mirror of
https://github.com/mudler/LocalAI.git
synced 2025-05-28 06:25:00 +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
f569237a50
19 changed files with 638 additions and 97 deletions
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@ -11,19 +11,24 @@ import (
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"strconv"
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"strings"
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ocispec "github.com/opencontainers/image-spec/specs-go/v1"
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"github.com/go-skynet/LocalAI/pkg/oci"
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"github.com/go-skynet/LocalAI/pkg/utils"
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"github.com/rs/zerolog/log"
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)
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const (
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HuggingFacePrefix = "huggingface://"
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OCIPrefix = "oci://"
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OllamaPrefix = "ollama://"
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HTTPPrefix = "http://"
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HTTPSPrefix = "https://"
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GithubURI = "github:"
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GithubURI2 = "github://"
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)
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func GetURI(url string, basePath string, f func(url string, i []byte) error) error {
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func DownloadAndUnmarshal(url string, basePath string, f func(url string, i []byte) error) error {
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url = ConvertURL(url)
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if strings.HasPrefix(url, "file://") {
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@ -76,9 +81,15 @@ func LooksLikeURL(s string) bool {
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strings.HasPrefix(s, HTTPSPrefix) ||
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strings.HasPrefix(s, HuggingFacePrefix) ||
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strings.HasPrefix(s, GithubURI) ||
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strings.HasPrefix(s, OllamaPrefix) ||
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strings.HasPrefix(s, OCIPrefix) ||
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strings.HasPrefix(s, GithubURI2)
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}
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func LooksLikeOCI(s string) bool {
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return strings.HasPrefix(s, OCIPrefix) || strings.HasPrefix(s, OllamaPrefix)
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}
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func ConvertURL(s string) string {
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switch {
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case strings.HasPrefix(s, GithubURI2):
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@ -149,6 +160,32 @@ func removePartialFile(tmpFilePath string) error {
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func DownloadFile(url string, filePath, sha string, fileN, total int, downloadStatus func(string, string, string, float64)) error {
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url = ConvertURL(url)
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if LooksLikeOCI(url) {
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progressStatus := func(desc ocispec.Descriptor) io.Writer {
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return &progressWriter{
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fileName: filePath,
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total: desc.Size,
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hash: sha256.New(),
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fileNo: fileN,
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totalFiles: total,
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downloadStatus: downloadStatus,
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}
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}
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if strings.HasPrefix(url, OllamaPrefix) {
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url = strings.TrimPrefix(url, OllamaPrefix)
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return oci.OllamaFetchModel(url, filePath, progressStatus)
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}
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url = strings.TrimPrefix(url, OCIPrefix)
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img, err := oci.GetImage(url, "", nil, nil)
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if err != nil {
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return fmt.Errorf("failed to get image %q: %v", url, err)
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}
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return oci.ExtractOCIImage(img, filepath.Dir(filePath))
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}
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// Check if the file already exists
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_, err := os.Stat(filePath)
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if err == nil {
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@ -10,7 +10,7 @@ var _ = Describe("Gallery API tests", func() {
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Context("URI", func() {
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It("parses github with a branch", func() {
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Expect(
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GetURI("github:go-skynet/model-gallery/gpt4all-j.yaml", "", func(url string, i []byte) error {
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DownloadAndUnmarshal("github:go-skynet/model-gallery/gpt4all-j.yaml", "", func(url string, i []byte) error {
