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258 lines
7.1 KiB
Go
258 lines
7.1 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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"bufio"
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"context"
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"fmt"
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"log"
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"os"
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"strings"
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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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"github.com/cloudwego/eino/callbacks"
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"github.com/cloudwego/eino/components/model"
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"github.com/cloudwego/eino/components/prompt"
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"github.com/cloudwego/eino/components/tool"
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"github.com/cloudwego/eino/components/tool/utils"
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"github.com/cloudwego/eino/compose"
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"github.com/cloudwego/eino/schema"
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"github.com/coze-dev/cozeloop-go"
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)
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func main() {
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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 []callbacks.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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callbacks.AppendGlobalHandlers(handlers...)
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err := compose.RegisterSerializableType[myState]("state")
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if err != nil {
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log.Fatalf("RegisterSerializableType failed: %v", err)
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}
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runner, err := composeGraph[map[string]any, *schema.Message](
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ctx,
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newChatTemplate(ctx),
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newChatModel(ctx),
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newToolsNode(ctx),
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newCheckPointStore(ctx),
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)
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if err != nil {
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log.Fatal(err)
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}
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var history []*schema.Message
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for {
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result, err := runner.Invoke(ctx, map[string]any{"name": "Megumin", "location": "Beijing"}, compose.WithCheckPointID("1"), compose.WithStateModifier(func(ctx context.Context, path compose.NodePath, state any) error {
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state.(*myState).history = history
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return nil
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}))
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if err == nil {
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fmt.Printf("final result: %s", result.Content)
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break
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}
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info, ok := compose.ExtractInterruptInfo(err)
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if !ok {
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log.Fatal(err)
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}
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history = info.State.(*myState).history
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for i, tc := range history[len(history)-1].ToolCalls {
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fmt.Printf("will call tool: %s, arguments: %s\n", tc.Function.Name, tc.Function.Arguments)
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fmt.Print("Are the arguments as expected? (y/n): ")
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var response string
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_, _ = fmt.Scanln(&response)
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if strings.ToLower(response) == "n" {
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fmt.Print("Please enter the modified arguments: ")
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scanner := bufio.NewScanner(os.Stdin)
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var newArguments string
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if scanner.Scan() {
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newArguments = scanner.Text()
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}
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// Update the tool call arguments
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history[len(history)-1].ToolCalls[i].Function.Arguments = newArguments
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fmt.Printf("Updated arguments to: %s\n", newArguments)
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}
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}
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}
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}
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func newChatTemplate(_ context.Context) prompt.ChatTemplate {
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return prompt.FromMessages(schema.FString,
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schema.SystemMessage("You are a helpful assistant. If the user asks about the booking, call the \"BookTicket\" tool to book ticket."),
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schema.UserMessage("I'm {name}. Help me book a ticket to {location}"),
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)
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}
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func newChatModel(ctx context.Context) model.ToolCallingChatModel {
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cm, err := openai.NewChatModel(ctx, &openai.ChatModelConfig{
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APIKey: os.Getenv("OPENAI_API_KEY"),
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Model: os.Getenv("OPENAI_MODEL_NAME"),
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BaseURL: os.Getenv("OPENAI_BASE_URL"),
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})
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if err != nil {
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log.Fatal(err)
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}
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tools := getTools()
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var toolsInfo []*schema.ToolInfo
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for _, t := range tools {
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info, err := t.Info(ctx)
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if err != nil {
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log.Fatal(err)
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}
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toolsInfo = append(toolsInfo, info)
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}
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cmWithTools, err := cm.WithTools(toolsInfo)
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if err != nil {
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log.Fatal(err)
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}
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return cmWithTools
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}
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type bookInput struct {
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Location string `json:"location"`
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PassengerName string `json:"passenger_name"`
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PassengerPhoneNumber string `json:"passenger_phone_number"`
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}
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func newToolsNode(ctx context.Context) *compose.ToolsNode {
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tools := getTools()
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tn, err := compose.NewToolNode(ctx, &compose.ToolsNodeConfig{Tools: tools})
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if err != nil {
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log.Fatal(err)
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}
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return tn
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}
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func newCheckPointStore(ctx context.Context) compose.CheckPointStore {
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return &myStore{buf: make(map[string][]byte)}
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}
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type myState struct {
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history []*schema.Message
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}
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func composeGraph[I, O any](ctx context.Context, tpl prompt.ChatTemplate, cm model.ToolCallingChatModel, tn *compose.ToolsNode, store compose.CheckPointStore) (compose.Runnable[I, O], error) {
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g := compose.NewGraph[I, O](compose.WithGenLocalState(func(ctx context.Context) *myState {
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return &myState{}
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}))
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err := g.AddChatTemplateNode(
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"ChatTemplate",
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tpl,
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)
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if err != nil {
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return nil, err
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}
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err = g.AddChatModelNode(
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"ChatModel",
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cm,
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compose.WithStatePreHandler(func(ctx context.Context, in []*schema.Message, state *myState) ([]*schema.Message, error) {
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state.history = append(state.history, in...)
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return state.history, nil
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}),
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compose.WithStatePostHandler(func(ctx context.Context, out *schema.Message, state *myState) (*schema.Message, error) {
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state.history = append(state.history, out)
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return out, nil
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}),
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)
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if err != nil {
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return nil, err
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}
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err = g.AddToolsNode("ToolsNode", tn, compose.WithStatePreHandler(func(ctx context.Context, in *schema.Message, state *myState) (*schema.Message, error) {
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return state.history[len(state.history)-1], nil
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}))
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if err != nil {
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return nil, err
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}
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err = g.AddEdge(compose.START, "ChatTemplate")
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if err != nil {
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return nil, err
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}
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err = g.AddEdge("ChatTemplate", "ChatModel")
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if err != nil {
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return nil, err
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}
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err = g.AddEdge("ToolsNode", "ChatModel")
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if err != nil {
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return nil, err
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}
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err = g.AddBranch("ChatModel", compose.NewGraphBranch(func(ctx context.Context, in *schema.Message) (endNode string, err error) {
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if len(in.ToolCalls) > 0 {
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return "ToolsNode", nil
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}
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return compose.END, nil
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}, map[string]bool{"ToolsNode": true, compose.END: true}))
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if err != nil {
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return nil, err
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}
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return g.Compile(
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ctx,
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compose.WithCheckPointStore(store),
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compose.WithInterruptBeforeNodes([]string{"ToolsNode"}),
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)
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}
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func getTools() []tool.BaseTool {
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getWeather, err := utils.InferTool("BookTicket", "this tool can book ticket of the specific location", func(ctx context.Context, input bookInput) (output string, err error) {
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return "success", nil
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})
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if err != nil {
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log.Fatal(err)
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}
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return []tool.BaseTool{
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getWeather,
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}
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}
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type myStore struct {
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buf map[string][]byte
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}
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func (m *myStore) Get(ctx context.Context, checkPointID string) ([]byte, bool, error) {
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data, ok := m.buf[checkPointID]
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return data, ok, nil
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}
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func (m *myStore) Set(ctx context.Context, checkPointID string, checkPoint []byte) error {
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m.buf[checkPointID] = checkPoint
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return nil
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}
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