-
Notifications
You must be signed in to change notification settings - Fork 49
Added AgenticServices helper #835
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Merged
ricardozanini
merged 2 commits into
serverlessworkflow:main
from
treblereel:agentic_helper
Oct 8, 2025
Merged
Changes from 1 commit
Commits
Show all changes
2 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -15,19 +15,37 @@ | |
| */ | ||
| package io.serverlessworkflow.fluent.agentic.langchain4j; | ||
|
|
||
| import static io.serverlessworkflow.fluent.agentic.AgentWorkflowBuilder.workflow; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newAstrologyAgent; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newAudienceEditor; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newCreativeWriter; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newFoodExpert; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newMovieExpert; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newStyleEditor; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newStyleScorer; | ||
| import static io.serverlessworkflow.fluent.agentic.AgentsUtils.newSummaryStory; | ||
| import static io.serverlessworkflow.fluent.agentic.langchain4j.Agents.*; | ||
| import static io.serverlessworkflow.fluent.agentic.langchain4j.Agents.AudienceEditor; | ||
| import static io.serverlessworkflow.fluent.agentic.langchain4j.Agents.CreativeWriter; | ||
| import static io.serverlessworkflow.fluent.agentic.langchain4j.Agents.StyleEditor; | ||
| import static io.serverlessworkflow.fluent.agentic.langchain4j.Models.BASE_MODEL; | ||
| import static org.junit.jupiter.api.Assertions.assertEquals; | ||
| import static org.junit.jupiter.api.Assertions.assertNotNull; | ||
| import static org.mockito.ArgumentMatchers.any; | ||
| import static org.mockito.ArgumentMatchers.eq; | ||
| import static org.mockito.Mockito.spy; | ||
| import static org.mockito.Mockito.verify; | ||
|
|
||
| import dev.langchain4j.agentic.AgenticServices; | ||
| import dev.langchain4j.agentic.UntypedAgent; | ||
| import dev.langchain4j.agentic.scope.AgenticScope; | ||
| import dev.langchain4j.agentic.workflow.WorkflowAgentsBuilder; | ||
| import io.serverlessworkflow.fluent.agentic.AgenticServices; | ||
| import io.serverlessworkflow.fluent.agentic.AgentsUtils; | ||
| import java.util.List; | ||
| import java.util.Map; | ||
| import java.util.function.Function; | ||
| import java.util.function.Predicate; | ||
| import java.util.stream.IntStream; | ||
| import org.junit.jupiter.api.Test; | ||
|
|
||
| public class WorkflowAgentsIT { | ||
|
|
@@ -38,21 +56,21 @@ void sequential_agents_tests() { | |
|
|
||
| CreativeWriter creativeWriter = | ||
| spy( | ||
| AgenticServices.agentBuilder(CreativeWriter.class) | ||
| dev.langchain4j.agentic.AgenticServices.agentBuilder(CreativeWriter.class) | ||
| .chatModel(BASE_MODEL) | ||
| .outputName("story") | ||
| .build()); | ||
|
|
||
| AudienceEditor audienceEditor = | ||
| spy( | ||
| AgenticServices.agentBuilder(AudienceEditor.class) | ||
| dev.langchain4j.agentic.AgenticServices.agentBuilder(AudienceEditor.class) | ||
| .chatModel(BASE_MODEL) | ||
| .outputName("story") | ||
| .build()); | ||
|
|
||
| StyleEditor styleEditor = | ||
| spy( | ||
| AgenticServices.agentBuilder(StyleEditor.class) | ||
| dev.langchain4j.agentic.AgenticServices.agentBuilder(StyleEditor.class) | ||
| .chatModel(BASE_MODEL) | ||
| .outputName("story") | ||
| .build()); | ||
|
|
@@ -77,4 +95,123 @@ void sequential_agents_tests() { | |
| verify(audienceEditor).editStory(any(), eq("young adults")); | ||
| verify(styleEditor).editStory(any(), eq("fantasy")); | ||
| } | ||
|
|
||
| @Test | ||
| public void sequenceHelperTest() { | ||
| var creativeWriter = newCreativeWriter(); | ||
| var audienceEditor = newAudienceEditor(); | ||
| var styleEditor = newStyleEditor(); | ||
|
|
||
| AgentsUtils.NovelCreator novelCreator = | ||
| io.serverlessworkflow.fluent.agentic.AgenticServices.of(AgentsUtils.NovelCreator.class) | ||
