPath.GetFullTagname() == fmp.GetFullTagname() {
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			return nil
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		}
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		// save (i.e. delete from the deleteMap) any files used in other manifests
		manifest, _, err := GetManifest(fmp)
		if err != nil {
			return nil
		}

		for _, layer := range manifest.Layers {
			delete(deleteMap, layer.Digest)
		}

		delete(deleteMap, manifest.Config.Digest)
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		return nil
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	}

	if err := filepath.Walk(fp, walkFunc); err != nil {
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		return err
	}
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	// only delete the files which are still in the deleteMap
	for k, v := range deleteMap {
		if v {
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			fp, err := GetBlobsPath(k)
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			if err != nil {
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				log.Printf("couldn't get file path for '%s': %v", k, err)
				continue
			}
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			if !dryRun {
				if err := os.Remove(fp); err != nil {
					log.Printf("couldn't remove file '%s': %v", fp, err)
					continue
				}
			} else {
				log.Printf("wanted to remove: %s", fp)
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			}
		}
	}

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	return nil
}

func PruneLayers() error {
	deleteMap := make(map[string]bool)
	p, err := GetBlobsPath("")
	if err != nil {
		return err
	}

	blobs, err := os.ReadDir(p)
	if err != nil {
		log.Printf("couldn't read dir '%s': %v", p, err)
		return err
	}

	for _, blob := range blobs {
		name := blob.Name()
		if runtime.GOOS == "windows" {
			name = strings.ReplaceAll(name, "-", ":")
		}
		deleteMap[name] = true
	}

	log.Printf("total blobs: %d", len(deleteMap))

	err = deleteUnusedLayers(nil, deleteMap, false)
	if err != nil {
		return err
	}

	log.Printf("total unused blobs removed: %d", len(deleteMap))

	return nil
}

func DeleteModel(name string) error {
	mp := ParseModelPath(name)
	manifest, _, err := GetManifest(mp)
	if err != nil {
		return err
	}

	deleteMap := make(map[string]bool)
	for _, layer := range manifest.Layers {
		deleteMap[layer.Digest] = true
	}
	deleteMap[manifest.Config.Digest] = true

	err = deleteUnusedLayers(&mp, deleteMap, false)
	if err != nil {
		return err
	}

	fp, err := mp.GetManifestPath(false)
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	if err != nil {
		return err
	}
	err = os.Remove(fp)
	if err != nil {
		log.Printf("couldn't remove manifest file '%s': %v", fp, err)
		return err
	}

	return nil
}

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func ShowModelfile(model *Model) (string, error) {
	type modelTemplate struct {
		*Model
		From   string
		Params string
	}

	var params []string
	for k, v := range model.Options {
		switch val := v.(type) {
		case string:
			params = append(params, fmt.Sprintf("PARAMETER %s %s", k, val))
		case int:
			params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.Itoa(val)))
		case float64:
			params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.FormatFloat(val, 'f', 0, 64)))
		case bool:
			params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.FormatBool(val)))
		case []interface{}:
			for _, nv := range val {
				switch nval := nv.(type) {
				case string:
					params = append(params, fmt.Sprintf("PARAMETER %s %s", k, nval))
				case int:
					params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.Itoa(nval)))
				case float64:
					params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.FormatFloat(nval, 'f', 0, 64)))
				case bool:
					params = append(params, fmt.Sprintf("PARAMETER %s %s", k, strconv.FormatBool(nval)))
				default:
					log.Printf("unknown type: %s", reflect.TypeOf(nv).String())
				}
			}
		default:
			log.Printf("unknown type: %s", reflect.TypeOf(v).String())
		}
	}

	mt := modelTemplate{
		Model:  model,
		From:   model.OriginalModel,
		Params: strings.Join(params, "\n"),
	}

	if mt.From == "" {
		mt.From = model.ModelPath
	}

	modelFile := `# Modelfile generated by "ollama show"
# To build a new Modelfile based on this one, replace the FROM line with:
# FROM {{ .ShortName }}

