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@ -18,14 +18,21 @@ package main
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import (
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import (
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"context"
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"context"
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"errors"
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"fmt"
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"fmt"
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"io"
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"os"
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"os"
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"sync"
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"github.com/cloudwego/eino-ext/components/model/openai"
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"github.com/cloudwego/eino-ext/components/model/openai"
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"github.com/cloudwego/eino/components/tool"
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"github.com/cloudwego/eino/compose"
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"github.com/cloudwego/eino/flow/agent/react"
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"github.com/cloudwego/eino/flow/agent/react"
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"github.com/cloudwego/eino/schema"
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"github.com/cloudwego/eino/schema"
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"github.com/cloudwego/eino-examples/components/tool/middlewares/errorremover"
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"github.com/cloudwego/eino-examples/flow/agent/react/memory_example/memory"
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"github.com/cloudwego/eino-examples/flow/agent/react/memory_example/memory"
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"github.com/cloudwego/eino-examples/flow/agent/react/tools"
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)
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)
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func main() {
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func main() {
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@ -41,11 +48,17 @@ func main() {
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panic(err)
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panic(err)
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}
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}
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// System prompt is injected at runtime and not persisted.
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sys := "你是一个简洁的助手。请在多轮对话中保持上下文。当用户询问餐厅或菜品时,请使用工具查询。"
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sys := "You are a concise assistant. Maintain context across turns."
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restaurantTool := tools.GetRestaurantTool()
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dishTool := tools.GetDishTool()
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agent, err := react.NewAgent(ctx, &react.AgentConfig{
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agent, err := react.NewAgent(ctx, &react.AgentConfig{
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Model: model,
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Model: model,
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ToolsConfig: compose.ToolsNodeConfig{
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Tools: []tool.BaseTool{restaurantTool, dishTool},
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ToolCallMiddlewares: []compose.ToolMiddleware{errorremover.Middleware()},
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},
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MessageModifier: func(_ context.Context, input []*schema.Message) []*schema.Message {
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MessageModifier: func(_ context.Context, input []*schema.Message) []*schema.Message {
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return append([]*schema.Message{schema.SystemMessage(sys)}, input...)
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return append([]*schema.Message{schema.SystemMessage(sys)}, input...)
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},
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},
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@ -54,30 +67,106 @@ func main() {
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panic(err)
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panic(err)
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}
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}
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// Choose your store: InMemoryStore (default) or RedisStore (see README).
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store := memory.NewInMemoryStore()
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store := memory.NewInMemoryStore()
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sessionID := "session:demo"
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sessionID := "session:demo"
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verifyGobRoundTrip()
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verifyGobRoundTrip()
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run := func(turn string) {
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run := func(turn string) {
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// 1) restore prior messages, 2) append new input, 3) call agent, 4) persist with output
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fmt.Println("\n========== Turn Start ==========")
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fmt.Printf("[User Input] %s\n", turn)
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prev, _ := store.Read(ctx, sessionID)
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prev, _ := store.Read(ctx, sessionID)
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fmt.Printf("[Restored %d messages]\n", len(prev))
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for i, m := range prev {
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if len(m.ToolCalls) > 0 {
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for _, tc := range m.ToolCalls {
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fmt.Printf(" [%d] role=%s tool_call=%s args=%s\n", i, m.Role, tc.Function.Name, truncateRunes(tc.Function.Arguments, 60))
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}
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} else if m.Role == schema.Tool {
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fmt.Printf(" [%d] role=%s tool=%s result=%s\n", i, m.Role, m.ToolName, truncateRunes(m.Content, 60))
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} else {
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fmt.Printf(" [%d] role=%s content=%s\n", i, m.Role, truncateRunes(m.Content, 60))
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}
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}
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eff := append(prev, schema.UserMessage(turn))
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eff := append(prev, schema.UserMessage(turn))
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msg, err := agent.Generate(ctx, eff)
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if err != nil {
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msgFutureOpt, msgFuture := react.WithMessageFuture()
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panic(err)
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var wg sync.WaitGroup
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wg.Add(1)
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go func() {
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defer wg.Done()
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sr, err := agent.Stream(ctx, eff, msgFutureOpt)
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if err != nil {
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panic(err)
