/*
 * Copyright 2024-2026 the original author or 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
 *
 *      https://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 com.alibaba.cloud.ai.graph.agent.flow.node;

import com.alibaba.cloud.ai.graph.OverAllState;
import com.alibaba.cloud.ai.graph.action.AsyncEdgeAction;
import com.alibaba.cloud.ai.graph.agent.Agent;
import com.alibaba.cloud.ai.graph.agent.flow.agent.LlmRoutingAgent;

import org.springframework.ai.chat.client.ChatClient;
import org.springframework.ai.chat.messages.Message;
import org.springframework.ai.chat.messages.SystemMessage;
import org.springframework.ai.chat.messages.UserMessage;
import org.springframework.ai.chat.model.ChatModel;
import org.springframework.ai.converter.BeanOutputConverter;

import org.springframework.util.StringUtils;

import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.CompletableFuture;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

@Deprecated
public class RoutingEdgeAction implements AsyncEdgeAction {
	private static final Logger logger = LoggerFactory.getLogger(RoutingEdgeAction.class);

	private static final int DEFAULT_MAX_RETRIES = 2;

	private final ChatClient chatClient;
	private final BeanOutputConverter<RoutingDecision> outputConverter;
	private final Agent rootAgent;
	private final List<Agent> subAgents;

	public RoutingEdgeAction(ChatModel chatModel, Agent current, List<Agent> subAgents) {
		this.rootAgent = current;
		this.subAgents = subAgents;

		StringBuilder sb = new StringBuilder();
		if (rootAgent instanceof LlmRoutingAgent llmRoutingAgent && StringUtils.hasLength(llmRoutingAgent.getSystemPrompt())) {
			sb.append("You are responsible for task routing in a graph-based AI system.\n");
			sb.append("The instruction that you should follow to finish this task is:\n\n ");
			sb.append(llmRoutingAgent.getSystemPrompt());
		}
		else {
			sb.append("You are responsible for task routing in a graph-based AI system.\n");
			sb.append("\n\n");
			sb.append(
					"You have access to some specialized agents that can handle this task. You must delegate the task to ONE of the following agents.\n");
			sb.append("The available agents and their capabilities are listed below:\n");
			for (Agent agent : subAgents) {
				sb.append("- ").append(agent.name()).append(": ").append(agent.description()).append("\n");
			}
			sb.append("\n");
			sb.append("Return ONLY the exact agent name from the list above, without any explanation or additional text.\n");
			sb.append("Available names: ");
			sb.append(String.join(", ", subAgents.stream().map(Agent::name).toList()));
			sb.append("\n\n");
			sb.append("Example: prose_writer_agent");
		}

		// Create BeanOutputConverter for structured output
		this.outputConverter = new BeanOutputConverter<>(RoutingDecision.class);
		sb.append("\n\n");
		sb.append(this.outputConverter.getFormat());

		this.chatClient = ChatClient.builder(chatModel).defaultSystem(sb.toString()).build();
	}

	@Override
	public CompletableFuture<String> apply(OverAllState state) {
		CompletableFuture<String> result = new CompletableFuture<>();
		try {
			@SuppressWarnings("unchecked")
			List<Message> messages = (List<Message>) state.value("messages").orElse(List.of());
			
			// Prepare messages with instruction if available
			List<Message> messagesWithInstruction = prepareMessagesWithInstruction(messages);
			
			String decisionValue = getDecisionWithRetry(messagesWithInstruction, DEFAULT_MAX_RETRIES);

			// Check if it's a valid sub-agent name
			boolean isValidAgent = subAgents.stream()
					.anyMatch(agent -> agent.name().equals(decisionValue));
			if (isValidAgent) {
				logger.info("RoutingAgent {} routed to sub-agent {}.", rootAgent.name(), decisionValue);
				result.complete(decisionValue);
			}
			else {
				logger.error("RoutingAgent {} failed to get valid decision after {} retries. Last invalid decision: {}.",
						rootAgent.name(), DEFAULT_MAX_RETRIES, decisionValue);
				result.completeExceptionally(new IllegalStateException(
						"RoutingAgent " + rootAgent.name() + " failed to get valid decision after retries. Last invalid decision: " + decisionValue + "."));
			}
		}
		catch (Exception e) {
			logger.error("Error during routing decision: ", e);
			result.completeExceptionally(e);
		}
		return result;
	}

	/**
	 * Prepares messages with instruction. If rootAgent has instruction, adds it as UserMessage.
	 * Otherwise, adds a default instruction message.
	 * @param messages the original conversation messages
	 * @return messages list with instruction added
	 */
	private List<Message> prepareMessagesWithInstruction(List<Message> messages) {
		List<Message> messagesWithInstruction = new ArrayList<>(messages);
		