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Expect(url).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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return nil
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}),
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@ -18,7 +18,7 @@ var _ = Describe("Gallery API tests", func() {
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})
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It("parses github without a branch", func() {
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Expect(
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GetURI("github:go-skynet/model-gallery/gpt4all-j.yaml@main", "", func(url string, i []byte) error {
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DownloadAndUnmarshal("github:go-skynet/model-gallery/gpt4all-j.yaml@main", "", func(url string, i []byte) error {
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Expect(url).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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return nil
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}),
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@ -26,7 +26,7 @@ var _ = Describe("Gallery API tests", func() {
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})
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It("parses github with urls", func() {
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Expect(
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GetURI("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml", "", func(url string, i []byte) error {
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DownloadAndUnmarshal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml", "", func(url string, i []byte) error {
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Expect(url).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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return nil
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}),
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@ -134,7 +134,7 @@ func AvailableGalleryModels(galleries []Gallery, basePath string) ([]*GalleryMod
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func findGalleryURLFromReferenceURL(url string, basePath string) (string, error) {
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var refFile string
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err := downloader.GetURI(url, basePath, func(url string, d []byte) error {
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err := downloader.DownloadAndUnmarshal(url, basePath, func(url string, d []byte) error {
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refFile = string(d)
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if len(refFile) == 0 {
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return fmt.Errorf("invalid reference file at url %s: %s", url, d)
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@ -157,7 +157,7 @@ func getGalleryModels(gallery Gallery, basePath string) ([]*GalleryModel, error)
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}
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}
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err := downloader.GetURI(gallery.URL, basePath, func(url string, d []byte) error {
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err := downloader.DownloadAndUnmarshal(gallery.URL, basePath, func(url string, d []byte) error {
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return yaml.Unmarshal(d, &models)
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})
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if err != nil {
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@ -65,7 +65,7 @@ type PromptTemplate struct {
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func GetGalleryConfigFromURL(url string, basePath string) (Config, error) {
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var config Config
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err := downloader.GetURI(url, basePath, func(url string, d []byte) error {
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err := downloader.DownloadAndUnmarshal(url, basePath, func(url string, d []byte) error {
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return yaml.Unmarshal(d, &config)
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})
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if err != nil {
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52
pkg/oci/blob.go
Normal file
52
pkg/oci/blob.go
Normal file
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@ -0,0 +1,52 @@
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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
Normal file
21
pkg/oci/blob_test.go
Normal file
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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
Normal file
153
pkg/oci/image.go
Normal file
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@ -0,0 +1,153 @@
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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
Normal file
37
pkg/oci/image_test.go
Normal file
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@ -0,0 +1,37 @@
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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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|
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var _ = Describe("OCI", func() {
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|
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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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|
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Expect(size).ToNot(Equal(int64(0)))
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|
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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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|
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err = ExtractOCIImage(img, dir)
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Expect(err).NotTo(HaveOccurred())
|
||||
})
|
||||
})
|
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})
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13
pkg/oci/oci_suite_test.go
Normal file
