import type { DynamicStructuredTool, Tool } from '@langchain/classic/tools';
import isObject from 'lodash/isObject';
import omit from 'lodash/omit';
import type { EngineRequest, IDataObject } from 'n8n-workflow';
import { NodeConnectionTypes } from 'n8n-workflow';

import type {
	HitlMetadata,
	RequestResponseMetadata,
	ThinkingMetadata,
	ToolCallRequest,
	ToolMetadata,
} from './types';
import { isGeminiThoughtSignatureBlock, isRedactedThinkingBlock, isThinkingBlock } from './types';

export function hasGatedToolNodeName(
	metadata: unknown,
): metadata is ToolMetadata & { gatedToolNodeName: string } {
	return (
		isObject(metadata) &&
		typeof (metadata as Record<string, unknown>).gatedToolNodeName === 'string'
	);
}

export function extractHitlMetadata(
	metadata: ToolMetadata,
	toolName: string,
	toolInput: IDataObject,
): HitlMetadata | undefined {
	if (!hasGatedToolNodeName(metadata)) return undefined;

	return {
		gatedToolNodeName: metadata.gatedToolNodeName,
		toolName,
		originalInput: toolInput.toolParameters as IDataObject,
	};
}

/**
 * Extracts thinking metadata from tool call, with fallback to shared batch data.
 * Handles both Gemini thought signatures and Anthropic thinking blocks.
 */
function extractThinkingMetadata(
	toolCall: ToolCallRequest,
	sharedMessageLog: unknown[] | undefined,
	sharedAdditionalKwargs: Record<string, unknown> | undefined,
): ThinkingMetadata {
	const result: ThinkingMetadata = {};

	// Use toolCall's additionalKwargs or fall back to shared one from batch
	const effectiveAdditionalKwargs =
		(toolCall.additionalKwargs as Record<string, unknown> | undefined) ?? sharedAdditionalKwargs;
	// Use toolCall's messageLog or fall back to shared one from batch
	const effectiveMessageLog =
		toolCall.messageLog && toolCall.messageLog.length > 0 ? toolCall.messageLog : sharedMessageLog;

	// Extract thought signatures from additionalKwargs (Gemini)
	let thoughtSignature: string | undefined;
	if (effectiveAdditionalKwargs) {
		// Check for signature mapped by tool call ID
		const geminiSignatures = effectiveAdditionalKwargs[
			'__gemini_function_call_thought_signatures__'
		] as Record<string, string> | undefined;
		if (geminiSignatures && typeof geminiSignatures === 'object') {
			// Get signature for this specific tool call, or ANY signature if ID not found
			// (for parallel calls, signature may be keyed to first call's ID)
			thoughtSignature =
				geminiSignatures[toolCall.toolCallId] || Object.values(geminiSignatures)[0];
		}

		// Also check signatures array format (LangChain Google uses this)
		if (!thoughtSignature) {
			const signatures = effectiveAdditionalKwargs.signatures as string[] | undefined;
			if (signatures && Array.isArray(signatures) && signatures.length > 0) {
				// First non-empty signature (parallel calls have signature only on first)
				thoughtSignature = signatures.find((s) => s && s.length > 0);
			}
		}
	}

	// Extract thinking content and additional thought signatures from messageLog
	let thinkingContent: string | undefined;
	let thinkingType: 'thinking' | 'redacted_thinking' | undefined;
	let thinkingSignature: string | undefined;

	if (effectiveMessageLog && Array.isArray(effectiveMessageLog)) {
		for (const message of effectiveMessageLog) {
			// Check if message has content that could contain thought_signature or thinking blocks
			if (message && typeof message === 'object' && 'content' in message) {
				const content = message.content;
				// Content can be string or array of content blocks
				if (Array.isArray(content)) {
					// Look for thought_signature in content blocks (Gemini)
					// and thinking/redacted_thinking blocks (Anthropic)
					for (const block of content) {
						// Gemini thought_signature as content block (only if not already found)
						if (!thoughtSignature && isGeminiThoughtSignatureBlock(block)) {
							thoughtSignature = block.thoughtSignature;
						}

						// Anthropic thinking blocks
						if (isThinkingBlock(block)) {
							thinkingContent = block.thinking;
							thinkingType = 'thinking';
							thinkingSignature = block.signature;
						} else if (isRedactedThinkingBlock(block)) {
							thinkingContent = block.data;
							thinkingType = 'redacted_thinking';
						}
					}
				}

