ai_old/js/ai.go
Star e69b9a3a12 add db、log support
support embedding for llm
support watch run for js
many other updates
2024-09-29 21:20:28 +08:00

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package js
import (
"apigo.cc/ai/ai/goja"
"apigo.cc/ai/ai/interface/llm"
"github.com/ssgo/u"
"reflect"
"strings"
)
func RequireAI() map[string]any {
aiObj := map[string]any{
"similarity": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(2)
return vm.ToValue(llm.Similarity(args.Bytes(0), args.Bytes(1)))
},
}
for name, lm := range llm.List() {
aiObj[name] = RequireLLM(lm)
}
return aiObj
}
func RequireLLM(lm llm.LLM) map[string]any {
return map[string]any{
"ask": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
conf, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.Ask(makeChatMessages(args.Arguments), conf, cb)
return makeChatResult(vm, result, &usage, err)
},
"fastAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.FastAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"longAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.LongAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"batterAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.BatterAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"bestAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.BestAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"multiAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.MultiAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"bestMultiAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.BestMultiAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"codeInterpreterAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.CodeInterpreterAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"webSearchAsk": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
_, cb := getAskArgs(args.This, vm, args.Arguments)
result, usage, err := lm.WebSearchAsk(makeChatMessages(args.Arguments), cb)
return makeChatResult(vm, result, &usage, err)
},
"makeImage": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, usage, err := lm.MakeImage(prompt, conf)
return makeGCResult(vm, results, nil, &usage, err)
},
"fastMakeImage": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, usage, err := lm.FastMakeImage(prompt, conf)
return makeGCResult(vm, results, nil, &usage, err)
},
"bestMakeImage": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, usage, err := lm.BestMakeImage(prompt, conf)
return makeGCResult(vm, results, nil, &usage, err)
},
"makeVideo": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, previews, usage, err := lm.MakeVideo(prompt, conf)
return makeGCResult(vm, results, previews, &usage, err)
},
"fastMakeVideo": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, previews, usage, err := lm.FastMakeVideo(prompt, conf)
return makeGCResult(vm, results, previews, &usage, err)
},
"bestMakeVideo": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
prompt, conf := getGCArgs(args.Arguments)
results, previews, usage, err := lm.BestMakeVideo(prompt, conf)
return makeGCResult(vm, results, previews, &usage, err)
},
"embedding": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(2)
results, usage, err := lm.Embedding(args.Str(0), args.Str(1))
return makeEmbeddingResult(vm, results, &usage, err)
},
"fastEmbedding": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
results, usage, err := lm.FastEmbedding(args.Str(0))
return makeEmbeddingResult(vm, results, &usage, err)
},
"bestEmbedding": func(argsIn goja.FunctionCall, vm *goja.Runtime) goja.Value {
args := MakeArgs(&argsIn, vm).Check(1)
results, usage, err := lm.BestEmbedding(args.Str(0))
return makeEmbeddingResult(vm, results, &usage, err)
},
"support": lm.Support(),
}
}
func getErrorStr(err error) string {
if err != nil {
return err.Error()
}
return ""
}
func makeChatResult(vm *goja.Runtime, result string, usage *llm.Usage, err error) goja.Value {
if err != nil {
panic(vm.NewGoError(err))
}
return vm.ToValue(map[string]any{
"result": result,
"askTokens": usage.AskTokens,
"answerTokens": usage.AnswerTokens,
"totalTokens": usage.TotalTokens,
"usedTime": usage.UsedTime,
})
}
func makeEmbeddingResult(vm *goja.Runtime, result []byte, usage *llm.Usage, err error) goja.Value {
if err != nil {
panic(vm.NewGoError(err))
}
return vm.ToValue(map[string]any{
"result": result,
"askTokens": usage.AskTokens,
"answerTokens": usage.AnswerTokens,
"totalTokens": usage.TotalTokens,
"usedTime": usage.UsedTime,
})
}
func makeGCResult(vm *goja.Runtime, results []string, previews []string, usage *llm.Usage, err error) goja.Value {
if err != nil {
panic(vm.NewGoError(err))
}
result := ""
preview := ""
if len(results) > 0 {
result = results[0]
} else {
results = make([]string, 0)
}
if len(previews) > 0 {
preview = previews[0]
} else {
previews = make([]string, 0)
}
return vm.ToValue(map[string]any{
"result": result,
"preview": preview,
"results": results,
"previews": previews,
"usedTime": usage.UsedTime,
})
}
func getGCArgs(args []goja.Value) (string, llm.GCConfig) {