FROM {{ .From }}
TEMPLATE """{{ .Template }}"""
SYSTEM """{{ .System }}"""
{{ .Params }}
`
	for _, l := range mt.Model.AdapterPaths {
		modelFile += fmt.Sprintf("ADAPTER %s\n", l)
	}

	tmpl, err := template.New("").Parse(modelFile)
	if err != nil {
		log.Printf("error parsing template: %q", err)
		return "", err
	}

	var buf bytes.Buffer

	if err = tmpl.Execute(&buf, mt); err != nil {
		log.Printf("error executing template: %q", err)
		return "", err
	}

	return buf.String(), nil
}

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func PushModel(ctx context.Context, name string, regOpts *RegistryOptions, fn func(api.ProgressResponse)) error {
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	mp := ParseModelPath(name)
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	fn(api.ProgressResponse{Status: "retrieving manifest"})

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	if mp.ProtocolScheme == "http" && !regOpts.Insecure {
		return fmt.Errorf("insecure protocol http")
	}

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	manifest, _, err := GetManifest(mp)
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	if err != nil {
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		fn(api.ProgressResponse{Status: "couldn't retrieve manifest"})
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		return err
	}

	var layers []*Layer
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	layers = append(layers, manifest.Layers...)
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	layers = append(layers, &manifest.Config)

	for _, layer := range layers {
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		exists, err := checkBlobExistence(ctx, mp, layer.Digest, regOpts)
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		if err != nil {
			return err
		}

		if exists {
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			fn(api.ProgressResponse{
				Status:    "using existing layer",
				Digest:    layer.Digest,
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				Total:     layer.Size,
				Completed: layer.Size,
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			})
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			log.Printf("Layer %s already exists", layer.Digest)
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			continue
		}

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		fn(api.ProgressResponse{
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			Status: "starting upload",
			Digest: layer.Digest,
			Total:  layer.Size,
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		})
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		location, err := startUpload(ctx, mp, layer, regOpts)
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		if err != nil {
			log.Printf("couldn't start upload: %v", err)
			return err
		}

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		if strings.HasPrefix(path.Base(location.Path), "sha256:") {
			layer.Digest = path.Base(location.Path)
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			fn(api.ProgressResponse{
				Status:    "using existing layer",
				Digest:    layer.Digest,
				Total:     layer.Size,
				Completed: layer.Size,
			})
			continue
		}

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		if err := uploadBlobChunked(ctx, location, layer, regOpts, fn); err != nil {
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			log.Printf("error uploading blob: %v", err)
			return err
		}
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	}

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	fn(api.ProgressResponse{Status: "pushing manifest"})
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	requestURL := mp.BaseURL()
	requestURL = requestURL.JoinPath("v2", mp.GetNamespaceRepository(), "manifests", mp.Tag)
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	manifestJSON, err := json.Marshal(manifest)
	if err != nil {
		return err
	}

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	headers := make(http.Header)
	headers.Set("Content-Type", "application/vnd.docker.distribution.manifest.v2+json")
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	resp, err := makeRequestWithRetry(ctx, "PUT", requestURL, headers, bytes.NewReader(manifestJSON), regOpts)
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	if err != nil {
		return err
	}
	defer resp.Body.Close()

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	fn(api.ProgressResponse{Status: "success"})
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	return nil
}

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func PullModel(ctx context.Context, name string, regOpts *RegistryOptions, fn func(api.ProgressResponse)) error {
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	mp := ParseModelPath(name)

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	var manifest *ManifestV2
	var err error
	var noprune string

	// build deleteMap to prune unused layers
	deleteMap := make(map[string]bool)

	if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
		manifest, _, err = GetManifest(mp)
		if err != nil && !errors.Is(err, os.ErrNotExist) {
			return err
		}

		if manifest != nil {
			for _, l := range manifest.Layers {
				deleteMap[l.Digest] = true
			}
			deleteMap[manifest.Config.Digest] = true
		}
	}

