Files
Ivan Cheung 555deedd46 Add missing licenses (#887)
Co-authored-by: ivanmkc <ivanmkc@google.com>
2025-11-06 14:42:20 -05:00

307 lines
9.0 KiB
Go

// Copyright 2025 Google LLC
//
// 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.
// --8<-- [start:full_code]
package main
import (
"context"
"fmt"
"iter"
"log"
"google.golang.org/adk/agent/workflowagents/loopagent"
"google.golang.org/adk/agent/workflowagents/sequentialagent"
"google.golang.org/adk/agent"
"google.golang.org/adk/agent/llmagent"
"google.golang.org/adk/model/gemini"
"google.golang.org/adk/runner"
"google.golang.org/adk/session"
"google.golang.org/genai"
)
// --8<-- [start:init]
// StoryFlowAgent is a custom agent that orchestrates a story generation workflow.
// It encapsulates the logic of running sub-agents in a specific sequence.
type StoryFlowAgent struct {
storyGenerator agent.Agent
revisionLoopAgent agent.Agent
postProcessorAgent agent.Agent
}
// NewStoryFlowAgent creates and configures the entire custom agent workflow.
// It takes individual LLM agents as input and internally creates the necessary
// workflow agents (loop, sequential), returning the final orchestrator agent.
func NewStoryFlowAgent(
storyGenerator,
critic,
reviser,
grammarCheck,
toneCheck agent.Agent,
) (agent.Agent, error) {
loopAgent, err := loopagent.New(loopagent.Config{
MaxIterations: 2,
AgentConfig: agent.Config{
Name: "CriticReviserLoop",
SubAgents: []agent.Agent{critic, reviser},
},
})
if err != nil {
return nil, fmt.Errorf("failed to create loop agent: %w", err)
}
sequentialAgent, err := sequentialagent.New(sequentialagent.Config{
AgentConfig: agent.Config{
Name: "PostProcessing",
SubAgents: []agent.Agent{grammarCheck, toneCheck},
},
})
if err != nil {
return nil, fmt.Errorf("failed to create sequential agent: %w", err)
}
// The StoryFlowAgent struct holds the agents needed for the Run method.
orchestrator := &StoryFlowAgent{
storyGenerator: storyGenerator,
revisionLoopAgent: loopAgent,
postProcessorAgent: sequentialAgent,
}
// agent.New creates the final agent, wiring up the Run method.
return agent.New(agent.Config{
Name: "StoryFlowAgent",
Description: "Orchestrates story generation, critique, revision, and checks.",
SubAgents: []agent.Agent{storyGenerator, loopAgent, sequentialAgent},
Run: orchestrator.Run,
})
}
// --8<-- [end:init]
// --8<-- [start:executionlogic]
// Run defines the custom execution logic for the StoryFlowAgent.
func (s *StoryFlowAgent) Run(ctx agent.InvocationContext) iter.Seq2[*session.Event, error] {
return func(yield func(*session.Event, error) bool) {
// Stage 1: Initial Story Generation
for event, err := range s.storyGenerator.Run(ctx) {
if err != nil {
yield(nil, fmt.Errorf("story generator failed: %w", err))
return
}
if !yield(event, nil) {
return
}
}
// Check if story was generated before proceeding
currentStory, err := ctx.Session().State().Get("current_story")
if err != nil || currentStory == "" {
log.Println("Failed to generate initial story. Aborting workflow.")
return
}
// Stage 2: Critic-Reviser Loop
for event, err := range s.revisionLoopAgent.Run(ctx) {
if err != nil {
yield(nil, fmt.Errorf("loop agent failed: %w", err))
return
}
if !yield(event, nil) {
return
}
}
// Stage 3: Post-Processing
for event, err := range s.postProcessorAgent.Run(ctx) {
if err != nil {
yield(nil, fmt.Errorf("sequential agent failed: %w", err))
return
}
if !yield(event, nil) {
return
}
}
// Stage 4: Conditional Regeneration
toneResult, err := ctx.Session().State().Get("tone_check_result")
if err != nil {
log.Printf("Could not read tone_check_result from state: %v. Assuming tone is not negative.", err)
return
}
if tone, ok := toneResult.(string); ok && tone == "negative" {
log.Println("Tone is negative. Regenerating story...")
for event, err := range s.storyGenerator.Run(ctx) {
if err != nil {
yield(nil, fmt.Errorf("story regeneration failed: %w", err))
return
}
if !yield(event, nil) {
return
}
}
} else {
log.Println("Tone is not negative. Keeping current story.")
