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/*
* Copyright 2026 CloudWeGo Authors
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package main
import (
"bufio"
"bytes"
"context"
"encoding/json"
"errors"
"flag"
"fmt"
"io"
"log"
"os"
"path/filepath"
"strings"
"time"
"github.com/google/uuid"
localbk "github.com/cloudwego/eino-ext/adk/backend/local"
clc "github.com/cloudwego/eino-ext/callbacks/cozeloop"
"github.com/cloudwego/eino/adk"
"github.com/cloudwego/eino/adk/middlewares/skill"
"github.com/cloudwego/eino/adk/prebuilt/deep"
"github.com/cloudwego/eino/callbacks"
"github.com/cloudwego/eino/components/tool"
"github.com/cloudwego/eino/compose"
"github.com/cloudwego/eino/schema"
"github.com/coze-dev/cozeloop-go"
examplemodel "github.com/cloudwego/eino-examples/adk/common/model"
adkstore "github.com/cloudwego/eino-examples/adk/common/store"
commontool "github.com/cloudwego/eino-examples/adk/common/tool"
"github.com/cloudwego/eino-examples/quickstart/chatwitheino/mem"
"github.com/cloudwego/eino-examples/quickstart/chatwitheino/rag"
)
func main() {
var sessionID string
var instruction string
flag.StringVar(&sessionID, "session", "", "session ID (creates new if empty)")
flag.StringVar(&instruction, "instruction", "", "custom instruction (empty for default)")
flag.Parse()
ctx := context.Background()
cozeloopApiToken := os.Getenv("COZELOOP_API_TOKEN")
cozeloopWorkspaceID := os.Getenv("COZELOOP_WORKSPACE_ID")
if cozeloopApiToken != "" && cozeloopWorkspaceID != "" {
client, err := cozeloop.NewClient(
cozeloop.WithAPIToken(cozeloopApiToken),
cozeloop.WithWorkspaceID(cozeloopWorkspaceID),
)
if err != nil {
log.Fatalf("cozeloop.NewClient failed: %v", err)
}
defer func() {
time.Sleep(5 * time.Second)
client.Close(ctx)
}()
callbacks.AppendGlobalHandlers(clc.NewLoopHandler(client))
log.Println("CozeLoop tracing enabled")
} else {
log.Println("CozeLoop tracing disabled (set COZELOOP_API_TOKEN and COZELOOP_WORKSPACE_ID to enable)")
}
cm := examplemodel.NewChatModel()
projectRoot := os.Getenv("PROJECT_ROOT")
if projectRoot == "" {
if cwd, err := os.Getwd(); err == nil {
projectRoot = cwd
}
}
if abs, err := filepath.Abs(projectRoot); err == nil {
projectRoot = abs
}
defaultInstruction := fmt.Sprintf(`You are a helpful assistant that helps users learn the Eino framework.
IMPORTANT: When using filesystem tools (ls, read_file, glob, grep, etc.), you MUST use absolute paths.
The project root directory is: %s
- When the user asks to list files in "current directory", use path: %s
- When the user asks to read a file with a relative path, convert it to absolute path by prepending %s
- Example: if user says "read main.go", you should call read_file with file_path: "%s/main.go"
Always use absolute paths when calling filesystem tools.`, projectRoot, projectRoot, projectRoot, projectRoot)
agentInstruction := defaultInstruction
if instruction != "" {
agentInstruction = instruction
}
backend, err := localbk.NewBackend(ctx, &localbk.Config{})
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
ragTool, err := rag.BuildTool(ctx, cm)
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, fmt.Errorf("build rag tool: %w", err))
os.Exit(1)
}
var handlers []adk.ChatModelAgentMiddleware
skillsDir, found := resolveSkillsDir()
if found {
skillBackend, sbErr := skill.NewBackendFromFilesystem(ctx, &skill.BackendFromFilesystemConfig{
Backend: backend,
BaseDir: skillsDir,
})
if sbErr != nil {
_, _ = fmt.Fprintln(os.Stderr, sbErr)
os.Exit(1)
}
skillMiddleware, smErr := skill.NewMiddleware(ctx, &skill.Config{
Backend: skillBackend,
})
if smErr != nil {
_, _ = fmt.Fprintln(os.Stderr, smErr)
os.Exit(1)
}
handlers = append(handlers, skillMiddleware)
}
handlers = append(handlers, &approvalMiddleware{}, &safeToolMiddleware{})
agent, err := deep.New(ctx, &deep.Config{