		// Check if rootAgent is LlmRoutingAgent and has instruction
		if (rootAgent instanceof LlmRoutingAgent llmRoutingAgent) {
			String instruction = llmRoutingAgent.getInstruction();
			if (StringUtils.hasLength(instruction)) {
				// If instruction is set, add it as UserMessage
				messagesWithInstruction.add(new UserMessage(instruction));
			}
			else {
				// If no instruction, add default message
				messagesWithInstruction.add(new UserMessage(
						"Based on the chat history and current task progress, please decide the next agent to delegate the task to."));
			}
		}
		else {
			// If rootAgent is not LlmRoutingAgent, add default message
			messagesWithInstruction.add(new UserMessage(
					"Based on the chat history and current task progress, please decide the next agent to delegate the task to."));
		}
		
		return messagesWithInstruction;
	}

	/**
	 * Gets a valid routing decision with retry logic. If the model returns an invalid agent name,
	 * it will retry up to maxRetries times before giving up.
	 * @param messages the conversation messages
	 * @param maxRetries maximum number of retries (default: 2)
	 * @return a valid decision (agent name)
	 * @throws Exception if all retries fail or other errors occur
	 */
	private String getDecisionWithRetry(List<Message> messages, int maxRetries) throws Exception {
		String lastInvalidDecision = null;

		for (int attempt = 0; attempt <= maxRetries; attempt++) {
			try {
				RoutingDecision decision;

				if (attempt == 0) {
					// First attempt: use original messages
					decision = this.chatClient.prompt().messages(messages).call().entity(this.outputConverter);
				}
				else {
					// Retry attempts: add error feedback to help the model correct its decision
					String errorFeedback = String.format(
							"Previous attempt returned an invalid agent name '%s'. " +
									"Please choose from the available agents: %s.",
							lastInvalidDecision,
							String.join(", ", subAgents.stream().map(Agent::name).toList()));

					logger.warn("RoutingAgent {} retry attempt {}/{}. Previous invalid decision: {}",
							rootAgent.name(), attempt, maxRetries, lastInvalidDecision);

					// Create a new message list with error feedback
					// Try to append to existing SystemMessage, otherwise use UserMessage
					java.util.ArrayList<Message> messagesWithFeedback = new java.util.ArrayList<>();
					boolean systemMessageFound = false;

					for (Message msg : messages) {
						if (msg instanceof SystemMessage && !systemMessageFound) {
							// Append error feedback to the first SystemMessage found
							String enhancedContent = msg.getText() + "\n\n" + errorFeedback;
							messagesWithFeedback.add(new SystemMessage(enhancedContent));
							systemMessageFound = true;
						}
						else {
							messagesWithFeedback.add(msg);
						}
					}

					// If no SystemMessage was found, add error feedback as UserMessage
					if (!systemMessageFound) {
						messagesWithFeedback.add(new UserMessage(errorFeedback));
					}

					decision = this.chatClient.prompt().messages(messagesWithFeedback).call()
							.entity(this.outputConverter);
				}

				String decisionValue = decision.agent();

				// Check if it's a valid sub-agent name
				boolean isValidAgent = subAgents.stream()
						.anyMatch(agent -> agent.name().equals(decisionValue));

				if (isValidAgent) {
					if (attempt > 0) {
						logger.info("RoutingAgent {} succeeded on retry attempt {}. Routed to sub-agent: {}",
								rootAgent.name(), attempt, decisionValue);
					}
					return decisionValue;
				}
				else {
					// Invalid agent name, store for next retry
					lastInvalidDecision = decisionValue;
					logger.warn("RoutingAgent {} attempt {}/{} returned invalid agent name: {}",
							rootAgent.name(), attempt, maxRetries, decisionValue);
				}
			}
			catch (Exception e) {
				if (attempt == maxRetries) {
					// Last attempt failed, rethrow the exception
					logger.error("RoutingAgent {} failed on final attempt {}/{}", rootAgent.name(), attempt, maxRetries, e);
					throw e;
				}
				logger.warn("RoutingAgent {} attempt {}/{} encountered an error, will retry", rootAgent.name(), attempt, maxRetries, e);
			}
		}

		// All retries exhausted
		throw new IllegalStateException(
				String.format("Failed to get valid decision after %d retries. Last invalid decision: %s",
						maxRetries, lastInvalidDecision));
	}

	/**
	 * Response record for structured routing decision output
	 */
	public record RoutingDecision(String agent) { }
}
