LocalAI/core/config/backend_config_loader.go

324 lines
7.9 KiB
Go

package config
import (
"errors"
"fmt"
"io/fs"
"os"
"path/filepath"
"sort"
"strings"
"sync"
"github.com/charmbracelet/glamour"
"github.com/go-skynet/LocalAI/core/schema"
"github.com/go-skynet/LocalAI/pkg/downloader"
"github.com/go-skynet/LocalAI/pkg/utils"
"github.com/rs/zerolog/log"
"gopkg.in/yaml.v3"
)
type BackendConfigLoader struct {
configs map[string]BackendConfig
sync.Mutex
}
type LoadOptions struct {
debug bool
threads, ctxSize int
f16 bool
}
func LoadOptionDebug(debug bool) ConfigLoaderOption {
return func(o *LoadOptions) {
o.debug = debug
}
}
func LoadOptionThreads(threads int) ConfigLoaderOption {
return func(o *LoadOptions) {
o.threads = threads
}
}
func LoadOptionContextSize(ctxSize int) ConfigLoaderOption {
return func(o *LoadOptions) {
o.ctxSize = ctxSize
}
}
func LoadOptionF16(f16 bool) ConfigLoaderOption {
return func(o *LoadOptions) {
o.f16 = f16
}
}
type ConfigLoaderOption func(*LoadOptions)
func (lo *LoadOptions) Apply(options ...ConfigLoaderOption) {
for _, l := range options {
l(lo)
}
}
// Load a config file for a model
func (cl *BackendConfigLoader) LoadBackendConfigFileByName(modelName, modelPath string, opts ...ConfigLoaderOption) (*BackendConfig, error) {
// Load a config file if present after the model name
cfg := &BackendConfig{
PredictionOptions: schema.PredictionOptions{
Model: modelName,
},
}
cfgExisting, exists := cl.GetBackendConfig(modelName)
if exists {
cfg = &cfgExisting
} else {
// Try loading a model config file
modelConfig := filepath.Join(modelPath, modelName+".yaml")
if _, err := os.Stat(modelConfig); err == nil {
if err := cl.LoadBackendConfig(
modelConfig, opts...,
); err != nil {
return nil, fmt.Errorf("failed loading model config (%s) %s", modelConfig, err.Error())
}
cfgExisting, exists = cl.GetBackendConfig(modelName)
if exists {
cfg = &cfgExisting
}
}
}
cfg.SetDefaults(opts...)
return cfg, nil
}
func NewBackendConfigLoader() *BackendConfigLoader {
return &BackendConfigLoader{
configs: make(map[string]BackendConfig),
}
}
func ReadBackendConfigFile(file string, opts ...ConfigLoaderOption) ([]*BackendConfig, error) {
c := &[]*BackendConfig{}
f, err := os.ReadFile(file)
if err != nil {
return nil, fmt.Errorf("cannot read config file: %w", err)
}
if err := yaml.Unmarshal(f, c); err != nil {
return nil, fmt.Errorf("cannot unmarshal config file: %w", err)
}
for _, cc := range *c {
cc.SetDefaults(opts...)
}
return *c, nil
}
func ReadBackendConfig(file string, opts ...ConfigLoaderOption) (*BackendConfig, error) {
lo := &LoadOptions{}
lo.Apply(opts...)
c := &BackendConfig{}
f, err := os.ReadFile(file)
if err != nil {
return nil, fmt.Errorf("cannot read config file: %w", err)
}
if err := yaml.Unmarshal(f, c); err != nil {
return nil, fmt.Errorf("cannot unmarshal config file: %w", err)
}
c.SetDefaults(opts...)
return c, nil
}
func (cm *BackendConfigLoader) LoadBackendConfigFile(file string, opts ...ConfigLoaderOption) error {
cm.Lock()
defer cm.Unlock()
c, err := ReadBackendConfigFile(file, opts...)
if err != nil {
return fmt.Errorf("cannot load config file: %w", err)
}
for _, cc := range c {
cm.configs[cc.Name] = *cc
}
return nil
}
func (cl *BackendConfigLoader) LoadBackendConfig(file string, opts ...ConfigLoaderOption) error {
cl.Lock()
defer cl.Unlock()
c, err := ReadBackendConfig(file, opts...)
