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