				// Also check additional_kwargs on the message for Gemini thought signatures
				if (!thoughtSignature && 'additional_kwargs' in message) {
					const msgAdditionalKwargs = message.additional_kwargs as
						| Record<string, unknown>
						| undefined;
					if (msgAdditionalKwargs) {
						// First check the map format: __gemini_function_call_thought_signatures__
						const geminiSignatures = msgAdditionalKwargs[
							'__gemini_function_call_thought_signatures__'
						] as Record<string, string> | undefined;
						if (geminiSignatures && typeof geminiSignatures === 'object') {
							// Get signature for this tool call, or ANY signature for parallel calls
							thoughtSignature =
								geminiSignatures[toolCall.toolCallId] || Object.values(geminiSignatures)[0];
						}

						// If not found, check the signatures array format
						// LangChain Google returns signatures as an array that corresponds to tool_calls array
						if (!thoughtSignature) {
							const signatures = msgAdditionalKwargs.signatures as string[] | undefined;
							// Get tool_calls from message (not from additional_kwargs)
							const msgToolCalls =
								'tool_calls' in message
									? (message.tool_calls as Array<{ id?: string }> | undefined)
									: undefined;

							if (signatures && Array.isArray(signatures)) {
								if (msgToolCalls && Array.isArray(msgToolCalls)) {
									// Find the index of this tool call by ID
									const toolCallIndex = msgToolCalls.findIndex(
										(tc) => tc.id === toolCall.toolCallId,
									);
									if (toolCallIndex > 0 && toolCallIndex < signatures.length) {
										thoughtSignature = signatures[toolCallIndex];
									}
								}
								// Fallback: get first non-empty signature
								thoughtSignature ??= signatures.find((s) => s && s.length > 0);
							}
						}
					}
				}

				if (thoughtSignature || thinkingContent) break;
			}
		}
	}

	// Build result object
	if (thoughtSignature) {
		result.google = { thoughtSignature };
	}

	if (thinkingContent && thinkingType) {
		result.anthropic = {
			thinkingContent,
			thinkingType,
			...(thinkingSignature ? { thinkingSignature } : {}),
		};
	}

	return result;
}

/**
 * Creates engine requests from tool calls.
 * Maps tool call information to the format expected by the n8n engine
 * for executing tool nodes.
 *
 * This is a generalized version that can be used across different agent types
 * (Tools Agent, OpenAI Functions Agent, etc.).
 *
 * @param toolCalls - Array of tool call requests to convert
 * @param itemIndex - The current item index
 * @param tools - Array of available tools
 * @returns Array of engine request objects (filtered to remove undefined entries)
 */
export function createEngineRequests(
	toolCalls: ToolCallRequest[],
	itemIndex: number,
	tools: Array<DynamicStructuredTool | Tool>,
): EngineRequest<RequestResponseMetadata>['actions'] {
	// For parallel tool calls, LangChain may only populate messageLog on the first action.
	// Find a shared messageLog to use for all tool calls in this batch.
	const sharedMessageLog = toolCalls.find(
		(tc) => tc.messageLog && tc.messageLog.length > 0,
	)?.messageLog;
	// Similarly for additionalKwargs (contains Gemini thought signatures)
	const sharedAdditionalKwargs = toolCalls.find((tc) => tc.additionalKwargs)?.additionalKwargs as
		| Record<string, unknown>
		| undefined;

	return toolCalls
		.map((toolCall) => {
			// First try to get from metadata (for toolkit tools)
			const foundTool = tools.find((tool) => tool.name === toolCall.tool);

			if (!foundTool) return undefined;

			const nodeName = foundTool.metadata?.sourceNodeName;

			if (typeof nodeName !== 'string') return undefined;

			const metadata = (foundTool.metadata ?? {}) as ToolMetadata;
			const toolInput = toolCall.toolInput as IDataObject;
			const hitlMetadata = extractHitlMetadata(metadata, toolCall.tool, toolInput);

			let input: IDataObject = toolInput;
			if (metadata.isFromToolkit) {
				input = { ...input, tool: toolCall.tool };
			}
			if (hitlMetadata) {
				// This input will be used as HITL node input
				input = {
					// omit hitlParameters, because they are destructured into the input instead
					...omit(input, 'hitlParameters'),
					...(input.hitlParameters as IDataObject),
					toolParameters: input.toolParameters,
				};
			}

			return {
				actionType: 'ExecutionNodeAction' as const,
				nodeName,
				input,
				type: NodeConnectionTypes.AiTool,
				id: toolCall.toolCallId,
				metadata: {
					itemIndex,
					hitl: hitlMetadata,
					...extractThinkingMetadata(toolCall, sharedMessageLog, sharedAdditionalKwargs),
				},
			};
		})
		.filter((item): item is NonNullable<typeof item> => item !== undefined);
}