mirror of
https://github.com/mudler/LocalAI.git
synced 2025-05-28 22:44:59 +00:00
parent
2a45a99737
commit
60db5957d3
15 changed files with 644 additions and 194 deletions
99
pkg/gallery/gallery.go
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99
pkg/gallery/gallery.go
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@ -0,0 +1,99 @@
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package gallery
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import (
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"fmt"
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"os"
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"path/filepath"
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"github.com/go-skynet/LocalAI/pkg/utils"
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"github.com/imdario/mergo"
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"gopkg.in/yaml.v2"
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)
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type Gallery struct {
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URL string `json:"url" yaml:"url"`
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Name string `json:"name" yaml:"name"`
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}
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// Installs a model from the gallery (galleryname@modelname)
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func InstallModelFromGallery(galleries []Gallery, name string, basePath string, req GalleryModel, downloadStatus func(string, string, string, float64)) error {
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models, err := AvailableGalleryModels(galleries, basePath)
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if err != nil {
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return err
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}
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applyModel := func(model *GalleryModel) error {
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var config Config
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err := model.Get(&config)
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if err != nil {
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return err
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}
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if req.Name != "" {
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model.Name = req.Name
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}
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config.Files = append(config.Files, req.AdditionalFiles...)
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config.Files = append(config.Files, model.AdditionalFiles...)
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// TODO model.Overrides could be merged with user overrides (not defined yet)
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if err := mergo.Merge(&model.Overrides, req.Overrides, mergo.WithOverride); err != nil {
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return err
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}
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if err := InstallModel(basePath, model.Name, &config, model.Overrides, downloadStatus); err != nil {
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return err
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}
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return nil
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}
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for _, model := range models {
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if name == fmt.Sprintf("%s@%s", model.Gallery.Name, model.Name) {
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return applyModel(model)
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}
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}
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return fmt.Errorf("no model found with name %q", name)
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}
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// List available models
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// Models galleries are a list of json files that are hosted on a remote server (for example github).
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// Each json file contains a list of models that can be downloaded and optionally overrides to define a new model setting.
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func AvailableGalleryModels(galleries []Gallery, basePath string) ([]*GalleryModel, error) {
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var models []*GalleryModel
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// Get models from galleries
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for _, gallery := range galleries {
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galleryModels, err := getGalleryModels(gallery, basePath)
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if err != nil {
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return nil, err
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}
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models = append(models, galleryModels...)
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}
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return models, nil
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}
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func getGalleryModels(gallery Gallery, basePath string) ([]*GalleryModel, error) {
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var models []*GalleryModel = []*GalleryModel{}
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err := utils.GetURI(gallery.URL, func(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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return models, err
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}
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// Add gallery to models
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for _, model := range models {
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model.Gallery = gallery
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// we check if the model was already installed by checking if the config file exists
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// TODO: (what to do if the model doesn't install a config file?)
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if _, err := os.Stat(filepath.Join(basePath, fmt.Sprintf("%s.yaml", model.Name))); err == nil {
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model.Installed = true
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}
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}
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return models, nil
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}
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@ -81,7 +81,7 @@ func ReadConfigFile(filePath string) (*Config, error) {
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return &config, nil
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}
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func Apply(basePath, nameOverride string, config *Config, configOverrides map[string]interface{}, downloadStatus func(string, string, string, float64)) error {
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func InstallModel(basePath, nameOverride string, config *Config, configOverrides map[string]interface{}, downloadStatus func(string, string, string, float64)) error {
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// Create base path if it doesn't exist
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err := os.MkdirAll(basePath, 0755)
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if err != nil {
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@ -171,6 +171,7 @@ func Apply(basePath, nameOverride string, config *Config, configOverrides map[st
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// Verify SHA
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calculatedSHA := fmt.Sprintf("%x", progress.hash.Sum(nil))
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if calculatedSHA != file.SHA256 {
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log.Debug().Msgf("SHA mismatch for file %q ( calculated: %s != metadata: %s )", file.Filename, calculatedSHA, file.SHA256)