ricardozanini marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
| .flow(workflow("seqFlow").sequence(creativeWriter, audienceEditor, styleEditor)) | ||
| .build(); | ||
|
|
||
| String story = novelCreator.createNovel("dragons and wizards", "young adults", "fantasy"); | ||
| assertNotNull(story); | ||
| } | ||
|
|
||
| @Test | ||
| public void agentAndSequenceHelperTest() { | ||
| var creativeWriter = newCreativeWriter(); | ||
| var audienceEditor = newAudienceEditor(); | ||
| var styleEditor = newStyleEditor(); | ||
|
|
||
| AgentsUtils.NovelCreator novelCreator = | ||
| io.serverlessworkflow.fluent.agentic.AgenticServices.of(AgentsUtils.NovelCreator.class) | ||
| .flow(workflow("seqFlow").agent(creativeWriter).sequence(audienceEditor, styleEditor)) | ||
| .build(); | ||
|
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This DSL is looking pretty cool. We should do the same for |
||
|
|
||
| String story = novelCreator.createNovel("dragons and wizards", "young adults", "fantasy"); | ||
| assertNotNull(story); | ||
| } | ||
|
|
||
| @Test | ||
| public void agentAndSequenceAndAgentHelperTest() { | ||
| var creativeWriter = newCreativeWriter(); | ||
| var audienceEditor = newAudienceEditor(); | ||
| var styleEditor = newStyleEditor(); | ||
| var summaryStory = newSummaryStory(); | ||
|
|
||
| AgentsUtils.NovelCreator novelCreator = | ||
| io.serverlessworkflow.fluent.agentic.AgenticServices.of(AgentsUtils.NovelCreator.class) | ||
| .flow( | ||
| workflow("seqFlow") | ||
| .agent(creativeWriter) | ||
| .sequence(audienceEditor, styleEditor) | ||
| .agent(summaryStory)) | ||
| .build(); | ||
|
|
||
| String story = novelCreator.createNovel("dragons and wizards", "young adults", "fantasy"); | ||
| assertNotNull(story); | ||
| } | ||
|
|
||
| @Test | ||
| public void parallelWorkflow() { | ||
| var foodExpert = newFoodExpert(); | ||
| var movieExpert = newMovieExpert(); | ||
|
|
||
| Function<AgenticScope, List<EveningPlan>> planEvening = | ||
| input -> { | ||
| List<String> movies = (List<String>) input.readState("movies"); | ||
| List<String> meals = (List<String>) input.readState("meals"); | ||
|
|
||
| int max = Math.min(movies.size(), meals.size()); | ||
| return IntStream.range(0, max) | ||
| .mapToObj(i -> new EveningPlan(movies.get(i), meals.get(i))) | ||
| .toList(); | ||
| }; | ||
|
|
||
| EveningPlannerAgent eveningPlannerAgent = | ||
| AgenticServices.of(EveningPlannerAgent.class) | ||
| .flow(workflow("parallelFlow").parallel(foodExpert, movieExpert).outputAs(planEvening)) | ||
| .build(); | ||
| List<EveningPlan> result = eveningPlannerAgent.plan("romantic"); | ||
| assertEquals(3, result.size()); | ||
| } | ||
|
|
||
| @Test | ||
| public void loopTest() { | ||
| var creativeWriter = newCreativeWriter(); | ||
| var scorer = newStyleScorer(); | ||
| var editor = newStyleEditor(); | ||
|
|
||
| Predicate<AgenticScope> until = s -> s.readState("score", 0.0) >= 0.8; | ||
|
|
||
| StyledWriter styledWriter = | ||
| AgenticServices.of(StyledWriter.class) | ||
| .flow(workflow("loopFlow").agent(creativeWriter).loop(until, scorer, editor)) | ||
| .build(); | ||
|
|
||
| String story = styledWriter.writeStoryWithStyle("dragons and wizards", "fantasy"); | ||
| assertNotNull(story); | ||
| } | ||
|
|
||
| @Test | ||
| public void humanInTheLoop() { | ||
| var astrologyAgent = newAstrologyAgent(); | ||
|
|
||
| var askSign = | ||
| new Function<AgenticScope, AgenticScope>() { | ||
| @Override | ||
| public AgenticScope apply(AgenticScope holder) { | ||
| System.out.println("What's your star sign?"); | ||
| // var sign = System.console().readLine(); | ||
| holder.writeState("sign", "piscis"); | ||
| return holder; | ||
| } | ||
| }; | ||
|
|
||
| String result = | ||
| AgenticServices.of(Agents.HoroscopeAgent.class) | ||
| .flow( | ||
| workflow("humanInTheLoop") | ||
| .inputFrom(askSign) | ||
| // .tasks(tasks -> tasks.callFn(fn(askSign))) // TODO should work too | ||
ricardozanini marked this conversation as resolved.
