LocalAI/core/config/meta/reflect.go
Richard Palethorpe 557d0f0f04
feat(api): Allow coding agents to interactively discover how to control and configure LocalAI (#9084)
Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-04-04 15:14:35 +02:00

241 lines
5.5 KiB
Go

package meta
import (
"reflect"
"strings"
"unicode"
)
// WalkModelConfig uses reflection to discover all exported, YAML-tagged fields
// in the given struct type (expected to be config.ModelConfig) and returns a
// slice of FieldMeta with sensible defaults derived from the type information.
func WalkModelConfig(t reflect.Type) []FieldMeta {
if t.Kind() == reflect.Pointer {
t = t.Elem()
}
var fields []FieldMeta
walkStruct(t, "", &fields)
return fields
}
// walkStruct recursively walks a struct type, collecting FieldMeta entries.
// prefix is the dot-path prefix for nested structs (e.g. "function.grammar.").
func walkStruct(t reflect.Type, prefix string, out *[]FieldMeta) {
if t.Kind() == reflect.Pointer {
t = t.Elem()
}
if t.Kind() != reflect.Struct {
return
}
for sf := range t.Fields() {
if !sf.IsExported() {
continue
}
yamlTag := sf.Tag.Get("yaml")
if yamlTag == "-" {
continue
}
yamlKey, opts := parseTag(yamlTag)
// Handle inline embedding (e.g. LLMConfig `yaml:",inline"`)
if opts.contains("inline") {
ft := sf.Type
if ft.Kind() == reflect.Pointer {
ft = ft.Elem()
}
if ft.Kind() == reflect.Struct {
walkStruct(ft, prefix, out)
}
continue
}
// If no yaml key and it's an embedded struct without inline, skip unknown pattern
if yamlKey == "" {
ft := sf.Type
if ft.Kind() == reflect.Pointer {
ft = ft.Elem()
}
// Anonymous struct without yaml tag - treat as inline
if sf.Anonymous && ft.Kind() == reflect.Struct {
walkStruct(ft, prefix, out)
continue
}
// Named field without yaml tag - skip
continue
}
ft := sf.Type
isPtr := ft.Kind() == reflect.Pointer
if isPtr {
ft = ft.Elem()
}
// Named nested struct (not a special type) -> recurse with prefix
if ft.Kind() == reflect.Struct && !isSpecialType(ft) {
nestedPrefix := prefix + yamlKey + "."
walkStruct(ft, nestedPrefix, out)
continue
}
// Leaf field
path := prefix + yamlKey
goType := sf.Type.String()
uiType, component := inferUIType(sf.Type)
section := inferSection(prefix)
label := labelFromKey(yamlKey)
*out = append(*out, FieldMeta{
Path: path,
YAMLKey: yamlKey,
GoType: goType,
UIType: uiType,
Pointer: isPtr,
Section: section,
Label: label,
Component: component,
Order: len(*out),
})
}
}
// isSpecialType returns true for struct types that should be treated as leaf
// values rather than recursed into (e.g. custom JSON marshalers).
func isSpecialType(t reflect.Type) bool {
if t.Kind() == reflect.Pointer {
t = t.Elem()
}
name := t.Name()
// LogprobsValue, URI types are leaf values despite being structs
switch name {
case "LogprobsValue", "URI":
return true
}
return false
}
// inferUIType maps a Go reflect.Type to a UI type string and default component.
func inferUIType(t reflect.Type) (uiType, component string) {
if t.Kind() == reflect.Pointer {
t = t.Elem()
}
switch t.Kind() {
case reflect.Bool:
return "bool", "toggle"
case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
return "int", "number"
case reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64:
return "int", "number"
case reflect.Float32, reflect.Float64:
return "float", "number"
case reflect.String:
return "string", "input"
case reflect.Slice:
elem := t.Elem()
if elem.Kind() == reflect.String {
return "[]string", "string-list"
}
if elem.Kind() == reflect.Pointer {
elem = elem.Elem()
}
if elem.Kind() == reflect.Struct {
return "[]object", "json-editor"
}
return "[]any", "json-editor"
case reflect.Map:
return "map", "map-editor"
case reflect.Struct:
// Special types treated as leaves
if isSpecialType(t) {
return "bool", "toggle" // LogprobsValue
}
return "object", "json-editor"
default:
return "any", "input"
}
}
// inferSection determines the config section from the dot-path prefix.
func inferSection(prefix string) string {
if prefix == "" {
return "general"
}
// Remove trailing dot
p := strings.TrimSuffix(prefix, ".")
// Use the top-level prefix to determine section
parts := strings.SplitN(p, ".", 2)
top := parts[0]
switch top {
case "parameters":
return "parameters"
case "template":
return "templates"
case "function":
return "functions"
case "reasoning":
return "reasoning"
case "diffusers":
return "diffusers"
case "tts":
return "tts"
case "pipeline":
return "pipeline"
case "grpc":
return "grpc"
case "agent":
return "agent"
case "mcp":
return "mcp"
case "feature_flags":
return "other"
case "limit_mm_per_prompt":
return "llm"
default:
return "other"
}
}
// labelFromKey converts a yaml key like "context_size" to "Context Size".
func labelFromKey(key string) string {
parts := strings.Split(key, "_")
for i, p := range parts {
if len(p) > 0 {
runes := []rune(p)
runes[0] = unicode.ToUpper(runes[0])
parts[i] = string(runes)
}
}
return strings.Join(parts, " ")
}
// tagOptions is a set of comma-separated yaml tag options.
type tagOptions string
func (o tagOptions) contains(optName string) bool {
s := string(o)
for s != "" {
var name string
if name, s, _ = strings.Cut(s, ","); name == optName {
return true
}
}
return false
}
// parseTag splits a yaml struct tag into the key name and options.
func parseTag(tag string) (string, tagOptions) {
if tag == "" {
return "", ""
}
before, after, found := strings.Cut(tag, ",")
if found {
return before, tagOptions(after)
}
return tag, ""
}