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return fmt.Errorf("SHA mismatch for file %q ( calculated: %s != metadata: %s )", file.Filename, calculatedSHA, file.SHA256)
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}
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} else {
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@ -178,6 +179,13 @@ func Apply(basePath, nameOverride string, config *Config, configOverrides map[st
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}
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log.Debug().Msgf("File %q downloaded and verified", file.Filename)
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if utils.IsArchive(filePath) {
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log.Debug().Msgf("File %q is an archive, uncompressing to %s", file.Filename, basePath)
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if err := utils.ExtractArchive(filePath, basePath); err != nil {
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log.Debug().Msgf("Failed decompressing %q: %s", file.Filename, err.Error())
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return err
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}
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}
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}
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// Write prompt template contents to separate files
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@ -211,33 +219,37 @@ func Apply(basePath, nameOverride string, config *Config, configOverrides map[st
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return err
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}
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configFilePath := filepath.Join(basePath, name+".yaml")
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// write config file
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if len(configOverrides) != 0 || len(config.ConfigFile) != 0 {
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configFilePath := filepath.Join(basePath, name+".yaml")
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// Read and update config file as map[string]interface{}
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configMap := make(map[string]interface{})
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err = yaml.Unmarshal([]byte(config.ConfigFile), &configMap)
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if err != nil {
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return fmt.Errorf("failed to unmarshal config YAML: %v", err)
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// Read and update config file as map[string]interface{}
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configMap := make(map[string]interface{})
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err = yaml.Unmarshal([]byte(config.ConfigFile), &configMap)
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if err != nil {
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return fmt.Errorf("failed to unmarshal config YAML: %v", err)
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}
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configMap["name"] = name
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if err := mergo.Merge(&configMap, configOverrides, mergo.WithOverride); err != nil {
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return err
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}
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// Write updated config file
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updatedConfigYAML, err := yaml.Marshal(configMap)
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if err != nil {
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return fmt.Errorf("failed to marshal updated config YAML: %v", err)
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}
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err = os.WriteFile(configFilePath, updatedConfigYAML, 0644)
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if err != nil {
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return fmt.Errorf("failed to write updated config file: %v", err)
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}
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log.Debug().Msgf("Written config file %s", configFilePath)
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}
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configMap["name"] = name
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if err := mergo.Merge(&configMap, configOverrides, mergo.WithOverride); err != nil {
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return err
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}
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// Write updated config file
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updatedConfigYAML, err := yaml.Marshal(configMap)
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if err != nil {
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return fmt.Errorf("failed to marshal updated config YAML: %v", err)
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}
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err = os.WriteFile(configFilePath, updatedConfigYAML, 0644)
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if err != nil {
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return fmt.Errorf("failed to write updated config file: %v", err)
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}
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log.Debug().Msgf("Written config file %s", configFilePath)
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return nil
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}
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@ -1,6 +1,7 @@
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package gallery_test
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import (
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"io/ioutil"
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"os"
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"path/filepath"
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@ -19,7 +20,7 @@ var _ = Describe("Model test", func() {
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c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
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Expect(err).ToNot(HaveOccurred())
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err = Apply(tempdir, "", c, map[string]interface{}{}, func(string, string, string, float64) {})
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err = InstallModel(tempdir, "", c, map[string]interface{}{}, func(string, string, string, float64) {})
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Expect(err).ToNot(HaveOccurred())
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for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "cerebras.yaml"} {
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@ -38,6 +39,51 @@ var _ = Describe("Model test", func() {
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Expect(content["context_size"]).To(Equal(1024))
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})
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It("applies model from gallery correctly", func() {
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tempdir, err := os.MkdirTemp("", "test")
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Expect(err).ToNot(HaveOccurred())
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defer os.RemoveAll(tempdir)
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gallery := []GalleryModel{{
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Name: "bert",
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URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml",
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}}
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out, err := yaml.Marshal(gallery)
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Expect(err).ToNot(HaveOccurred())
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err = ioutil.WriteFile(filepath.Join(tempdir, "gallery_simple.yaml"), out, 0644)
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Expect(err).ToNot(HaveOccurred())
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galleries := []Gallery{
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{