Name: "Ch09RAGSkillAgent",
Description: "ChatWithDoc agent with RAG tool and skill middleware.",
ChatModel: cm,
Instruction: agentInstruction,
Backend: backend,
StreamingShell: backend,
MaxIteration: 50,
Handlers: handlers,
ToolsConfig: adk.ToolsConfig{
ToolsNodeConfig: compose.ToolsNodeConfig{
Tools: []tool.BaseTool{ragTool},
},
},
ModelRetryConfig: &adk.ModelRetryConfig{
MaxRetries: 5,
IsRetryAble: func(_ context.Context, err error) bool {
return strings.Contains(err.Error(), "429") ||
strings.Contains(err.Error(), "Too Many Requests") ||
strings.Contains(err.Error(), "qpm limit")
},
},
})
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
runner := adk.NewRunner(ctx, adk.RunnerConfig{
Agent: agent,
EnableStreaming: true,
CheckPointStore: adkstore.NewInMemoryStore(),
})
sessionDir := os.Getenv("SESSION_DIR")
if sessionDir == "" {
sessionDir = "./data/sessions"
}
store, err := mem.NewStore(sessionDir)
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
if sessionID == "" {
sessionID = uuid.New().String()
fmt.Printf("Created new session: %s\n", sessionID)
} else {
fmt.Printf("Resuming session: %s\n", sessionID)
}
session, err := store.GetOrCreate(sessionID)
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
fmt.Printf("Session title: %s\n", session.Title())
fmt.Printf("Project root: %s\n", projectRoot)
if found {
fmt.Printf("Skills dir: %s\n", skillsDir)
} else {
fmt.Println("Skills dir: (not configured) set EINO_EXT_SKILLS_DIR=/path/to/skills")
}
fmt.Println("Enter your message (empty line to exit):")
reader := bufio.NewReader(os.Stdin)
checkPointID := sessionID
for {
_, _ = fmt.Fprint(os.Stdout, "you> ")
line, readErr := reader.ReadString('\n')
if errors.Is(readErr, io.EOF) {
break
}
if readErr != nil {
_, _ = fmt.Fprintln(os.Stderr, readErr)
os.Exit(1)
}
line = strings.TrimSpace(line)
if line == "" {
break
}
userMsg := schema.UserMessage(line)
if err := session.Append(userMsg); err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
history := session.GetMessages()
events := runner.Run(ctx, history, adk.WithCheckPointID(checkPointID))
content, interruptInfo, err := printAndCollectAssistantFromEvents(events)
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
if interruptInfo != nil {
content, err = handleInterrupt(ctx, runner, checkPointID, interruptInfo, reader)
if err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
}
assistantMsg := schema.AssistantMessage(content, nil)
if err := session.Append(assistantMsg); err != nil {
_, _ = fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
}
fmt.Printf("\nSession saved: %s\n", sessionID)
fmt.Printf("Resume with: go run ./cmd/ch09 --session %s\n", sessionID)
}
func resolveSkillsDir() (string, bool) {
skillsDir := strings.TrimSpace(os.Getenv("EINO_EXT_SKILLS_DIR"))
if skillsDir == "" {
return "", false
}
if absSkillsDir, absErr := filepath.Abs(skillsDir); absErr == nil {
skillsDir = absSkillsDir
}
fi, err := os.Stat(skillsDir)
if err != nil || !fi.IsDir() {
return "", false
}
return skillsDir, true
}
type approvalMiddleware struct {
*adk.BaseChatModelAgentMiddleware
}
func (m *approvalMiddleware) WrapInvokableToolCall(
_ context.Context,
endpoint adk.InvokableToolCallEndpoint,
tCtx *adk.ToolContext,
) (adk.InvokableToolCallEndpoint, error) {
if tCtx.Name != "answer_from_document" {
return endpoint, nil
}
return func(ctx context.Context, args string, opts ...tool.Option) (string, error) {
wasInterrupted, _, storedArgs := tool.GetInterruptState[string](ctx)
if !wasInterrupted {
return "", tool.StatefulInterrupt(ctx, &commontool.ApprovalInfo{
ToolName: tCtx.Name,
ArgumentsInJSON: args,
}, args)
}
isTarget, hasData, data := tool.GetResumeContext[*commontool.ApprovalResult](ctx)
if isTarget && hasData {
if data.Approved {
return endpoint(ctx, storedArgs, opts...)
