mirror of
https://github.com/mudler/LocalAI.git
synced 2025-05-28 14:35:00 +00:00
feat(oci): support OCI images and Ollama models (#2628)
* Support specifying oci:// and ollama:// for model URLs Fixes: https://github.com/mudler/LocalAI/issues/2527 Fixes: https://github.com/mudler/LocalAI/issues/1028 Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Lower watcher warnings Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Allow to install ollama models from CLI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fixup tests Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Do not keep file ownership Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Skip test on darwin Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
parent
e265a618d9
commit
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19 changed files with 638 additions and 97 deletions
52
pkg/oci/blob.go
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52
pkg/oci/blob.go
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package oci
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import (
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"context"
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"fmt"
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"io"
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"os"
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ocispec "github.com/opencontainers/image-spec/specs-go/v1"
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oras "oras.land/oras-go/v2"
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"oras.land/oras-go/v2/registry/remote"
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)
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func FetchImageBlob(r, reference, dst string, statusReader func(ocispec.Descriptor) io.Writer) error {
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// 0. Create a file store for the output
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fs, err := os.Create(dst)
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if err != nil {
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return err
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}
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defer fs.Close()
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// 1. Connect to a remote repository
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ctx := context.Background()
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repo, err := remote.NewRepository(r)
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if err != nil {
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return fmt.Errorf("failed to create repository: %v", err)
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}
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repo.SkipReferrersGC = true
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// https://github.com/oras-project/oras/blob/main/cmd/oras/internal/option/remote.go#L364
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// https://github.com/oras-project/oras/blob/main/cmd/oras/root/blob/fetch.go#L136
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desc, reader, err := oras.Fetch(ctx, repo.Blobs(), reference, oras.DefaultFetchOptions)
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if err != nil {
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return fmt.Errorf("failed to fetch image: %v", err)
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}
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if statusReader != nil {
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// 3. Write the file to the file store
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_, err = io.Copy(io.MultiWriter(fs, statusReader(desc)), reader)
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if err != nil {
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return err
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}
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} else {
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_, err = io.Copy(fs, reader)
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if err != nil {
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return err
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}
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}
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return nil
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}
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21
pkg/oci/blob_test.go
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21
pkg/oci/blob_test.go
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package oci_test
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import (
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"os"
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. "github.com/go-skynet/LocalAI/pkg/oci" // Update with your module path
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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var _ = Describe("OCI", func() {
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Context("pulling images", func() {
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It("should fetch blobs correctly", func() {
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f, err := os.CreateTemp("", "ollama")
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Expect(err).NotTo(HaveOccurred())
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defer os.RemoveAll(f.Name())
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err = FetchImageBlob("registry.ollama.ai/library/gemma", "sha256:c1864a5eb19305c40519da12cc543519e48a0697ecd30e15d5ac228644957d12", f.Name(), nil)
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Expect(err).NotTo(HaveOccurred())
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})
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})
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})
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153
pkg/oci/image.go
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153
pkg/oci/image.go
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package oci
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import (
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"context"
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"errors"
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"fmt"
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"io"
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"net/http"
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"runtime"
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"strings"
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"syscall"
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"time"
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"github.com/containerd/containerd/archive"
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registrytypes "github.com/docker/docker/api/types/registry"
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"github.com/google/go-containerregistry/pkg/authn"
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"github.com/google/go-containerregistry/pkg/logs"
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"github.com/google/go-containerregistry/pkg/name"
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v1 "github.com/google/go-containerregistry/pkg/v1"
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"github.com/google/go-containerregistry/pkg/v1/mutate"
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"github.com/google/go-containerregistry/pkg/v1/remote"
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"github.com/google/go-containerregistry/pkg/v1/remote/transport"