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	if mp.ProtocolScheme == "http" && !regOpts.Insecure {
		return fmt.Errorf("insecure protocol http")
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	}
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	fn(api.ProgressResponse{Status: "pulling manifest"})
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	manifest, err = pullModelManifest(ctx, mp, regOpts)
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	if err != nil {
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		return fmt.Errorf("pull model manifest: %s", err)
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	}

	var layers []*Layer
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	layers = append(layers, manifest.Layers...)
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	layers = append(layers, &manifest.Config)

	for _, layer := range layers {
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		if err := downloadBlob(
			ctx,
			downloadOpts{
				mp:      mp,
				digest:  layer.Digest,
				regOpts: regOpts,
				fn:      fn,
			}); err != nil {
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			return err
		}
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		delete(deleteMap, layer.Digest)
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	}
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	delete(deleteMap, manifest.Config.Digest)
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	fn(api.ProgressResponse{Status: "verifying sha256 digest"})
	for _, layer := range layers {
		if err := verifyBlob(layer.Digest); err != nil {
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			if errors.Is(err, errDigestMismatch) {
				// something went wrong, delete the blob
				fp, err := GetBlobsPath(layer.Digest)
				if err != nil {
					return err
				}
				if err := os.Remove(fp); err != nil {
					// log this, but return the original error
					log.Printf("couldn't remove file with digest mismatch '%s': %v", fp, err)
				}
			}
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			return err
		}
	}

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	fn(api.ProgressResponse{Status: "writing manifest"})
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	manifestJSON, err := json.Marshal(manifest)
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	if err != nil {
		return err
	}

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	fp, err := mp.GetManifestPath(true)
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	if err != nil {
		return err
	}

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	err = os.WriteFile(fp, manifestJSON, 0o644)
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	if err != nil {
		log.Printf("couldn't write to %s", fp)
		return err
	}

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	if noprune == "" {
		fn(api.ProgressResponse{Status: "removing any unused layers"})
		err = deleteUnusedLayers(nil, deleteMap, false)
		if err != nil {
			return err
		}
	}

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	fn(api.ProgressResponse{Status: "success"})
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	return nil
}

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func pullModelManifest(ctx context.Context, mp ModelPath, regOpts *RegistryOptions) (*ManifestV2, error) {
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	requestURL := mp.BaseURL().JoinPath("v2", mp.GetNamespaceRepository(), "manifests", mp.Tag)
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	headers := make(http.Header)
	headers.Set("Accept", "application/vnd.docker.distribution.manifest.v2+json")
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	resp, err := makeRequest(ctx, "GET", requestURL, headers, nil, regOpts)
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	if err != nil {
		log.Printf("couldn't get manifest: %v", err)
		return nil, err
	}
	defer resp.Body.Close()

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	if resp.StatusCode >= http.StatusBadRequest {
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		if resp.StatusCode == http.StatusNotFound {
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			return nil, fmt.Errorf("model not found")
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		}
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		body, _ := io.ReadAll(resp.Body)
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		return nil, fmt.Errorf("on pull registry responded with code %d: %s", resp.StatusCode, body)
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	}

	var m *ManifestV2
	if err := json.NewDecoder(resp.Body).Decode(&m); err != nil {
		return nil, err
	}

	return m, err
}

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func createConfigLayer(config ConfigV2, layers []string) (*LayerReader, error) {
	config.RootFS = RootFS{
		Type:    "layers",
		DiffIDs: layers,
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	}

	configJSON, err := json.Marshal(config)
	if err != nil {
		return nil, err
	}

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	digest, size := GetSHA256Digest(bytes.NewBuffer(configJSON))
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	layer := &LayerReader{
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		Layer: Layer{
			MediaType: "application/vnd.docker.container.image.v1+json",
			Digest:    digest,
			Size:      size,
		},
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		Reader: bytes.NewBuffer(configJSON),
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	}
	return layer, nil
}

// GetSHA256Digest returns the SHA256 hash of a given buffer and returns it, and the size of buffer
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func GetSHA256Digest(r io.Reader) (string, int) {
	h := sha256.New()
	n, err := io.Copy(h, r)
	if err != nil {
		log.Fatal(err)
	}

	return fmt.Sprintf("sha256:%x", h.Sum(nil)), int(n)
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}

// Function to check if a blob already exists in the Docker registry
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func checkBlobExistence(ctx context.Context, mp ModelPath, digest string, regOpts *RegistryOptions) (bool, error) {
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	requestURL := mp.BaseURL()
	requestURL = requestURL.JoinPath("v2", mp.GetNamespaceRepository(), "blobs", digest)
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	resp, err := makeRequest(ctx, "HEAD", requestURL, nil, nil, regOpts)
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	if err != nil {
		log.Printf("couldn't check for blob: %v", err)
		return false, err
	}
	defer resp.Body.Close()

