mirror of
https://github.com/mudler/LocalAI.git
synced 2024-06-07 19:40:48 +00:00
78f3c3da48
Signed-off-by: mudler <mudler@localai.io>
318 lines
8.6 KiB
Go
318 lines
8.6 KiB
Go
package gallery
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import (
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"crypto/sha256"
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"fmt"
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"hash"
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"io"
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"net/http"
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"os"
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"path/filepath"
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"strconv"
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"github.com/go-skynet/LocalAI/pkg/utils"
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"github.com/imdario/mergo"
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"github.com/rs/zerolog/log"
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"gopkg.in/yaml.v2"
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)
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/*
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description: |
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foo
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license: ""
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urls:
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-
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-
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name: "bar"
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config_file: |
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# Note, name will be injected. or generated by the alias wanted by the user
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threads: 14
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files:
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- filename: ""
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sha: ""
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uri: ""
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prompt_templates:
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- name: ""
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content: ""
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*/
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// Config is the model configuration which contains all the model details
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// This configuration is read from the gallery endpoint and is used to download and install the model
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type Config struct {
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Description string `yaml:"description"`
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License string `yaml:"license"`
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URLs []string `yaml:"urls"`
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Name string `yaml:"name"`
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ConfigFile string `yaml:"config_file"`
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Files []File `yaml:"files"`
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PromptTemplates []PromptTemplate `yaml:"prompt_templates"`
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}
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type File struct {
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Filename string `yaml:"filename" json:"filename"`
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SHA256 string `yaml:"sha256" json:"sha256"`
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URI string `yaml:"uri" json:"uri"`
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}
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type PromptTemplate struct {
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Name string `yaml:"name"`
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Content string `yaml:"content"`
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}
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func GetGalleryConfigFromURL(url string) (Config, error) {
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var config Config
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err := utils.GetURI(url, 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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return config, err
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}
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return config, nil
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}
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func ReadConfigFile(filePath string) (*Config, error) {
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// Read the YAML file
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yamlFile, err := os.ReadFile(filePath)
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if err != nil {
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return nil, fmt.Errorf("failed to read YAML file: %v", err)
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}
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// Unmarshal YAML data into a Config struct
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var config Config
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err = yaml.Unmarshal(yamlFile, &config)
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if err != nil {
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return nil, fmt.Errorf("failed to unmarshal YAML: %v", err)
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}
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return &config, nil
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}
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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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return fmt.Errorf("failed to create base path: %v", err)
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}
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if len(configOverrides) > 0 {
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log.Debug().Msgf("Config overrides %+v", configOverrides)
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}
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// Download files and verify their SHA
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for _, file := range config.Files {
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log.Debug().Msgf("Checking %q exists and matches SHA", file.Filename)
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if err := utils.VerifyPath(file.Filename, basePath); err != nil {
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return err
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}
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// Create file path
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filePath := filepath.Join(basePath, file.Filename)
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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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// File exists, check SHA
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if file.SHA256 != "" {
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// Verify SHA
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calculatedSHA, err := calculateSHA(filePath)
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if err != nil {
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return fmt.Errorf("failed to calculate SHA for file %q: %v", file.Filename, err)
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}
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if calculatedSHA == file.SHA256 {
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// SHA matches, skip downloading
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log.Debug().Msgf("File %q already exists and matches the SHA. Skipping download", file.Filename)
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continue
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}
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// SHA doesn't match, delete the file and download again
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err = os.Remove(filePath)
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if err != nil {
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return fmt.Errorf("failed to remove existing file %q: %v", file.Filename, err)
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}
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log.Debug().Msgf("Removed %q (SHA doesn't match)", filePath)
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} else {
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// SHA is missing, skip downloading
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log.Debug().Msgf("File %q already exists. Skipping download", file.Filename)
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continue
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}
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} else if !os.IsNotExist(err) {
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// Error occurred while checking file existence
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return fmt.Errorf("failed to check file %q existence: %v", file.Filename, err)
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}
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log.Debug().Msgf("Downloading %q", file.URI)
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// Download file
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resp, err := http.Get(file.URI)
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if err != nil {
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return fmt.Errorf("failed to download file %q: %v", file.Filename, err)
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}
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defer resp.Body.Close()
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// Create parent directory
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err = os.MkdirAll(filepath.Dir(filePath), 0755)
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if err != nil {
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return fmt.Errorf("failed to create parent directory for file %q: %v", file.Filename, err)
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}
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// Create and write file content
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outFile, err := os.Create(filePath)
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if err != nil {
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return fmt.Errorf("failed to create file %q: %v", file.Filename, err)
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}
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defer outFile.Close()
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progress := &progressWriter{
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fileName: file.Filename,
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total: resp.ContentLength,
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hash: sha256.New(),
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downloadStatus: downloadStatus,
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}
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_, err = io.Copy(io.MultiWriter(outFile, progress), resp.Body)
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if err != nil {
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return fmt.Errorf("failed to write file %q: %v", file.Filename, err)
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}
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if file.SHA256 != "" {
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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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log.Debug().Msgf("SHA missing for %q. Skipping validation", file.Filename)
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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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for _, template := range config.PromptTemplates {
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if err := utils.VerifyPath(template.Name+".tmpl", basePath); err != nil {
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return err
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}
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// Create file path
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filePath := filepath.Join(basePath, template.Name+".tmpl")
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// Create parent directory
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err := os.MkdirAll(filepath.Dir(filePath), 0755)
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if err != nil {
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return fmt.Errorf("failed to create parent directory for prompt template %q: %v", template.Name, err)
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}
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// Create and write file content
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err = os.WriteFile(filePath, []byte(template.Content), 0644)
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if err != nil {
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return fmt.Errorf("failed to write prompt template %q: %v", template.Name, err)
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}
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log.Debug().Msgf("Prompt template %q written", template.Name)
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}
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name := config.Name
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if nameOverride != "" {
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name = nameOverride
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}
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if err := utils.VerifyPath(name+".yaml", basePath); err != nil {
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return err
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}
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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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}
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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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return nil
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}
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type progressWriter struct {
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fileName string
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total int64
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written int64
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downloadStatus func(string, string, string, float64)
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hash hash.Hash
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}
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func (pw *progressWriter) Write(p []byte) (n int, err error) {
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n, err = pw.hash.Write(p)
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pw.written += int64(n)
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if pw.total > 0 {
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percentage := float64(pw.written) / float64(pw.total) * 100
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//log.Debug().Msgf("Downloading %s: %s/%s (%.2f%%)", pw.fileName, formatBytes(pw.written), formatBytes(pw.total), percentage)
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pw.downloadStatus(pw.fileName, formatBytes(pw.written), formatBytes(pw.total), percentage)
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} else {
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pw.downloadStatus(pw.fileName, formatBytes(pw.written), "", 0)
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}
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return
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}
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func formatBytes(bytes int64) string {
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const unit = 1024
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if bytes < unit {
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return strconv.FormatInt(bytes, 10) + " B"
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}
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div, exp := int64(unit), 0
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for n := bytes / unit; n >= unit; n /= unit {
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div *= unit
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exp++
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}
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return fmt.Sprintf("%.1f %ciB", float64(bytes)/float64(div), "KMGTPE"[exp])
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}
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func calculateSHA(filePath string) (string, error) {
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file, err := os.Open(filePath)
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if err != nil {
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return "", err
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}
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defer file.Close()
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hash := sha256.New()
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if _, err := io.Copy(hash, file); err != nil {
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return "", err
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}
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return fmt.Sprintf("%x", hash.Sum(nil)), nil
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}
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