import 'dart:convert';
import 'package:auto_gpt_flutter_client/models/benchmark_service/report_request_body.dart';
import 'package:auto_gpt_flutter_client/models/skill_tree/skill_tree_edge.dart';
import 'package:auto_gpt_flutter_client/models/skill_tree/skill_tree_node.dart';
import 'package:auto_gpt_flutter_client/services/benchmark_service.dart';
import 'package:collection/collection.dart';
import 'package:flutter/foundation.dart';
import 'package:flutter/services.dart';
import 'package:graphview/GraphView.dart';
import 'package:uuid/uuid.dart';

class SkillTreeViewModel extends ChangeNotifier {
  // TODO: Potentially move to task queue view model when we create one
  final BenchmarkService benchmarkService;
  // TODO: Potentially move to task queue view model when we create one
  bool isBenchmarkRunning = false;

  List<SkillTreeNode> _skillTreeNodes = [];
  List<SkillTreeEdge> _skillTreeEdges = [];
  SkillTreeNode? _selectedNode;
  // TODO: Potentially move to task queue view model when we create one
  List<SkillTreeNode>? _selectedNodeHierarchy;

  SkillTreeNode? get selectedNode => _selectedNode;
  List<SkillTreeNode>? get selectedNodeHierarchy => _selectedNodeHierarchy;

  final Graph graph = Graph()..isTree = true;
  BuchheimWalkerConfiguration builder = BuchheimWalkerConfiguration();

  SkillTreeViewModel(this.benchmarkService);

  Future<void> initializeSkillTree() async {
    try {
      resetState();

      // Read the JSON file from assets
      String jsonContent =
          await rootBundle.loadString('assets/tree_structure.json');

      // Decode the JSON string
      Map<String, dynamic> decodedJson = jsonDecode(jsonContent);

      // Create SkillTreeNodes from the decoded JSON
      for (var nodeMap in decodedJson['nodes']) {
        SkillTreeNode node = SkillTreeNode.fromJson(nodeMap);
        _skillTreeNodes.add(node);
      }

      // Create SkillTreeEdges from the decoded JSON
      for (var edgeMap in decodedJson['edges']) {
        SkillTreeEdge edge = SkillTreeEdge.fromJson(edgeMap);
        _skillTreeEdges.add(edge);
      }

      builder
        ..siblingSeparation = (50)
        ..levelSeparation = (50)
        ..subtreeSeparation = (50)
        ..orientation = (BuchheimWalkerConfiguration.ORIENTATION_LEFT_RIGHT);

      notifyListeners();

      return Future.value(); // Explicitly return a completed Future
    } catch (e) {
      print(e);
    }
  }

  void resetState() {
    _skillTreeNodes = [];
    _skillTreeEdges = [];
    _selectedNode = null;
    _selectedNodeHierarchy = null;
  }

  void toggleNodeSelection(String nodeId) {
    if (isBenchmarkRunning) return;
    if (_selectedNode?.id == nodeId) {
      // Unselect the node if it's already selected
      _selectedNode = null;
      _selectedNodeHierarchy = null;
    } else {
      // Select the new node
      _selectedNode = _skillTreeNodes.firstWhere((node) => node.id == nodeId);
      populateSelectedNodeHierarchy(nodeId);
    }
    notifyListeners();
  }

  void populateSelectedNodeHierarchy(String startNodeId) {
    // Initialize an empty list to hold the nodes in the hierarchy.
    _selectedNodeHierarchy = [];

    // Find the starting node (the selected node) in the skill tree nodes list.
    SkillTreeNode? currentNode =
        _skillTreeNodes.firstWhere((node) => node.id == startNodeId);

    // Loop through the tree to populate the hierarchy list.
    // The loop will continue as long as there's a valid current node.
    while (currentNode != null) {
      // Add the current node to the hierarchy list.
      _selectedNodeHierarchy!.add(currentNode);

      // Find the parent node by looking through the skill tree edges.
      // We find the edge where the 'to' field matches the ID of the current node.
      SkillTreeEdge? parentEdge = _skillTreeEdges
          .firstWhereOrNull((edge) => edge.to == currentNode?.id);

      // If a parent edge is found, find the corresponding parent node.
      if (parentEdge != null) {
        // The 'from' field of the edge gives us the ID of the parent node.
        // We find that node in the skill tree nodes list.
        currentNode = _skillTreeNodes
            .firstWhereOrNull((node) => node.id == parentEdge.from);
      } else {
        // If no parent edge is found, it means we've reached the root node.
        // We set currentNode to null to exit the loop.
        currentNode = null;
      }
    }
  }

  // Function to get a node by its ID
  SkillTreeNode? getNodeById(String nodeId) {
    try {
      // Find the node in the list where the ID matches
      return _skillTreeNodes.firstWhere((node) => node.id == nodeId);
    } catch (e) {
      print("Node with ID $nodeId not found: $e");
      return null;
    }
  }

  // TODO: Update to actual implementation
  Future<void> runBenchmark() async {
    // Set the benchmark running flag to true
    isBenchmarkRunning = true;
    notifyListeners();

    // Initialize an empty list to collect unique UUIDs for test runs
    List<String> testRunIds = [];

    try {
      // Reverse the selected node hierarchy
      final reversedSelectedNodeHierarchy =
          List.from(_selectedNodeHierarchy!.reversed);

      // Loop through the reversed node hierarchy to generate reports for each node
      for (var node in reversedSelectedNodeHierarchy) {
        // Generate a unique UUID for the test run
        final uuid = const Uuid().v4();

        // Create a ReportRequestBody object
        final reportRequestBody = ReportRequestBody(
            test: node.data.name, testRunId: uuid, mock: true);

        // Call generateSingleReport with the created ReportRequestBody object
        final singleReport =
            await benchmarkService.generateSingleReport(reportRequestBody);
        print("Single report generated: $singleReport");

        // Add the unique UUID to the list
        // TODO: We should check if the test passed. If not we short circuit.
        // TODO: We should create a model to track our active tests
        testRunIds.add(uuid);

        // Notify the UI
        notifyListeners();
      }

      // Generate a combined report using all the unique UUIDs
      final combinedReport =
          await benchmarkService.generateCombinedReport(testRunIds);

      // Pretty-print the JSON result
      String prettyResult =
          JsonEncoder.withIndent('  ').convert(combinedReport);
      print("Combined report generated: $prettyResult");
    } catch (e) {
      print("Failed to generate reports: $e");
    }

    // Set the benchmark running flag to false
    isBenchmarkRunning = false;
    notifyListeners();
  }

  // Getter to expose nodes for the View
  List<SkillTreeNode> get skillTreeNodes => _skillTreeNodes;

  // Getter to expose edges for the View
  List<SkillTreeEdge> get skillTreeEdges => _skillTreeEdges;
}