}
if data.DisapproveReason != nil {
return fmt.Sprintf("tool '%s' disapproved: %s", tCtx.Name, *data.DisapproveReason), nil
}
return fmt.Sprintf("tool '%s' disapproved", tCtx.Name), nil
}
isTarget2, _, _ := tool.GetResumeContext[any](ctx)
if !isTarget2 {
return "", tool.StatefulInterrupt(ctx, &commontool.ApprovalInfo{
ToolName: tCtx.Name,
ArgumentsInJSON: storedArgs,
}, storedArgs)
}
return endpoint(ctx, storedArgs, opts...)
}, nil
}
func (m *approvalMiddleware) WrapStreamableToolCall(
_ context.Context,
endpoint adk.StreamableToolCallEndpoint,
tCtx *adk.ToolContext,
) (adk.StreamableToolCallEndpoint, error) {
if tCtx.Name != "answer_from_document" {
return endpoint, nil
}
return func(ctx context.Context, args string, opts ...tool.Option) (*schema.StreamReader[string], error) {
wasInterrupted, _, storedArgs := tool.GetInterruptState[string](ctx)
if !wasInterrupted {
return nil, tool.StatefulInterrupt(ctx, &commontool.ApprovalInfo{
ToolName: tCtx.Name,
ArgumentsInJSON: args,
}, args)
}
isTarget, hasData, data := tool.GetResumeContext[*commontool.ApprovalResult](ctx)
if isTarget && hasData {
if data.Approved {
return endpoint(ctx, storedArgs, opts...)
}
if data.DisapproveReason != nil {
return singleChunkReader(fmt.Sprintf("tool '%s' disapproved: %s", tCtx.Name, *data.DisapproveReason)), nil
}
return singleChunkReader(fmt.Sprintf("tool '%s' disapproved", tCtx.Name)), nil
}
isTarget2, _, _ := tool.GetResumeContext[any](ctx)
if !isTarget2 {
return nil, tool.StatefulInterrupt(ctx, &commontool.ApprovalInfo{
ToolName: tCtx.Name,
ArgumentsInJSON: storedArgs,
}, storedArgs)
}
return endpoint(ctx, storedArgs, opts...)
}, nil
}
type safeToolMiddleware struct {
*adk.BaseChatModelAgentMiddleware
}
func (m *safeToolMiddleware) WrapInvokableToolCall(
_ context.Context,
endpoint adk.InvokableToolCallEndpoint,
_ *adk.ToolContext,
) (adk.InvokableToolCallEndpoint, error) {
return func(ctx context.Context, args string, opts ...tool.Option) (string, error) {
result, err := endpoint(ctx, args, opts...)
if err != nil {
if _, ok := compose.IsInterruptRerunError(err); ok {
return "", err
}
return fmt.Sprintf("[tool error] %v", err), nil
}
return result, nil
}, nil
}
func (m *safeToolMiddleware) WrapStreamableToolCall(
_ context.Context,
endpoint adk.StreamableToolCallEndpoint,
_ *adk.ToolContext,
) (adk.StreamableToolCallEndpoint, error) {
return func(ctx context.Context, args string, opts ...tool.Option) (*schema.StreamReader[string], error) {
sr, err := endpoint(ctx, args, opts...)