}
}
}
// --8<-- [end:executionlogic]
const (
modelName = "gemini-2.0-flash"
appName = "story_app"
userID = "user_12345"
)
func main() {
ctx := context.Background()
model, err := gemini.NewModel(ctx, modelName, &genai.ClientConfig{})
if err != nil {
log.Fatalf("Failed to create model: %v", err)
}
// --8<-- [start:llmagents]
// --- Define the individual LLM agents ---
storyGenerator, err := llmagent.New(llmagent.Config{
Name: "StoryGenerator",
Model: model,
Description: "Generates the initial story.",
Instruction: "You are a story writer. Write a short story (around 100 words) about a cat, based on the topic: {topic}",
OutputKey: "current_story",
})
if err != nil {
log.Fatalf("Failed to create StoryGenerator agent: %v", err)
}
critic, err := llmagent.New(llmagent.Config{
Name: "Critic",
Model: model,
Description: "Critiques the story.",
Instruction: "You are a story critic. Review the story: {current_story}. Provide 1-2 sentences of constructive criticism on how to improve it. Focus on plot or character.",
OutputKey: "criticism",
})
if err != nil {
log.Fatalf("Failed to create Critic agent: %v", err)
}
reviser, err := llmagent.New(llmagent.Config{
Name: "Reviser",
Model: model,
Description: "Revises the story based on criticism.",
Instruction: "You are a story reviser. Revise the story: {current_story}, based on the criticism: {criticism}. Output only the revised story.",
OutputKey: "current_story",
})
if err != nil {
log.Fatalf("Failed to create Reviser agent: %v", err)
}
grammarCheck, err := llmagent.New(llmagent.Config{
Name: "GrammarCheck",
Model: model,
Description: "Checks grammar and suggests corrections.",
Instruction: "You are a grammar checker. Check the grammar of the story: {current_story}. Output only the suggested corrections as a list, or output 'Grammar is good!' if there are no errors.",
OutputKey: "grammar_suggestions",
})
if err != nil {
log.Fatalf("Failed to create GrammarCheck agent: %v", err)
}
toneCheck, err := llmagent.New(llmagent.Config{
Name: "ToneCheck",
Model: model,
Description: "Analyzes the tone of the story.",
Instruction: "You are a tone analyzer. Analyze the tone of the story: {current_story}. Output only one word: 'positive' if the tone is generally positive, 'negative' if the tone is generally negative, or 'neutral' otherwise.",
OutputKey: "tone_check_result",
})
if err != nil {
log.Fatalf("Failed to create ToneCheck agent: %v", err)
}
// --8<-- [end:llmagents]
// --8<-- [start:story_flow_agent]
// Instantiate the custom agent, which encapsulates the workflow agents.
storyFlowAgent, err := NewStoryFlowAgent(
storyGenerator,
critic,
reviser,
grammarCheck,
toneCheck,
)
if err != nil {
log.Fatalf("Failed to create story flow agent: %v", err)
}
// --- Run the Agent ---
sessionService := session.InMemoryService()
initialState := map[string]any{
"topic": "a brave kitten exploring a haunted house",
}
sessionInstance, err := sessionService.Create(ctx, &session.CreateRequest{
AppName: appName,
UserID: userID,
State: initialState,
})
if err != nil {
log.Fatalf("Failed to create session: %v", err)
}
userTopic := "a lonely robot finding a friend in a junkyard"
r, err := runner.New(runner.Config{
AppName: appName,
Agent: storyFlowAgent,
SessionService: sessionService,
})
if err != nil {
log.Fatalf("Failed to create runner: %v", err)
}
input := genai.NewContentFromText("Generate a story about: "+userTopic, genai.RoleUser)
events := r.Run(ctx, userID, sessionInstance.Session.ID(), input, agent.RunConfig{
StreamingMode: agent.StreamingModeSSE,
})
var finalResponse string
for event, err := range events {
if err != nil {
log.Fatalf("An error occurred during agent execution: %v", err)
}
for _, part := range event.Content.Parts {
// Accumulate text from all parts of the final response.
finalResponse += part.Text
}
}
fmt.Println("\n--- Agent Interaction Result ---")
fmt.Println("Agent Final Response: " + finalResponse)
finalSession, err := sessionService.Get(ctx, &session.GetRequest{
UserID: userID,
AppName: appName,
SessionID: sessionInstance.Session.ID(),
})
if err != nil {
log.Fatalf("Failed to retrieve final session: %v", err)
}
fmt.Println("Final Session State:", finalSession.Session.State())
}
// --8<-- [end:story_flow_agent]
// --8<-- [end:full_code]