Files
Auto-GPT/frontend/lib/viewmodels/skill_tree_viewmodel.dart
2023-09-28 23:59:14 -07:00

277 lines
10 KiB
Dart

import 'dart:convert';
import 'package:auto_gpt_flutter_client/models/benchmark/benchmark_run.dart';
import 'package:auto_gpt_flutter_client/models/benchmark/benchmark_step_request_body.dart';
import 'package:auto_gpt_flutter_client/models/benchmark/benchmark_task_request_body.dart';
import 'package:auto_gpt_flutter_client/models/benchmark/benchmark_task_status.dart';
import 'package:auto_gpt_flutter_client/models/skill_tree/skill_tree_category.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/models/step.dart';
import 'package:auto_gpt_flutter_client/models/task.dart';
import 'package:auto_gpt_flutter_client/models/test_suite.dart';
import 'package:auto_gpt_flutter_client/services/benchmark_service.dart';
import 'package:auto_gpt_flutter_client/services/leaderboard_service.dart';
import 'package:auto_gpt_flutter_client/viewmodels/chat_viewmodel.dart';
import 'package:auto_gpt_flutter_client/viewmodels/task_viewmodel.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
final LeaderboardService leaderboardService;
// TODO: Potentially move to task queue view model when we create one
bool isBenchmarkRunning = false;
// TODO: Potentially move to task queue view model when we create one
// TODO: clear when clicking a new node
Map<SkillTreeNode, BenchmarkTaskStatus> benchmarkStatusMap = {};
List<BenchmarkRun> currentBenchmarkRuns = [];
List<SkillTreeNode> _skillTreeNodes = [];
List<SkillTreeEdge> _skillTreeEdges = [];
SkillTreeNode? _selectedNode;
// TODO: Potentially move to task queue view model when we create one
List<SkillTreeNode>? _selectedNodeHierarchy;
List<SkillTreeNode> get skillTreeNodes => _skillTreeNodes;
List<SkillTreeEdge> get skillTreeEdges => _skillTreeEdges;
SkillTreeNode? get selectedNode => _selectedNode;
List<SkillTreeNode>? get selectedNodeHierarchy => _selectedNodeHierarchy;
final Graph graph = Graph();
SugiyamaConfiguration builder = SugiyamaConfiguration();
SkillTreeCategory currentSkillTreeType = SkillTreeCategory.general;
SkillTreeViewModel(this.benchmarkService, this.leaderboardService);
Future<void> initializeSkillTree() async {
try {
resetState();
String fileName = currentSkillTreeType.jsonFileName;
// Read the JSON file from assets
String jsonContent = await rootBundle.loadString('assets/$fileName');
// 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.orientation = (SugiyamaConfiguration.ORIENTATION_LEFT_RIGHT);
builder.bendPointShape = CurvedBendPointShape(curveLength: 20);
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();
}
// TODO: Do we want to continue testing other branches of tree if one branch side fails benchmarking?
void populateSelectedNodeHierarchy(String startNodeId) {
// Initialize an empty list to hold the nodes in all hierarchies.
_selectedNodeHierarchy = <SkillTreeNode>[];
// Initialize a set to keep track of nodes that have been added.
final addedNodes = <String>{};
// Start the recursive population of the hierarchy from the startNodeId.
recursivePopulateHierarchy(startNodeId, addedNodes);
// Notify listeners about the change in the selectedNodeHierarchy state.
notifyListeners();
}
void recursivePopulateHierarchy(String nodeId, Set<String> addedNodes) {
// Find the current node in the skill tree nodes list.
final currentNode =
_skillTreeNodes.firstWhereOrNull((node) => node.id == nodeId);
// If the node is found and it hasn't been added yet, proceed with the population.
if (currentNode != null && addedNodes.add(currentNode.id)) {
// Find all parent edges for the current node.
final parentEdges =
_skillTreeEdges.where((edge) => edge.to == currentNode.id);
// For each parent edge found, recurse to the parent node.
for (final parentEdge in parentEdges) {
// Recurse to the parent node identified by the 'from' field of the edge.
recursivePopulateHierarchy(parentEdge.from, addedNodes);
}
// After processing all parent nodes, add the current node to the list.