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)
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// ref: https://github.com/mudler/luet/blob/master/pkg/helpers/docker/docker.go#L117
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type staticAuth struct {
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auth *registrytypes.AuthConfig
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}
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func (s staticAuth) Authorization() (*authn.AuthConfig, error) {
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if s.auth == nil {
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return nil, nil
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}
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return &authn.AuthConfig{
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Username: s.auth.Username,
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Password: s.auth.Password,
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Auth: s.auth.Auth,
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IdentityToken: s.auth.IdentityToken,
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RegistryToken: s.auth.RegistryToken,
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}, nil
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}
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var defaultRetryBackoff = remote.Backoff{
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Duration: 1.0 * time.Second,
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Factor: 3.0,
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Jitter: 0.1,
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Steps: 3,
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}
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var defaultRetryPredicate = func(err error) bool {
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if err == nil {
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return false
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}
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if errors.Is(err, io.ErrUnexpectedEOF) || errors.Is(err, io.EOF) || errors.Is(err, syscall.EPIPE) || errors.Is(err, syscall.ECONNRESET) || strings.Contains(err.Error(), "connection refused") {
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logs.Warn.Printf("retrying %v", err)
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return true
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}
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return false
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}
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// ExtractOCIImage will extract a given targetImage into a given targetDestination
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func ExtractOCIImage(img v1.Image, targetDestination string) error {
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reader := mutate.Extract(img)
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_, err := archive.Apply(context.Background(), targetDestination, reader, archive.WithNoSameOwner())
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return err
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}
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func ParseImageParts(image string) (tag, repository, dstimage string) {
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tag = "latest"
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repository = "library"
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if strings.Contains(image, ":") {
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parts := strings.Split(image, ":")
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image = parts[0]
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tag = parts[1]
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}
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if strings.Contains("/", image) {
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parts := strings.Split(image, "/")
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repository = parts[0]
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image = parts[1]
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}
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dstimage = image
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return tag, repository, image
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}
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// GetImage if returns the proper image to pull with transport and auth
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// tries local daemon first and then fallbacks into remote
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// if auth is nil, it will try to use the default keychain https://github.com/google/go-containerregistry/tree/main/pkg/authn#tldr-for-consumers-of-this-package
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func GetImage(targetImage, targetPlatform string, auth *registrytypes.AuthConfig, t http.RoundTripper) (v1.Image, error) {
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var platform *v1.Platform
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var image v1.Image
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var err error
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if targetPlatform != "" {
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platform, err = v1.ParsePlatform(targetPlatform)
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if err != nil {
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return image, err
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}
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} else {
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platform, err = v1.ParsePlatform(fmt.Sprintf("%s/%s", runtime.GOOS, runtime.GOARCH))
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if err != nil {
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return image, err
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}
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}
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ref, err := name.ParseReference(targetImage)
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if err != nil {
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return image, err
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}
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if t == nil {
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t = http.DefaultTransport
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}
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tr := transport.NewRetry(t,
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transport.WithRetryBackoff(defaultRetryBackoff),
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transport.WithRetryPredicate(defaultRetryPredicate),
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)
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opts := []remote.Option{
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remote.WithTransport(tr),
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remote.WithPlatform(*platform),
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}
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if auth != nil {
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opts = append(opts, remote.WithAuth(staticAuth{auth}))
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} else {
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opts = append(opts, remote.WithAuthFromKeychain(authn.DefaultKeychain))
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}
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image, err = remote.Image(ref, opts...)