prompt := ""
var config llm.GCConfig
if len(args) > 0 {
prompt = u.String(args[0].Export())
if len(args) > 1 {
u.Convert(args[1].Export(), &config)
}
}
return prompt, config
}
func getAskArgs(thisArg goja.Value, vm *goja.Runtime, args []goja.Value) (llm.ChatConfig, func(string)) {
var chatConfig llm.ChatConfig
var callback func(answer string)
if len(args) > 0 {
for i := 1; i < len(args); i++ {
if cb, ok := goja.AssertFunction(args[i]); ok {
callback = func(answer string) {
_, _ = cb(thisArg, vm.ToValue(answer))
}
} else if args[i].ExportType() != nil {
switch args[i].ExportType().Kind() {
case reflect.Map, reflect.Struct:
u.Convert(args[i].Export(), &chatConfig)
default:
chatConfig.Model = u.String(args[i].Export())
}
}
}
}
return chatConfig, callback
}
func makeChatMessages(args []goja.Value) []llm.ChatMessage {
out := make([]llm.ChatMessage, 0)
if len(args) > 0 {
v := args[0].Export()
vv := reflect.ValueOf(v)
t := args[0].ExportType()
if t != nil {
lastRoleIsUser := false
switch t.Kind() {
// 数组,根据成员类型处理
// 字符串:
// 含有媒体:单条多模态消息
// 无媒体:多条文本消息
// 数组:多条消息(第一个成员不是 role 则自动生成)
// 对象:多条消息(无 role 则自动生成)(支持 content 或 contents
// 结构:转换为 llm.ChatMessage
// 对象:单条消息(支持 content 或 contents
// 结构:转换为 llm.ChatMessage
// 字符串:单条文本消息
case reflect.Slice:
hasSub := false
hasMulti := false
for i := 0; i < vv.Len(); i++ {
vv2 := u.FinalValue(vv.Index(i))
if vv2.Kind() == reflect.Slice || vv2.Kind() == reflect.Map || vv2.Kind() == reflect.Struct {
hasSub = true
break
}
if vv2.Kind() == reflect.String {
str := vv2.String()
if strings.HasPrefix(str, "data:") || strings.HasPrefix(str, "https://") || strings.HasPrefix(str, "http://") {
hasMulti = true
}
}
}
if hasSub || !hasMulti {
// 有子对象或纯文本数组
var defaultRole string
for i := 0; i < vv.Len(); i++ {
lastRoleIsUser = !lastRoleIsUser
if lastRoleIsUser {
defaultRole = llm.RoleUser
} else {
defaultRole = llm.RoleAssistant
}
vv2 := u.FinalValue(vv.Index(i))
switch vv2.Kind() {
case reflect.Slice:
out = append(out, makeChatMessageFromSlice(vv2, defaultRole))
case reflect.Map:
out = append(out, makeChatMessageFromSlice(vv2, defaultRole))
case reflect.Struct:
item := llm.ChatMessage{}
u.Convert(vv2.Interface(), &item)
out = append(out, item)
default:
out = append(out, llm.ChatMessage{Role: llm.RoleUser, Contents: []llm.ChatMessageContent{makeChatMessageContent(u.String(vv2.Interface()))}})
}
lastRoleIsUser = out[len(out)-1].Role != llm.RoleUser
}
} else {
// 单条多模态消息
out = append(out, makeChatMessageFromSlice(vv, llm.RoleUser))
}
case reflect.Map:
out = append(out, makeChatMessageFromMap(vv, llm.RoleUser))
case reflect.Struct:
item := llm.ChatMessage{}
u.Convert(v, &item)
out = append(out, item)
default:
out = append(out, llm.ChatMessage{Role: llm.RoleUser, Contents: []llm.ChatMessageContent{makeChatMessageContent(u.String(v))}})
}
}
}
return out
}
func makeChatMessageFromSlice(vv reflect.Value, defaultRole string) llm.ChatMessage {
role := u.String(vv.Index(0).Interface())
j := 0
if role == llm.RoleUser || role == llm.RoleAssistant || role == llm.RoleSystem || role == llm.RoleTool {
j = 1
} else {
role = defaultRole
}
contents := make([]llm.ChatMessageContent, 0)
for ; j < vv.Len(); j++ {
contents = append(contents, makeChatMessageContent(u.String(vv.Index(j).Interface())))
}
return llm.ChatMessage{Role: role, Contents: contents}
}
func makeChatMessageFromMap(vv reflect.Value, defaultRole string) llm.ChatMessage {
role := u.String(vv.MapIndex(reflect.ValueOf("role")).Interface())
if role == "" {
role = defaultRole
}
contents := make([]llm.ChatMessageContent, 0)
content := u.String(vv.MapIndex(reflect.ValueOf("content")).Interface())
if content != "" {
contents = append(contents, makeChatMessageContent(content))
} else {
contentsV := vv.MapIndex(reflect.ValueOf("contents"))
if contentsV.IsValid() && contentsV.Kind() == reflect.Slice {
for i := 0; i < contentsV.Len(); i++ {
contents = append(contents, makeChatMessageContent(u.String(contentsV.Index(i).Interface())))
}
}
}
return llm.ChatMessage{Role: role, Contents: contents}
}
func makeChatMessageContent(contnet string) llm.ChatMessageContent {
if strings.HasPrefix(contnet, "data:image/") || ((strings.HasPrefix(contnet, "https://") || strings.HasPrefix(contnet, "http://")) && (strings.HasSuffix(contnet, ".png") || strings.HasSuffix(contnet, ".jpg") || strings.HasSuffix(contnet, ".jpeg") || strings.HasSuffix(contnet, ".gif") || strings.HasSuffix(contnet, ".svg"))) {
return llm.ChatMessageContent{Type: llm.TypeImage, Content: contnet}
} else if strings.HasPrefix(contnet, "data:video/") || ((strings.HasPrefix(contnet, "https://") || strings.HasPrefix(contnet, "http://")) && (strings.HasSuffix(contnet, ".mp4") || strings.HasSuffix(contnet, ".mov") || strings.HasSuffix(contnet, ".m4v") || strings.HasSuffix(contnet, ".avi") || strings.HasSuffix(contnet, ".wmv"))) {
return llm.ChatMessageContent{Type: llm.TypeVideo, Content: contnet}
}
return llm.ChatMessageContent{Type: llm.TypeText, Content: contnet}
}