_selectedNodeHierarchy!.add(currentNode);
}
}
// 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: Move to task queue view model
Future<void> runBenchmark(
ChatViewModel chatViewModel, TaskViewModel taskViewModel) async {
// Clear the benchmarkStatusList
benchmarkStatusMap.clear();
// Reset the current benchmark runs list to be empty at the start of a new benchmark
currentBenchmarkRuns = [];
// Create a new TestSuite object with the current timestamp
final testSuite =
TestSuite(timestamp: DateTime.now().toIso8601String(), tests: []);
// Set the benchmark running flag to true
isBenchmarkRunning = true;
// Notify listeners
notifyListeners();
// Populate benchmarkStatusList with node hierarchy
for (var node in _selectedNodeHierarchy!) {
benchmarkStatusMap[node] = BenchmarkTaskStatus.notStarted;
}
try {
// Loop through the nodes in the hierarchy
for (var node in _selectedNodeHierarchy!) {
benchmarkStatusMap[node] = BenchmarkTaskStatus.inProgress;
notifyListeners();
// Create a BenchmarkTaskRequestBody
final benchmarkTaskRequestBody = BenchmarkTaskRequestBody(
input: node.data.task, evalId: node.data.evalId);
// Create a new benchmark task
final createdTask = await benchmarkService
.createBenchmarkTask(benchmarkTaskRequestBody);
// Create a new Task object
final task =
Task(id: createdTask['task_id'], title: createdTask['input']);
// Update the current task ID in ChatViewModel
chatViewModel.setCurrentTaskId(task.id);
// Execute the first step and initialize the Step object
Map<String, dynamic> stepResponse =
await benchmarkService.executeBenchmarkStep(
task.id, BenchmarkStepRequestBody(input: node.data.task));
Step step = Step.fromMap(stepResponse);
chatViewModel.fetchChatsForTask();
// Check if it's the last step
while (!step.isLast) {
// Execute next step and update the Step object
stepResponse = await benchmarkService.executeBenchmarkStep(
task.id, BenchmarkStepRequestBody(input: null));
step = Step.fromMap(stepResponse);
// Fetch chats for the task
chatViewModel.fetchChatsForTask();
}
// Trigger the evaluation
final evaluationResponse =
await benchmarkService.triggerEvaluation(task.id);
// Decode the evaluationResponse into a BenchmarkRun object
BenchmarkRun benchmarkRun = BenchmarkRun.fromJson(evaluationResponse);
// Add the benchmark run object to the list of current benchmark runs
currentBenchmarkRuns.add(benchmarkRun);
// Update the benchmarkStatusList based on the evaluation response
bool successStatus = benchmarkRun.metrics.success;
benchmarkStatusMap[node] = successStatus
? BenchmarkTaskStatus.success
: BenchmarkTaskStatus.failure;
await Future.delayed(Duration(seconds: 1));
notifyListeners();
testSuite.tests.add(task);
// If successStatus is false, break out of the loop
if (!successStatus) {
print(
"Benchmark for node ${node.id} failed. Stopping all benchmarks.");
break;
}
}
// Add the TestSuite to the TaskViewModel
taskViewModel.addTestSuite(testSuite);
} catch (e) {
print("Error while running benchmark: $e");
}
// Reset the benchmark running flag
isBenchmarkRunning = false;
notifyListeners();
}
// TODO: Move to task queue view model
Future<void> submitToLeaderboard(
String teamName, String repoUrl, String agentGitCommitSha) async {
// Create a UUID.v4 for our unique run ID
String uuid = const Uuid().v4();
for (var run in currentBenchmarkRuns) {
run.repositoryInfo.teamName = teamName;
run.repositoryInfo.repoUrl = repoUrl;
run.repositoryInfo.agentGitCommitSha = agentGitCommitSha;
run.runDetails.runId = uuid;
await leaderboardService.submitReport(run);
print('Completed submission to leaderboard!');
}
// Clear the currentBenchmarkRuns list after submitting to the leaderboard
currentBenchmarkRuns.clear();
}
}