13
pkg/oci/oci_suite_test.go
Normal file
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@ -0,0 +1,13 @@
|
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package oci_test
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|
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import (
|
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"testing"
|
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|
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. "github.com/onsi/ginkgo/v2"
|
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. "github.com/onsi/gomega"
|
||||
)
|
||||
|
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func TestOCI(t *testing.T) {
|
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RegisterFailHandler(Fail)
|
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RunSpecs(t, "OCI test suite")
|
||||
}
|
88
pkg/oci/ollama.go
Normal file
88
pkg/oci/ollama.go
Normal file
|
@ -0,0 +1,88 @@
|
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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"
|
||||
"net/http"
|
||||
|
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ocispec "github.com/opencontainers/image-spec/specs-go/v1"
|
||||
)
|
||||
|
||||
// Define the main struct for the JSON data
|
||||
type Manifest struct {
|
||||
SchemaVersion int `json:"schemaVersion"`
|
||||
MediaType string `json:"mediaType"`
|
||||
Config Config `json:"config"`
|
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Layers []LayerDetail `json:"layers"`
|
||||
}
|
||||
|
||||
// Define the struct for the "config" section
|
||||
type Config struct {
|
||||
Digest string `json:"digest"`
|
||||
MediaType string `json:"mediaType"`
|
||||
Size int `json:"size"`
|
||||
}
|
||||
|
||||
// Define the struct for each item in the "layers" array
|
||||
type LayerDetail struct {
|
||||
Digest string `json:"digest"`
|
||||
MediaType string `json:"mediaType"`
|
||||
Size int `json:"size"`
|
||||
}
|
||||
|
||||
func OllamaModelManifest(image string) (*Manifest, error) {
|
||||
// parse the repository and tag from `image`. `image` should be for e.g. gemma:2b, or foobar/gemma:2b
|
||||
|
||||
// if there is a : in the image, then split it
|
||||
// if there is no : in the image, then assume it is the latest tag
|
||||
tag, repository, image := ParseImageParts(image)
|
||||
|
||||
// get e.g. https://registry.ollama.ai/v2/library/llama3/manifests/latest
|
||||
req, err := http.NewRequest("GET", "https://registry.ollama.ai/v2/"+repository+"/"+image+"/manifests/"+tag, nil)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
req.Header.Set("Accept", "application/vnd.docker.distribution.manifest.v2+json")
|
||||
client := &http.Client{}
|
||||
resp, err := client.Do(req)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
// parse the JSON response
|
||||
var manifest Manifest
|
||||
err = json.NewDecoder(resp.Body).Decode(&manifest)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
return &manifest, nil
|
||||
}
|
||||
|
||||
func OllamaModelBlob(image string) (string, error) {
|
||||
manifest, err := OllamaModelManifest(image)
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
// find a application/vnd.ollama.image.model in the mediaType
|
||||
|
||||
for _, layer := range manifest.Layers {
|
||||
if layer.MediaType == "application/vnd.ollama.image.model" {
|
||||
return layer.Digest, nil
|
||||
}
|
||||
}
|
||||
|
||||
return "", nil
|
||||
}
|
||||
|
||||
func OllamaFetchModel(image string, output string, statusWriter func(ocispec.Descriptor) io.Writer) error {
|
||||
_, repository, imageNoTag := ParseImageParts(image)
|
||||
|
||||
blobID, err := OllamaModelBlob(image)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
return FetchImageBlob(fmt.Sprintf("registry.ollama.ai/%s/%s", repository, imageNoTag), blobID, output, statusWriter)
|
||||
}
|
21
pkg/oci/ollama_test.go
Normal file
21
pkg/oci/ollama_test.go
Normal file
|
@ -0,0 +1,21 @@
|
|||
package oci_test
|
||||
|
||||
import (
|
||||
"os"
|
||||
|
||||
. "github.com/go-skynet/LocalAI/pkg/oci" // Update with your module path
|
||||
. "github.com/onsi/ginkgo/v2"
|
||||
. "github.com/onsi/gomega"
|
||||
)
|
||||
|
||||
var _ = Describe("OCI", func() {
|
||||
Context("ollama", func() {
|
||||
It("pulls model files", func() {
|
||||
f, err := os.CreateTemp("", "ollama")
|
||||
Expect(err).NotTo(HaveOccurred())
|
||||
defer os.RemoveAll(f.Name())
|
||||
err = OllamaFetchModel("gemma:2b", f.Name(), nil)
|
||||
Expect(err).NotTo(HaveOccurred())
|
||||
})
|
||||
})
|
||||
})
|
|
@ -5,6 +5,7 @@ import (
|
|||
"fmt"
|
||||
"os"
|
||||
"path/filepath"
|
||||
"strings"
|
||||
|
||||
"github.com/go-skynet/LocalAI/embedded"
|
||||
"github.com/go-skynet/LocalAI/pkg/downloader"
|
||||
|
@ -52,6 +53,28 @@ func InstallModels(galleries []gallery.Gallery, modelLibraryURL string, modelPat
|
|||
log.Error().Err(e).Str("filepath", modelDefinitionFilePath).Msg("error writing model definition")
|
||||
err = errors.Join(err, e)
|
||||
}
|
||||
case downloader.LooksLikeOCI(url):
|
||||
log.Debug().Msgf("[startup] resolved OCI model to download: %s", url)
|
||||
|
||||
// convert OCI image name to a file name.
|
||||
ociName := strings.TrimPrefix(url, downloader.OCIPrefix)
|
||||
ociName = strings.TrimPrefix(ociName, downloader.OllamaPrefix)
|
||||
ociName = strings.ReplaceAll(ociName, "/", "__")
|
||||
ociName = strings.ReplaceAll(ociName, ":", "__")
|
||||
|
||||
// check if file exists
|
||||
if _, e := os.Stat(filepath.Join(modelPath, ociName)); errors.Is(e, os.ErrNotExist) {
|
||||
modelDefinitionFilePath := filepath.Join(modelPath, ociName)
|
||||
e := downloader.DownloadFile(url, modelDefinitionFilePath, "", 0, 0, func(fileName, current, total string, percent float64) {
|
||||
utils.DisplayDownloadFunction(fileName, current, total, percent)
|
||||
})
|
||||
if e != nil {
|
||||
log.Error().Err(e).Str("url", url).Str("filepath", modelDefinitionFilePath).Msg("error downloading model")
|
||||
err = errors.Join(err, e)
|
||||
}
|
||||
}
|
||||
|
||||
log.Info().Msgf("[startup] installed model from OCI repository: %s", ociName)
|
||||
case downloader.LooksLikeURL(url):
|
||||
log.Debug().Msgf("[startup] resolved model to download: %s", url)
|
||||
|
||||
|
|
Loading…
Add table
Add a link
Reference in a new issue