Show resolved
Hide resolved
|
||
| .agent(astrologyAgent)) | ||
| .build() | ||
| .invoke("My name is Mario. What is my horoscope?"); | ||
|
|
||
| assertNotNull(result); | ||
| } | ||
| } | ||
134 changes: 134 additions & 0 deletions
134
...al/fluent/agentic/src/main/java/io/serverlessworkflow/fluent/agentic/AgenticServices.java
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,134 @@ | ||
| /* | ||
| * Copyright 2020-Present The Serverless Workflow Specification 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 io.serverlessworkflow.fluent.agentic; | ||
|
|
||
| import dev.langchain4j.agentic.Agent; | ||
| import dev.langchain4j.agentic.scope.AgenticScope; | ||
| import dev.langchain4j.service.V; | ||
| import io.serverlessworkflow.api.types.Workflow; | ||
| import io.serverlessworkflow.impl.WorkflowApplication; | ||
| import io.serverlessworkflow.impl.WorkflowModel; | ||
| import java.lang.annotation.Annotation; | ||
| import java.lang.reflect.InvocationHandler; | ||
| import java.lang.reflect.Method; | ||
| import java.lang.reflect.Proxy; | ||
| import java.util.HashMap; | ||
| import java.util.Map; | ||
| import java.util.Objects; | ||
|
|
||
| public class AgenticServices<T> { | ||
|
|
||
| private final Class<T> agent; | ||
|
|
||
| private AgentWorkflowBuilder builder; | ||
|
|
||
| private AgenticServices(Class<T> agent) { | ||
| this.agent = agent; | ||
| } | ||
|
|
||
| public static <T> AgenticServices<T> of(Class<T> agent) { | ||
| return new AgenticServices<>(agent); | ||
| } | ||
|
|
||
| public AgenticServices<T> flow(AgentWorkflowBuilder builder) { | ||
| this.builder = builder; | ||
| return this; | ||
| } | ||
|
|
||
| public T build() { | ||
| Objects.requireNonNull( | ||
| builder, "AgenticServices.flow(AgentWorkflowBuilder) must be called before build()"); | ||
| Workflow workflow = builder.build(); | ||
| return AgenticServiceBuilder.create(agent, new AgentInvocationHandler(workflow)); | ||
| } | ||
|
|
||
| private static class AgenticServiceBuilder { | ||
|
|
||
| @SuppressWarnings("unchecked") | ||
| public static <T> T create(Class<T> runner, InvocationHandler h) { | ||
| if (!runner.isInterface()) { | ||
| throw new IllegalArgumentException(runner + " must be an interface to create a Proxy"); | ||
| } | ||
|
|
||
| ClassLoader cl = runner.getClassLoader(); | ||
| Class<?>[] ifaces = new Class<?>[] {runner}; | ||
| return (T) Proxy.newProxyInstance(cl, ifaces, h); | ||
| } | ||
| } | ||
|
|
||
| private class AgentInvocationHandler implements InvocationHandler { | ||
|
|
||
| private final Workflow workflow; | ||
|
|
||
| public AgentInvocationHandler(Workflow workflow) { | ||
| this.workflow = workflow; | ||
| } | ||
|
|
||
| @Override | ||
| public Object invoke(Object proxy, Method method, Object[] args) { | ||
| if (method.getDeclaringClass() == Object.class) { | ||
| return switch (method.getName()) { | ||
| case "toString" -> "AgentProxy(" + workflow.getDocument().getName() + ")"; | ||
| case "hashCode" -> System.identityHashCode(proxy); | ||
| case "equals" -> proxy == args[0]; | ||
| default -> throw new IllegalStateException("Unexpected Object method: " + method); | ||
| }; | ||
| } | ||
|
|
||
| Agent agent = method.getAnnotation(Agent.class); | ||
| if (agent == null) { | ||
| throw new IllegalStateException( | ||
| "Method " + method.getName() + " is not annotated with @Agent"); | ||
| } | ||
|
|
||
| Annotation[][] annotations = method.getParameterAnnotations(); | ||
| Map<String, Object> input = new HashMap<>(); | ||
| for (int i = 0; i < annotations.length; i++) { | ||
| boolean found = false; | ||
| for (Annotation a : annotations[i]) { | ||
| if (a instanceof V) { | ||
| String key = ((V) a).value(); | ||
| Object value = args[i]; | ||
| input.put(key, value); | ||
| found = true; | ||
| break; | ||
| } | ||
| } | ||
| if (!found) { | ||
| throw new IllegalStateException( | ||
| "Parameter " | ||
| + (i + 1) | ||
| + " of method " | ||
| + method.getName() | ||
| + " is not annotated with @V"); | ||
| } | ||
| } | ||
|
|
||
| try (WorkflowApplication app = WorkflowApplication.builder().build()) { | ||
| WorkflowModel result = app.workflowDefinition(workflow).instance(input).start().get(); | ||
| if (result.asJavaObject() instanceof AgenticScope scope) { | ||
| Object out = scope.state().get("input"); | ||
| if (out != null) { | ||
| return out; | ||
| } | ||
| } | ||
| return result.asJavaObject(); | ||
| } catch (Exception e) { | ||
| throw new RuntimeException("Workflow execution failed", e); | ||
| } | ||
| } | ||
| } | ||
| } |
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
We should remove the FQCN