	// Check for success: If the blob exists, the Docker registry will respond with a 200 OK
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	return resp.StatusCode < http.StatusBadRequest, nil
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}

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func makeRequestWithRetry(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.ReadSeeker, regOpts *RegistryOptions) (*http.Response, error) {
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	var status string
	for try := 0; try < MaxRetries; try++ {
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		resp, err := makeRequest(ctx, method, requestURL, headers, body, regOpts)
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		if err != nil {
			log.Printf("couldn't start upload: %v", err)
			return nil, err
		}

		status = resp.Status

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		switch {
		case resp.StatusCode == http.StatusUnauthorized:
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			auth := resp.Header.Get("www-authenticate")
			authRedir := ParseAuthRedirectString(auth)
			token, err := getAuthToken(ctx, authRedir, regOpts)
			if err != nil {
				return nil, err
			}

			regOpts.Token = token
			if body != nil {
				if _, err := body.Seek(0, io.SeekStart); err != nil {
					return nil, err
				}
			}

			continue
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		case resp.StatusCode >= http.StatusBadRequest:
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			body, _ := io.ReadAll(resp.Body)
			return nil, fmt.Errorf("on upload registry responded with code %d: %s", resp.StatusCode, body)
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		default:
			return resp, nil
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		}
	}

	return nil, fmt.Errorf("max retry exceeded: %v", status)
}

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func makeRequest(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.Reader, regOpts *RegistryOptions) (*http.Response, error) {
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	if requestURL.Scheme != "http" && regOpts != nil && regOpts.Insecure {
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		requestURL.Scheme = "http"
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	}

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	req, err := http.NewRequestWithContext(ctx, method, requestURL.String(), body)
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	if err != nil {
		return nil, err
	}

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	if headers != nil {
		req.Header = headers
	}

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	if regOpts != nil {
		if regOpts.Token != "" {
			req.Header.Set("Authorization", "Bearer "+regOpts.Token)
		} else if regOpts.Username != "" && regOpts.Password != "" {
			req.SetBasicAuth(regOpts.Username, regOpts.Password)
		}
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	}

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	req.Header.Set("User-Agent", fmt.Sprintf("ollama/%s (%s %s) Go/%s", version.Version, runtime.GOARCH, runtime.GOOS, runtime.Version()))
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	client := &http.Client{
		CheckRedirect: func(req *http.Request, via []*http.Request) error {
			if len(via) >= 10 {
				return fmt.Errorf("too many redirects")
			}
			log.Printf("redirected to: %s\n", req.URL)
			return nil
		},
	}
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	resp, err := client.Do(req)
	if err != nil {
		return nil, err
	}

	return resp, nil
}
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func getValue(header, key string) string {
	startIdx := strings.Index(header, key+"=")
	if startIdx == -1 {
		return ""
	}

	// Move the index to the starting quote after the key.
	startIdx += len(key) + 2
	endIdx := startIdx

	for endIdx < len(header) {
		if header[endIdx] == '"' {
			if endIdx+1 < len(header) && header[endIdx+1] != ',' { // If the next character isn't a comma, continue
				endIdx++
				continue
			}
			break
		}
		endIdx++
	}
	return header[startIdx:endIdx]
}

func ParseAuthRedirectString(authStr string) AuthRedirect {
	authStr = strings.TrimPrefix(authStr, "Bearer ")

	return AuthRedirect{
		Realm:   getValue(authStr, "realm"),
		Service: getValue(authStr, "service"),
		Scope:   getValue(authStr, "scope"),
	}
}

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var errDigestMismatch = fmt.Errorf("digest mismatch, file must be downloaded again")

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func verifyBlob(digest string) error {
	fp, err := GetBlobsPath(digest)
	if err != nil {
		return err
	}

	f, err := os.Open(fp)
	if err != nil {
		return err
	}
	defer f.Close()

	fileDigest, _ := GetSHA256Digest(f)
	if digest != fileDigest {
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		return fmt.Errorf("%w: want %s, got %s", errDigestMismatch, digest, fileDigest)
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	}

	return nil
}