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Name: "test",
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URL: "file://" + filepath.Join(tempdir, "gallery_simple.yaml"),
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},
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}
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models, err := AvailableGalleryModels(galleries, tempdir)
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Expect(err).ToNot(HaveOccurred())
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Expect(len(models)).To(Equal(1))
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Expect(models[0].Name).To(Equal("bert"))
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Expect(models[0].URL).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml"))
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Expect(models[0].Installed).To(BeFalse())
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err = InstallModelFromGallery(galleries, "test@bert", tempdir, GalleryModel{}, func(s1, s2, s3 string, f float64) {})
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Expect(err).ToNot(HaveOccurred())
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dat, err := os.ReadFile(filepath.Join(tempdir, "bert.yaml"))
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Expect(err).ToNot(HaveOccurred())
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content := map[string]interface{}{}
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err = yaml.Unmarshal(dat, &content)
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Expect(err).ToNot(HaveOccurred())
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Expect(content["backend"]).To(Equal("bert-embeddings"))
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models, err = AvailableGalleryModels(galleries, tempdir)
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Expect(err).ToNot(HaveOccurred())
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Expect(len(models)).To(Equal(1))
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Expect(models[0].Installed).To(BeTrue())
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})
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It("renames model correctly", func() {
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tempdir, err := os.MkdirTemp("", "test")
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Expect(err).ToNot(HaveOccurred())
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@ -45,7 +91,7 @@ var _ = Describe("Model test", func() {
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c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
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Expect(err).ToNot(HaveOccurred())
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err = Apply(tempdir, "foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
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err = InstallModel(tempdir, "foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
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Expect(err).ToNot(HaveOccurred())
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for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
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@ -61,7 +107,7 @@ var _ = Describe("Model test", func() {
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c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
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Expect(err).ToNot(HaveOccurred())
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err = Apply(tempdir, "foo", c, map[string]interface{}{"backend": "foo"}, func(string, string, string, float64) {})
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err = InstallModel(tempdir, "foo", c, map[string]interface{}{"backend": "foo"}, func(string, string, string, float64) {})
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Expect(err).ToNot(HaveOccurred())
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for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
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@ -87,7 +133,7 @@ var _ = Describe("Model test", func() {
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c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
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Expect(err).ToNot(HaveOccurred())
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err = Apply(tempdir, "../../../foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
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err = InstallModel(tempdir, "../../../foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
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Expect(err).To(HaveOccurred())
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})
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})
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74
pkg/gallery/request.go
Normal file
74
pkg/gallery/request.go
Normal file
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@ -0,0 +1,74 @@
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package gallery
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import (
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"fmt"
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"net/url"
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"strings"
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"github.com/go-skynet/LocalAI/pkg/utils"
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"gopkg.in/yaml.v2"
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)
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// endpoints
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type GalleryModel struct {
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URL string `json:"url" yaml:"url"`
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Name string `json:"name" yaml:"name"`
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Overrides map[string]interface{} `json:"overrides" yaml:"overrides"`
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AdditionalFiles []File `json:"files" yaml:"files"`
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Gallery Gallery `json:"gallery" yaml:"gallery"`
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Installed bool `json:"installed" yaml:"installed"`
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}
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const (
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githubURI = "github:"
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)
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func (request GalleryModel) DecodeURL() (string, error) {
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input := request.URL
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var rawURL string
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if strings.HasPrefix(input, githubURI) {
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parts := strings.Split(input, ":")
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repoParts := strings.Split(parts[1], "@")
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branch := "main"
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if len(repoParts) > 1 {
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branch = repoParts[1]
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}
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repoPath := strings.Split(repoParts[0], "/")
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org := repoPath[0]
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project := repoPath[1]
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projectPath := strings.Join(repoPath[2:], "/")
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rawURL = fmt.Sprintf("https://raw.githubusercontent.com/%s/%s/%s/%s", org, project, branch, projectPath)
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} else if strings.HasPrefix(input, "http://") || strings.HasPrefix(input, "https://") {
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// Handle regular URLs
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u, err := url.Parse(input)
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if err != nil {
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return "", fmt.Errorf("invalid URL: %w", err)
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}
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rawURL = u.String()