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return image, err
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}
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func GetOCIImageSize(targetImage, targetPlatform string, auth *registrytypes.AuthConfig, t http.RoundTripper) (int64, error) {
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var size int64
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var img v1.Image
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var err error
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img, err = GetImage(targetImage, targetPlatform, auth, t)
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if err != nil {
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return size, err
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}
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layers, _ := img.Layers()
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for _, layer := range layers {
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s, _ := layer.Size()
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size += s
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}
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return size, nil
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}
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37
pkg/oci/image_test.go
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37
pkg/oci/image_test.go
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package oci_test
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import (
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"os"
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"runtime"
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. "github.com/go-skynet/LocalAI/pkg/oci" // Update with your module path
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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var _ = Describe("OCI", func() {
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Context("when template is loaded successfully", func() {
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It("should evaluate the template correctly", func() {
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if runtime.GOOS == "darwin" {
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Skip("Skipping test on darwin")
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}
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imageName := "alpine"
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img, err := GetImage(imageName, "", nil, nil)
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Expect(err).NotTo(HaveOccurred())
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size, err := GetOCIImageSize(imageName, "", nil, nil)
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Expect(err).NotTo(HaveOccurred())
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Expect(size).ToNot(Equal(int64(0)))
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// Create tempdir
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dir, err := os.MkdirTemp("", "example")
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Expect(err).NotTo(HaveOccurred())
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defer os.RemoveAll(dir)
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err = ExtractOCIImage(img, dir)
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Expect(err).NotTo(HaveOccurred())
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})
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})
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})
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13
pkg/oci/oci_suite_test.go
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13
pkg/oci/oci_suite_test.go
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package oci_test
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import (
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"testing"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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func TestOCI(t *testing.T) {
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RegisterFailHandler(Fail)
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RunSpecs(t, "OCI test suite")
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}
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88
pkg/oci/ollama.go
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88
pkg/oci/ollama.go
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package oci
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import (
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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ocispec "github.com/opencontainers/image-spec/specs-go/v1"
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)
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// Define the main struct for the JSON data
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type Manifest struct {
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SchemaVersion int `json:"schemaVersion"`
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MediaType string `json:"mediaType"`
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Config Config `json:"config"`
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Layers []LayerDetail `json:"layers"`
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}
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// Define the struct for the "config" section
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type Config struct {
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Digest string `json:"digest"`
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MediaType string `json:"mediaType"`
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Size int `json:"size"`
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}
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// Define the struct for each item in the "layers" array
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type LayerDetail struct {
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Digest string `json:"digest"`
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MediaType string `json:"mediaType"`
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Size int `json:"size"`
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}
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func OllamaModelManifest(image string) (*Manifest, error) {
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// parse the repository and tag from `image`. `image` should be for e.g. gemma:2b, or foobar/gemma:2b
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// if there is a : in the image, then split it
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// if there is no : in the image, then assume it is the latest tag
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tag, repository, image := ParseImageParts(image)
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// get e.g. https://registry.ollama.ai/v2/library/llama3/manifests/latest
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req, err := http.NewRequest("GET", "https://registry.ollama.ai/v2/"+repository+"/"+image+"/manifests/"+tag, nil)
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if err != nil {
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return nil, err
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}
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req.Header.Set("Accept", "application/vnd.docker.distribution.manifest.v2+json")
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client := &http.Client{}
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resp, err := client.Do(req)
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if err != nil {
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return nil, err
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}
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// parse the JSON response
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var manifest Manifest
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err = json.NewDecoder(resp.Body).Decode(&manifest)
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if err != nil {
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return nil, err
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}
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return &manifest, nil
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}
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func OllamaModelBlob(image string) (string, error) {
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manifest, err := OllamaModelManifest(image)
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if err != nil {
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return "", err
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}
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// find a application/vnd.ollama.image.model in the mediaType
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for _, layer := range manifest.Layers {
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if layer.MediaType == "application/vnd.ollama.image.model" {
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return layer.Digest, nil
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}
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}
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return "", nil
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}
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func OllamaFetchModel(image string, output string, statusWriter func(ocispec.Descriptor) io.Writer) error {
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_, repository, imageNoTag := ParseImageParts(image)
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blobID, err := OllamaModelBlob(image)
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if err != nil {
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return err
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}
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return FetchImageBlob(fmt.Sprintf("registry.ollama.ai/%s/%s", repository, imageNoTag), blobID, output, statusWriter)
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}
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21
pkg/oci/ollama_test.go
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21
pkg/oci/ollama_test.go
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package oci_test
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import (
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"os"
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. "github.com/go-skynet/LocalAI/pkg/oci" // Update with your module path
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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var _ = Describe("OCI", func() {
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Context("ollama", func() {
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It("pulls model files", func() {
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f, err := os.CreateTemp("", "ollama")
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Expect(err).NotTo(HaveOccurred())
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defer os.RemoveAll(f.Name())
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err = OllamaFetchModel("gemma:2b", f.Name(), nil)
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Expect(err).NotTo(HaveOccurred())
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})
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})
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})
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