if err != nil {
return fmt.Errorf("cannot read config file: %w", err)
}
cl.configs[c.Name] = *c
return nil
}
func (cl *BackendConfigLoader) GetBackendConfig(m string) (BackendConfig, bool) {
cl.Lock()
defer cl.Unlock()
v, exists := cl.configs[m]
return v, exists
}
func (cl *BackendConfigLoader) GetAllBackendConfigs() []BackendConfig {
cl.Lock()
defer cl.Unlock()
var res []BackendConfig
for _, v := range cl.configs {
res = append(res, v)
}
sort.SliceStable(res, func(i, j int) bool {
return res[i].Name < res[j].Name
})
return res
}
func (cl *BackendConfigLoader) RemoveBackendConfig(m string) {
cl.Lock()
defer cl.Unlock()
delete(cl.configs, m)
}
func (cl *BackendConfigLoader) ListBackendConfigs() []string {
cl.Lock()
defer cl.Unlock()
var res []string
for k := range cl.configs {
res = append(res, k)
}
return res
}
// Preload prepare models if they are not local but url or huggingface repositories
func (cl *BackendConfigLoader) Preload(modelPath string) error {
cl.Lock()
defer cl.Unlock()
status := func(fileName, current, total string, percent float64) {
utils.DisplayDownloadFunction(fileName, current, total, percent)
}
log.Info().Msgf("Preloading models from %s", modelPath)
renderMode := "dark"
if os.Getenv("COLOR") != "" {
renderMode = os.Getenv("COLOR")
}
glamText := func(t string) {
out, err := glamour.Render(t, renderMode)
if err == nil && os.Getenv("NO_COLOR") == "" {
fmt.Println(out)
} else {
fmt.Println(t)
}
}
for i, config := range cl.configs {
// Download files and verify their SHA
for i, file := range config.DownloadFiles {
log.Debug().Msgf("Checking %q exists and matches SHA", file.Filename)
if err := utils.VerifyPath(file.Filename, modelPath); err != nil {
return err
}
// Create file path
filePath := filepath.Join(modelPath, file.Filename)
if err := downloader.DownloadFile(file.URI, filePath, file.SHA256, i, len(config.DownloadFiles), status); err != nil {
return err
}
}
// If the model is an URL, expand it, and download the file
if config.IsModelURL() {
modelFileName := config.ModelFileName()
modelURL := downloader.ConvertURL(config.Model)
// check if file exists
if _, err := os.Stat(filepath.Join(modelPath, modelFileName)); errors.Is(err, os.ErrNotExist) {
err := downloader.DownloadFile(modelURL, filepath.Join(modelPath, modelFileName), "", 0, 0, status)
if err != nil {
return err
}
}
cc := cl.configs[i]
c := &cc
c.PredictionOptions.Model = modelFileName
cl.configs[i] = *c
}
if config.IsMMProjURL() {
modelFileName := config.MMProjFileName()
modelURL := downloader.ConvertURL(config.MMProj)
// check if file exists
if _, err := os.Stat(filepath.Join(modelPath, modelFileName)); errors.Is(err, os.ErrNotExist) {
err := downloader.DownloadFile(modelURL, filepath.Join(modelPath, modelFileName), "", 0, 0, status)
if err != nil {
return err
}
}
cc := cl.configs[i]
c := &cc
c.MMProj = modelFileName
cl.configs[i] = *c
}
if cl.configs[i].Name != "" {
glamText(fmt.Sprintf("**Model name**: _%s_", cl.configs[i].Name))
}
if cl.configs[i].Description != "" {
//glamText("**Description**")
glamText(cl.configs[i].Description)
}
if cl.configs[i].Usage != "" {
//glamText("**Usage**")
glamText(cl.configs[i].Usage)
}
}
return nil
}
// LoadBackendConfigsFromPath reads all the configurations of the models from a path
// (non-recursive)
func (cm *BackendConfigLoader) LoadBackendConfigsFromPath(path string, opts ...ConfigLoaderOption) error {
cm.Lock()
defer cm.Unlock()
entries, err := os.ReadDir(path)
if err != nil {
return err
}
files := make([]fs.FileInfo, 0, len(entries))
for _, entry := range entries {
info, err := entry.Info()
if err != nil {
return err
}
files = append(files, info)
}
for _, file := range files {
// Skip templates, YAML and .keep files
if !strings.Contains(file.Name(), ".yaml") && !strings.Contains(file.Name(), ".yml") ||
strings.HasPrefix(file.Name(), ".") {
continue
}
c, err := ReadBackendConfig(filepath.Join(path, file.Name()), opts...)
if err == nil {
cm.configs[c.Name] = *c
}
}
return nil
}