Package com.javaaidev.agenticpatterns.evaluatoroptimizer

Class PromptBasedEvaluatorOptimizerAgent<Request,Response>

java.lang.Object

com.javaaidev.agenticpatterns.core.Agent

com.javaaidev.agenticpatterns.taskexecution.TaskExecutionAgent<Request,Response>

com.javaaidev.agenticpatterns.taskexecution.NoLLMTaskExecutionAgent<Request,Response>

com.javaaidev.agenticpatterns.evaluatoroptimizer.EvaluatorOptimizerAgent<Request,Response>

com.javaaidev.agenticpatterns.evaluatoroptimizer.PromptBasedEvaluatorOptimizerAgent<Request,Response>

Type Parameters:

Request -

Response -

All Implemented Interfaces:

Function<Request,Response>

public abstract class PromptBasedEvaluatorOptimizerAgent<Request,Response>
extends EvaluatorOptimizerAgent<Request,Response>

A EvaluatorOptimizerAgent implementation uses prompts for subtask agents

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
class	PromptBasedEvaluatorOptimizerAgent.EvaluateAgent
class	PromptBasedEvaluatorOptimizerAgent.GenerateInitialResultAgent
class	PromptBasedEvaluatorOptimizerAgent.OptimizeAgent

Nested classes/interfaces inherited from class com.javaaidev.agenticpatterns.evaluatoroptimizer.EvaluatorOptimizerAgent

EvaluatorOptimizerAgent.OptimizationInput<Response>

Field Summary

Fields inherited from class com.javaaidev.agenticpatterns.evaluatoroptimizer.EvaluatorOptimizerAgent

evaluationAgent, evaluationChatClient, generationChatClient, initialResultAgent, optimizationAgent

Fields inherited from class com.javaaidev.agenticpatterns.taskexecution.TaskExecutionAgent

responseType

Fields inherited from class com.javaaidev.agenticpatterns.core.Agent

chatClient, observationRegistry

Constructor Summary

Constructors

Modifier	Constructor	Description
protected	PromptBasedEvaluatorOptimizerAgent(org.springframework.ai.chat.client.ChatClient generationChatClient, org.springframework.ai.chat.client.ChatClient evaluationChatClient)
protected	PromptBasedEvaluatorOptimizerAgent(org.springframework.ai.chat.client.ChatClient generationChatClient, org.springframework.ai.chat.client.ChatClient evaluationChatClient, @Nullable Type responseType, @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)

Method Summary

Modifier and Type	Method	Description
protected TaskExecutionAgent<Response,Evaluation>	buildEvaluationAgent(org.springframework.ai.chat.client.ChatClient chatClient, @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)	Build the agent to evaluate the result
protected @Nullable Map<String,Object>	buildEvaluationPromptContext(@Nullable Response response)	Prepare for the values of variables in the prompt template to evaluate a result
protected TaskExecutionAgent<Request,Response>	buildInitialResultAgent(org.springframework.ai.chat.client.ChatClient chatClient, @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)	Build the agent to generation initial result
protected @Nullable Map<String,Object>	buildInitialResultPromptContext(@Nullable Request request)	Prepare for the values of variables in the prompt template to generate initial result
protected TaskExecutionAgent<EvaluatorOptimizerAgent.OptimizationInput<Response>,Response>	buildOptimizationAgent(org.springframework.ai.chat.client.ChatClient chatClient, @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)	Build the agent to optimize the result
protected @Nullable Map<String,Object>	buildOptimizationPromptContext(@Nullable EvaluatorOptimizerAgent.OptimizationInput<Response> optimizationInput)	Prepare for the values of variables in the prompt template to optimize a result
protected abstract String	getEvaluationPromptTemplate()	Prompt template for the agent to evaluate a result
protected abstract String	getInitialResultPromptTemplate()	Prompt template for the agent to generate initial result
protected abstract String	getOptimizationPromptTemplate()	Prompt template for the agent to optimize a result

