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166 lines
5.2 KiB
Go
166 lines
5.2 KiB
Go
/*
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* Copyright 2025 CloudWeGo Authors
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package main
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import (
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"context"
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"errors"
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"fmt"
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"io"
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"os"
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"time"
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clc "github.com/cloudwego/eino-ext/callbacks/cozeloop"
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"github.com/cloudwego/eino-ext/components/model/openai"
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callbacks2 "github.com/cloudwego/eino/callbacks"
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"github.com/cloudwego/eino/components/model"
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"github.com/cloudwego/eino/compose"
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"github.com/cloudwego/eino/schema"
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"github.com/cloudwego/eino/utils/callbacks"
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"github.com/coze-dev/cozeloop-go"
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"github.com/cloudwego/eino-examples/internal/gptr"
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"github.com/cloudwego/eino-examples/internal/logs"
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)
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func main() {
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openAIBaseURL := os.Getenv("OPENAI_BASE_URL")
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openAIAPIKey := os.Getenv("OPENAI_API_KEY")
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modelName := os.Getenv("OPENAI_MODEL_NAME")
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cozeloopApiToken := os.Getenv("COZELOOP_API_TOKEN")
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cozeloopWorkspaceID := os.Getenv("COZELOOP_WORKSPACE_ID") // use cozeloop trace, from https://loop.coze.cn/open/docs/cozeloop/go-sdk#4a8c980e
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ctx := context.Background()
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var handlers []callbacks2.Handler
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if cozeloopApiToken != "" && cozeloopWorkspaceID != "" {
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client, err := cozeloop.NewClient(
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cozeloop.WithAPIToken(cozeloopApiToken),
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cozeloop.WithWorkspaceID(cozeloopWorkspaceID),
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)
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if err != nil {
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panic(err)
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}
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defer client.Close(ctx)
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handlers = append(handlers, clc.NewLoopHandler(client))
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}
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callbacks2.AppendGlobalHandlers(handlers...)
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type state struct {
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currentRound int
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msgs []*schema.Message
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}
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llm, err := openai.NewChatModel(ctx, &openai.ChatModelConfig{
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BaseURL: openAIBaseURL,
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APIKey: openAIAPIKey,
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Model: modelName,
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Temperature: gptr.Of(float32(0.7)),
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})
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if err != nil {
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logs.Fatalf("new chat model failed: %v", err)
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}
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g := compose.NewGraph[[]*schema.Message, *schema.Message](compose.WithGenLocalState(func(ctx context.Context) *state { return &state{} }))
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_ = g.AddChatModelNode("writer", llm, compose.WithStatePreHandler[[]*schema.Message, *state](func(ctx context.Context, input []*schema.Message, state *state) ([]*schema.Message, error) {
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state.currentRound++
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state.msgs = append(state.msgs, input...)
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input = append([]*schema.Message{schema.SystemMessage("you are a writer who writes jokes and revise it according to the critic's feedback. Prepend your joke with your name which is \"writer: \"")}, state.msgs...)
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return input, nil
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}), compose.WithNodeName("writer"))
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_ = g.AddChatModelNode("critic", llm, compose.WithStatePreHandler[[]*schema.Message, *state](func(ctx context.Context, input []*schema.Message, state *state) ([]*schema.Message, error) {
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state.msgs = append(state.msgs, input...)
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input = append([]*schema.Message{schema.SystemMessage("you are a critic who ONLY gives feedback about jokes, emphasizing on funniness. Prepend your feedback with your name which is \"critic: \"")}, state.msgs...)
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return input, nil
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}), compose.WithNodeName("critic"))
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_ = g.AddLambdaNode("toList1", compose.ToList[*schema.Message]())
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_ = g.AddLambdaNode("toList2", compose.ToList[*schema.Message]())
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_ = g.AddEdge(compose.START, "writer")
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_ = g.AddBranch("writer", compose.NewStreamGraphBranch(func(ctx context.Context, input *schema.StreamReader[*schema.Message]) (string, error) {
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input.Close()
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next := "toList1"
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if err = compose.ProcessState[*state](ctx, func(ctx context.Context, state *state) error {
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if state.currentRound >= 3 {
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next = compose.END
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}
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return nil
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}); err != nil {
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return "", err
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}
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return next, nil
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}, map[string]bool{compose.END: true, "toList1": true}))
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_ = g.AddEdge("toList1", "critic")
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_ = g.AddEdge("critic", "toList2")
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_ = g.AddEdge("toList2", "writer")
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runner, err := g.Compile(ctx)
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if err != nil {
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logs.Fatalf("compile error: %v", err)
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}
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sResponse := &streamResponse{
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ch: make(chan string),
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}
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go func() {
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for m := range sResponse.ch {
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fmt.Print(m)
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}
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}()
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handler := callbacks.NewHandlerHelper().ChatModel(&callbacks.ModelCallbackHandler{
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OnEndWithStreamOutput: sResponse.OnStreamStart,
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}).Handler()
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outStream, err := runner.Stream(ctx, []*schema.Message{schema.UserMessage("write a funny line about robot, in 20 words.")},
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compose.WithCallbacks(handler))
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if err != nil {
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logs.Fatalf("stream error: %v", err)
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}
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for {
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_, err := outStream.Recv()
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if err == io.EOF {
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close(sResponse.ch)
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break
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}
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}
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time.Sleep(5 * time.Second)
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}
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type streamResponse struct {
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ch chan string
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}
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func (s *streamResponse) OnStreamStart(ctx context.Context, runInfo *callbacks2.RunInfo, input *schema.StreamReader[*model.CallbackOutput]) context.Context {
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defer input.Close()
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s.ch <- "\n=======\n"
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for {
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frame, err := input.Recv()
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if errors.Is(err, io.EOF) {
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break
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}
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if err != nil {
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logs.Fatalf("internal error: %s\n", err)
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}
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s.ch <- frame.Message.Content
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}
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return ctx
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}
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