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}
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sr.Close()
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}()
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produced := make([]*schema.Message, 0, 4)
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iter := msgFuture.GetMessageStreams()
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idx := 0
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for {
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sr, ok, e := iter.Next()
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if e != nil {
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panic(e)
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}
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if !ok {
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break
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}
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var chunks []*schema.Message
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for {
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m, er := sr.Recv()
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if errors.Is(er, io.EOF) {
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break
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}
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if er != nil {
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panic(er)
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}
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chunks = append(chunks, m)
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}
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full, er := schema.ConcatMessages(chunks)
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if er == nil && full != nil {
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printMessage(idx, full)
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produced = append(produced, full)
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}
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idx++
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}
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}
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fmt.Printf("history_before=%d after=%d\n", len(prev), len(eff)+1)
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fmt.Println(msg.Content)
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_ = store.Write(ctx, sessionID, append(eff, msg))
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hits, _ := store.Query(ctx, sessionID, "AI", 3)
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wg.Wait()
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fmt.Printf("query_hits=%d\n", len(hits))
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fmt.Printf("[Produced %d messages this turn]\n", len(produced))
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_ = store.Write(ctx, sessionID, append(eff, produced...))
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hits, _ := store.Query(ctx, sessionID, "restaurant", 3)
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fmt.Printf("[Query 'restaurant' hits=%d]\n", len(hits))
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for i, h := range hits {
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fmt.Printf(" hit[%d] role=%s content=%s\n", i, h.Role, truncate(h.Content, 60))
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}
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fmt.Println("========== Turn End ==========")
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}
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}
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run("Hello, summarize AI briefly.")
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run("帮我找北京排名前2的餐厅。")
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run("Add two more details.")
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run("第一家餐厅有什么菜?")
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}
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func printMessage(idx int, m *schema.Message) {
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switch m.Role {
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case schema.Assistant:
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if len(m.ToolCalls) > 0 {
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for _, tc := range m.ToolCalls {
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fmt.Printf("[Stream %d] role=%s tool_call=%s args=%s\n", idx, m.Role, tc.Function.Name, truncate(tc.Function.Arguments, 60))
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}
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} else {
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fmt.Printf("[Stream %d] role=%s content=%s\n", idx, m.Role, truncate(m.Content, 80))
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}
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case schema.Tool:
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fmt.Printf("[Stream %d] role=%s tool=%s result=%s\n", idx, m.Role, m.ToolName, truncate(m.Content, 80))
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default:
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fmt.Printf("[Stream %d] role=%s content=%s\n", idx, m.Role, truncate(m.Content, 80))
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}
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}
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}
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func verifyGobRoundTrip() {
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func verifyGobRoundTrip() {
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@ -85,7 +174,6 @@ func verifyGobRoundTrip() {
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schema.UserMessage("a"),
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schema.UserMessage("a"),
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schema.AssistantMessage("b", nil),
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schema.AssistantMessage("b", nil),
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}
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}
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// Round-trip serialize/deserialize to validate gob setup.
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b, err := memory.EncodeMessages(msgs)
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b, err := memory.EncodeMessages(msgs)
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if err != nil {
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if err != nil {
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panic(err)
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panic(err)
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@ -96,3 +184,18 @@ func verifyGobRoundTrip() {
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}
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}
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fmt.Printf("gob_round_trip=%d\n", len(out))
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fmt.Printf("gob_round_trip=%d\n", len(out))
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}
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}
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func truncate(s string, n int) string {
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if len(s) <= n {
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return s
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}
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return s[:n] + "..."
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}
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func truncateRunes(s string, n int) string {
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runes := []rune(s)
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if len(runes) <= n {
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return s
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}
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return string(runes[:n]) + "..."
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}
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