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* feat: Rework VRAM estimation and use known_usecases in gallery Signed-off-by: Richard Palethorpe <io@richiejp.com> Assisted-by: Claude:claude-opus-4-7[1m] [Claude Code] * chore(gallery): regenerate gallery index and add known_usecases to model entries Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com>
116 lines
2.9 KiB
Go
116 lines
2.9 KiB
Go
package importers
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import (
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"encoding/json"
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"path/filepath"
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"strings"
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"github.com/mudler/LocalAI/core/config"
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"github.com/mudler/LocalAI/core/gallery"
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"github.com/mudler/LocalAI/core/schema"
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"go.yaml.in/yaml/v2"
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)
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var _ Importer = &MLXImporter{}
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type MLXImporter struct{}
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func (i *MLXImporter) Name() string { return "mlx" }
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func (i *MLXImporter) Modality() string { return "text" }
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func (i *MLXImporter) AutoDetects() bool { return true }
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func (i *MLXImporter) Match(details Details) bool {
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preferences, err := details.Preferences.MarshalJSON()
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if err != nil {
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return false
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}
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preferencesMap := make(map[string]any)
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err = json.Unmarshal(preferences, &preferencesMap)
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if err != nil {
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return false
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}
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b, ok := preferencesMap["backend"].(string)
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if ok && b == "mlx" || b == "mlx-vlm" {
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return true
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}
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// All https://huggingface.co/mlx-community/*
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if strings.Contains(details.URI, "mlx-community/") {
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return true
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}
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return false
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}
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func (i *MLXImporter) Import(details Details) (gallery.ModelConfig, error) {
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preferences, err := details.Preferences.MarshalJSON()
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if err != nil {
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return gallery.ModelConfig{}, err
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}
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preferencesMap := make(map[string]any)
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err = json.Unmarshal(preferences, &preferencesMap)
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if err != nil {
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return gallery.ModelConfig{}, err
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}
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name, ok := preferencesMap["name"].(string)
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if !ok {
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name = filepath.Base(details.URI)
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}
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description, ok := preferencesMap["description"].(string)
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if !ok {
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description = "Imported from " + details.URI
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}
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backend := "mlx"
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b, ok := preferencesMap["backend"].(string)
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if ok {
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backend = b
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}
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modelConfig := config.ModelConfig{
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Name: name,
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Description: description,
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KnownUsecaseStrings: []string{config.UsecaseChat},
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Backend: backend,
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PredictionOptions: schema.PredictionOptions{
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BasicModelRequest: schema.BasicModelRequest{
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Model: details.URI,
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},
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},
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TemplateConfig: config.TemplateConfig{
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UseTokenizerTemplate: true,
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},
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}
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// Apply per-model-family inference parameter defaults
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config.ApplyInferenceDefaults(&modelConfig, details.URI)
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// Auto-set tool_parser / reasoning_parser from parser_defaults.json so
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// the generated YAML mirrors what the vllm importer produces. The mlx
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// backends auto-detect parsers from the chat template at runtime and
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// ignore these Options, but surfacing them in the config keeps the two
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// paths consistent and gives users a single place to override.
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if parsers := config.MatchParserDefaults(details.URI); parsers != nil {
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if tp, ok := parsers["tool_parser"]; ok {
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modelConfig.Options = append(modelConfig.Options, "tool_parser:"+tp)
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}
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if rp, ok := parsers["reasoning_parser"]; ok {
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modelConfig.Options = append(modelConfig.Options, "reasoning_parser:"+rp)
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}
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}
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data, err := yaml.Marshal(modelConfig)
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if err != nil {
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return gallery.ModelConfig{}, err
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}
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return gallery.ModelConfig{
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Name: name,
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Description: description,
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ConfigFile: string(data),
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}, nil
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}
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