if err != nil {
if _, ok := compose.IsInterruptRerunError(err); ok {
return nil, err
}
return singleChunkReader(fmt.Sprintf("[tool error] %v", err)), nil
}
return safeWrapReader(sr), nil
}, nil
}
func singleChunkReader(msg string) *schema.StreamReader[string] {
r, w := schema.Pipe[string](1)
_ = w.Send(msg, nil)
w.Close()
return r
}
func safeWrapReader(sr *schema.StreamReader[string]) *schema.StreamReader[string] {
r, w := schema.Pipe[string](64)
go func() {
defer w.Close()
for {
chunk, err := sr.Recv()
if errors.Is(err, io.EOF) {
return
}
if err != nil {
_ = w.Send(fmt.Sprintf("\n[tool error] %v", err), nil)
return
}
_ = w.Send(chunk, nil)
}
}()
return r
}
func printAndCollectAssistantFromEvents(events *adk.AsyncIterator[*adk.AgentEvent]) (string, *adk.InterruptInfo, error) {
var sb strings.Builder
var interruptInfo *adk.InterruptInfo
for {
event, ok := events.Next()
if !ok {
break
}
if event.Err != nil {
return "", nil, event.Err
}
if event.Action != nil && event.Action.Interrupted != nil {
interruptInfo = event.Action.Interrupted
continue
}
if event.Output != nil && event.Output.MessageOutput != nil {
mv := event.Output.MessageOutput
if mv.Role == schema.Tool {
content := drainToolResult(mv)
fmt.Printf("[tool result] %s\n", truncate(content, 200))
continue
}
if mv.Role != schema.Assistant && mv.Role != "" {
continue
}
if mv.IsStreaming {
mv.MessageStream.SetAutomaticClose()
var accumulatedToolCalls []schema.ToolCall
for {
frame, err := mv.MessageStream.Recv()
if errors.Is(err, io.EOF) {
break
}
if err != nil {
return "", nil, err
}
if frame != nil {
if frame.Content != "" {
sb.WriteString(frame.Content)
_, _ = fmt.Fprint(os.Stdout, frame.Content)
}
if len(frame.ToolCalls) > 0 {
accumulatedToolCalls = append(accumulatedToolCalls, frame.ToolCalls...)
}
}
}
for _, tc := range accumulatedToolCalls {
if tc.Function.Name != "" && tc.Function.Arguments != "" {
fmt.Printf("\n[tool call] %s(%s)\n", tc.Function.Name, tc.Function.Arguments)
}
}
_, _ = fmt.Fprintln(os.Stdout)
continue
}
if mv.Message != nil {
sb.WriteString(mv.Message.Content)
_, _ = fmt.Fprintln(os.Stdout, mv.Message.Content)
for _, tc := range mv.Message.ToolCalls {
fmt.Printf("[tool call] %s(%s)\n", tc.Function.Name, tc.Function.Arguments)
}
}
}
}
return sb.String(), interruptInfo, nil
}
func drainToolResult(mo *adk.MessageVariant) string {
if mo.IsStreaming && mo.MessageStream != nil {
var sb strings.Builder
for {
chunk, err := mo.MessageStream.Recv()
if errors.Is(err, io.EOF) {
break
}
if err != nil {
break
}
if chunk != nil && chunk.Content != "" {
sb.WriteString(chunk.Content)
}
}
return sb.String()
}
if mo.Message != nil {
return mo.Message.Content
}
return ""
}
func truncate(s string, maxLen int) string {
if len(s) <= maxLen {
return s
}
var result bytes.Buffer
if err := json.Compact(&result, []byte(s)); err == nil {
s = result.String()
}
if len(s) <= maxLen {
return s
}
return s[:maxLen] + "..."
}
func handleInterrupt(ctx context.Context, runner *adk.Runner, checkPointID string, interruptInfo *adk.InterruptInfo, reader *bufio.Reader) (string, error) {
for _, ic := range interruptInfo.InterruptContexts {
if !ic.IsRootCause {
continue
}
info, ok := ic.Info.(*commontool.ApprovalInfo)
if !ok {
continue
}
fmt.Printf("\n⚠ Approval Required ⚠️\n")
fmt.Printf("Tool: %s\n", info.ToolName)
fmt.Printf("Arguments: %s\n", info.ArgumentsInJSON)
fmt.Print("\nApprove this action? (y/n): ")
response, err := reader.ReadString('\n')
if err != nil {
return "", fmt.Errorf("failed to read user input: %w", err)
}
response = strings.TrimSpace(strings.ToLower(response))
var resumeData *commontool.ApprovalResult
if response == "y" || response == "yes" {
resumeData = &commontool.ApprovalResult{Approved: true}
fmt.Println("✓ Approved, executing...")
} else {
resumeData = &commontool.ApprovalResult{Approved: false}
fmt.Println("✗ Rejected")
}
events, err := runner.ResumeWithParams(ctx, checkPointID, &adk.ResumeParams{
Targets: map[string]any{
ic.ID: resumeData,
},
})
if err != nil {
return "", fmt.Errorf("failed to resume: %w", err)
}
content, newInterruptInfo, err := printAndCollectAssistantFromEvents(events)
if err != nil {
return "", err
}
if newInterruptInfo != nil {
return handleInterrupt(ctx, runner, checkPointID, newInterruptInfo, reader)
}
return content, nil
}
return "", fmt.Errorf("no root cause interrupt context found")
}