Methods inherited from class com.javaaidev.agenticpatterns.evaluatoroptimizer.EvaluatorOptimizerAgent

call, getMaxIterations

Methods inherited from class com.javaaidev.agenticpatterns.taskexecution.NoLLMTaskExecutionAgent

getPromptTemplate

Methods inherited from class com.javaaidev.agenticpatterns.taskexecution.TaskExecutionAgent

apply, getPromptContext, instrumentedCall, updateChatClientRequest

Methods inherited from class com.javaaidev.agenticpatterns.core.Agent

getName

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Methods inherited from interface java.util.function.Function

andThen, compose

Constructor Details

PromptBasedEvaluatorOptimizerAgent

protected PromptBasedEvaluatorOptimizerAgent(org.springframework.ai.chat.client.ChatClient generationChatClient,
 org.springframework.ai.chat.client.ChatClient evaluationChatClient)

PromptBasedEvaluatorOptimizerAgent

protected PromptBasedEvaluatorOptimizerAgent(org.springframework.ai.chat.client.ChatClient generationChatClient,
 org.springframework.ai.chat.client.ChatClient evaluationChatClient,
 @Nullable Type responseType,
 @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)

Method Details

getInitialResultPromptTemplate

protected abstract String getInitialResultPromptTemplate()

Prompt template for the agent to generate initial result

Returns:

Prompt template

buildInitialResultPromptContext

protected @Nullable Map<String,Object> buildInitialResultPromptContext(@Nullable Request request)

Prepare for the values of variables in the prompt template to generate initial result

Parameters:

request - Request

Returns:

Values of variables

buildInitialResultAgent

protected TaskExecutionAgent<Request,Response> buildInitialResultAgent(org.springframework.ai.chat.client.ChatClient chatClient,
 @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)

Description copied from class: EvaluatorOptimizerAgent

Build the agent to generation initial result

Specified by:

buildInitialResultAgent in class EvaluatorOptimizerAgent<Request,Response>

Returns:

the agent, see TaskExecutionAgent

getEvaluationPromptTemplate

protected abstract String getEvaluationPromptTemplate()

Prompt template for the agent to evaluate a result

Returns:

Prompt template

buildEvaluationPromptContext

protected @Nullable Map<String,Object> buildEvaluationPromptContext(@Nullable Response response)

Prepare for the values of variables in the prompt template to evaluate a result

Parameters:

response - Response from a previous generation

Returns:

Values of variables

buildEvaluationAgent

protected TaskExecutionAgent<Response,Evaluation> buildEvaluationAgent(org.springframework.ai.chat.client.ChatClient chatClient,
 @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)

Description copied from class: EvaluatorOptimizerAgent

Build the agent to evaluate the result

Specified by:

buildEvaluationAgent in class EvaluatorOptimizerAgent<Request,Response>

Returns:

the agent, see TaskExecutionAgent

getOptimizationPromptTemplate

protected abstract String getOptimizationPromptTemplate()

Prompt template for the agent to optimize a result

Returns:

Prompt template

buildOptimizationPromptContext

protected @Nullable Map<String,Object> buildOptimizationPromptContext(@Nullable EvaluatorOptimizerAgent.OptimizationInput<Response> optimizationInput)

Prepare for the values of variables in the prompt template to optimize a result

Parameters:

optimizationInput - Input for optimization

Returns:

Values of variables

buildOptimizationAgent

protected TaskExecutionAgent<EvaluatorOptimizerAgent.OptimizationInput<Response>,Response> buildOptimizationAgent(org.springframework.ai.chat.client.ChatClient chatClient,
 @Nullable io.micrometer.observation.ObservationRegistry observationRegistry)

Description copied from class: EvaluatorOptimizerAgent

Build the agent to optimize the result

Specified by:

buildOptimizationAgent in class EvaluatorOptimizerAgent<Request,Response>

Returns:

the agent, see TaskExecutionAgent