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// check if it's a file path
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} else if strings.HasPrefix(input, "file://") {
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return input, nil
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} else {
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return "", fmt.Errorf("invalid URL format: %s", input)
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}
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return rawURL, nil
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}
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// Get fetches a model from a URL and unmarshals it into a struct
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func (request GalleryModel) Get(i interface{}) error {
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url, err := request.DecodeURL()
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if err != nil {
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return err
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}
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return utils.GetURI(url, func(d []byte) error {
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return yaml.Unmarshal(d, i)
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})
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}
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42
pkg/gallery/request_test.go
Normal file
42
pkg/gallery/request_test.go
Normal file
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@ -0,0 +1,42 @@
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package gallery_test
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import (
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. "github.com/go-skynet/LocalAI/pkg/gallery"
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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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type example struct {
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Name string `yaml:"name"`
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}
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var _ = Describe("Gallery API tests", func() {
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Context("requests", func() {
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It("parses github with a branch", func() {
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req := GalleryModel{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml@main"}
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var e example
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err := req.Get(&e)
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Expect(err).ToNot(HaveOccurred())
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Expect(e.Name).To(Equal("gpt4all-j"))
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})
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It("parses github without a branch", func() {
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req := GalleryModel{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml@main"}
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str, err := req.DecodeURL()
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Expect(err).ToNot(HaveOccurred())
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Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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})
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It("parses github without a branch", func() {
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req := GalleryModel{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml"}
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str, err := req.DecodeURL()
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Expect(err).ToNot(HaveOccurred())
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Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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})
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It("parses URLS", func() {
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req := GalleryModel{URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"}
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str, err := req.DecodeURL()
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Expect(err).ToNot(HaveOccurred())
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Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
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})
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})
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})
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56
pkg/utils/untar.go
Normal file
56
pkg/utils/untar.go
Normal file
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@ -0,0 +1,56 @@
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package utils
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import (
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"fmt"
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"github.com/mholt/archiver/v3"
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)
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func IsArchive(file string) bool {
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uaIface, err := archiver.ByExtension(file)
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if err != nil {
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return false
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}
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_, ok := uaIface.(archiver.Unarchiver)
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return ok
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}
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func ExtractArchive(archive, dst string) error {
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uaIface, err := archiver.ByExtension(archive)
|
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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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un, ok := uaIface.(archiver.Unarchiver)
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if !ok {
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return fmt.Errorf("format specified by source filename is not an archive format: %s (%T)", archive, uaIface)
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}
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mytar := &archiver.Tar{
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OverwriteExisting: true,
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MkdirAll: true,
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ImplicitTopLevelFolder: false,
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ContinueOnError: true,
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}
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|
||||
switch v := uaIface.(type) {
|
||||
case *archiver.Tar:
|
||||
uaIface = mytar
|
||||
case *archiver.TarBrotli:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarBz2:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarGz:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarLz4:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarSz:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarXz:
|
||||
v.Tar = mytar
|
||||
case *archiver.TarZstd:
|
||||
v.Tar = mytar
|
||||
}
|
||||
return un.Unarchive(archive, dst)
|
||||
}
|
37
pkg/utils/uri.go
Normal file
37
pkg/utils/uri.go
Normal file
|
@ -0,0 +1,37 @@
|
|||
package utils
|
||||
|
||||
import (
|
||||
"io/ioutil"
|
||||
"net/http"
|
||||
"strings"
|
||||
)
|
||||
|
||||
func GetURI(url string, f func(i []byte) error) error {
|
||||
if strings.HasPrefix(url, "file://") {
|
||||
rawURL := strings.TrimPrefix(url, "file://")
|
||||
// Read the response body
|
||||
body, err := ioutil.ReadFile(rawURL)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// Unmarshal YAML data into a struct
|
||||
return f(body)
|
||||
}
|
||||
|
||||
// Send a GET request to the URL
|
||||
response, err := http.Get(url)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
defer response.Body.Close()
|
||||
|
||||
// Read the response body
|
||||
body, err := ioutil.ReadAll(response.Body)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// Unmarshal YAML data into a struct
|
||||
return f(body)
|
||||
}
|
Loading…
Add table
Add a link
Reference in a new issue