VBAF.LoadAll.ps1
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#Requires -Version 5.1 <# .SYNOPSIS Master loader for the VBAF framework .DESCRIPTION Loads all VBAF components in correct dependency order. WHAT YOU ARE LEARNING HERE: ============================ This file is the entry point for the entire VBAF framework. Run this once at the start of every PowerShell session. WHY DOT-SOURCING ================= The dot (.) before each file path is called "dot-sourcing". It loads the file into the CURRENT scope -- making all classes and functions available in your session. Without the dot: & .\VBAF.Core.AllClasses.ps1 -> runs in child scope, gone when done With the dot: . .\VBAF.Core.AllClasses.ps1 -> stays in current scope WHY LOAD ORDER MATTERS: ======================= PowerShell 5.1 classes must be defined BEFORE they are used. If VBAF.RL.DQN.ps1 is loaded before VBAF.Core.AllClasses.ps1, the NeuralNetwork class does not exist yet -- runtime error. The order below is the correct dependency chain: Core classes first (no dependencies) RL classes next (depend on Core) Business classes next (depend on RL) Visualization last (depends on everything) Enterprise last (the advanced layer) HOW TO USE: =========== Open PowerShell (not ISE for production -- separate consoles work better) Then dot-source this file: . .\VBAF.LoadAll.ps1 Everything is then available. Run any example: & .\VBAF.Core.Example-XOR.ps1 & .\VBAF.RL.Example-CastleLearning.ps1 & .\VBAF.Business.Test.CompanyMarket.ps1 .NOTES Part of VBAF (Visual AI & Reinforcement Learning Framework) Run this file first -- every session, every time. #> $basePath = $PSScriptRoot # Load WinForms and Drawing assemblies once, globally. # Required because GraphRenderer and dashboard classes reference # System.Windows.Forms / System.Drawing types at PARSE time -- # class definitions fail to parse if these assemblies are not # already loaded, regardless of ISE vs standalone console. Add-Type -AssemblyName System.Windows.Forms Add-Type -AssemblyName System.Drawing Write-Host "" Write-Host " Loading VBAF Framework..." -ForegroundColor Cyan Write-Host "" # PHASE 1 -- CORE NEURAL NETWORK # Activation, Neuron, Layer, NeuralNetwork classes. # Everything else depends on these -- load first. Write-Host " [Phase 1] Core neural network..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Core.AllClasses.ps1") # PHASE 2 -- REINFORCEMENT LEARNING # Q-table, experience replay, Q-learning agent, DQN agent, environments. # These depend on Core -- load after Core. Write-Host " [Phase 2] Reinforcement learning..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.RL.QTable.ps1") . (Join-Path $basePath "VBAF.RL.ExperienceReplay.ps1") . (Join-Path $basePath "VBAF.RL.QLearningAgent.ps1") . (Join-Path $basePath "VBAF.RL.Environment.ps1") . (Join-Path $basePath "VBAF.RL.DQN.ps1") . (Join-Path $basePath "VBAF.RL.PPO.ps1") . (Join-Path $basePath "VBAF.RL.A3C.ps1") # PHASE 3 -- BUSINESS / MULTI-AGENT # Company state, actions, agents and market environment. # Multi-agent competition -- four companies learning simultaneously. Write-Host " [Phase 3] Business and multi-agent..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Business.CompanyState.ps1") . (Join-Path $basePath "VBAF.Business.BusinessAction.ps1") . (Join-Path $basePath "VBAF.Business.CompanyAgent.ps1") . (Join-Path $basePath "VBAF.Business.MarketEnvironment.ps1") # PHASE 4 -- ML SUPERVISED LEARNING # Classical machine learning: regression, trees, clustering, naive Bayes. Write-Host " [Phase 4] Supervised learning..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.ML.Regression.ps1") . (Join-Path $basePath "VBAF.ML.Trees.ps1") . (Join-Path $basePath "VBAF.ML.Clustering.ps1") . (Join-Path $basePath "VBAF.ML.NaiveBayes.ps1") # PHASE 5 -- ML DATA PIPELINE # Data preparation, feature engineering, I/O, time series. Write-Host " [Phase 5] Data pipeline..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.ML.DataPipeline.ps1") . (Join-Path $basePath "VBAF.ML.FeatureEngineering.ps1") . (Join-Path $basePath "VBAF.ML.DataIO.ps1") . (Join-Path $basePath "VBAF.ML.TimeSeries.ps1") # PHASE 6 -- ML DEEP LEARNING # CNN, RNN, Autoencoder, Transfer Learning. Write-Host " [Phase 6] Deep learning..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.ML.CNN.ps1") . (Join-Path $basePath "VBAF.ML.RNN.ps1") . (Join-Path $basePath "VBAF.ML.Autoencoder.ps1") . (Join-Path $basePath "VBAF.ML.TransferLearning.ps1") # PHASE 7 -- ML PRODUCTION # Model registry, serving, MLOps, AutoML, explainability. Write-Host " [Phase 7] ML production..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.ML.ModelRegistry.ps1") . (Join-Path $basePath "VBAF.ML.ModelServer.ps1") . (Join-Path $basePath "VBAF.ML.MLOps.ps1") . (Join-Path $basePath "VBAF.ML.AutoML.ps1") . (Join-Path $basePath "VBAF.ML.Explainability.ps1") # PHASE 8 -- VISUALIZATION # Metrics collection, graph rendering, learning dashboards. Write-Host " [Phase 8] Visualization..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Visualization.MetricsCollector.ps1") . (Join-Path $basePath "VBAF.Visualization.GraphRenderer.ps1") . (Join-Path $basePath "VBAF.Visualization.LearningDashboard.ps1") . (Join-Path $basePath "VBAF.Visualization.MarketDashboard.ps1") # PHASE 8 -- ART / CREATIVE # Aesthetic reward functions, castle competition visualisation. Write-Host " [Phase 8] Creative AI..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Art.AestheticReward.ps1") # PHASE 9 -- ENTERPRISE AUTOMATION # The enterprise layer -- 14 pillars built on the foundation above. # Study Phase 1-8 first, then read these to see concepts at scale. Write-Host " [Phase 9-27] Enterprise automation..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Enterprise.Environment.ps1") . (Join-Path $basePath "VBAF.Enterprise.JobScheduler.ps1") . (Join-Path $basePath "VBAF.Enterprise.ResourceOptimizer.ps1") . (Join-Path $basePath "VBAF.Enterprise.AlertRouter.ps1") . (Join-Path $basePath "VBAF.Enterprise.SupplyChain.ps1") . (Join-Path $basePath "VBAF.Enterprise.SecurityMonitor.ps1") . (Join-Path $basePath "VBAF.Enterprise.NetworkWatcher.ps1") . (Join-Path $basePath "VBAF.Enterprise.DataFlowOptimizer.ps1") . (Join-Path $basePath "VBAF.Enterprise.MultiAgentCoordinator.ps1") . (Join-Path $basePath "VBAF.Enterprise.PredictiveMaintenance.ps1") . (Join-Path $basePath "VBAF.Enterprise.NLInterface.ps1") . (Join-Path $basePath "VBAF.Enterprise.SelfHealing.ps1") . (Join-Path $basePath "VBAF.Enterprise.Dashboard.ps1") . (Join-Path $basePath "VBAF.Enterprise.FederatedLearning.ps1") . (Join-Path $basePath "VBAF.Enterprise.CloudBridge.ps1") . (Join-Path $basePath "VBAF.Enterprise.AnomalyDetector.ps1") . (Join-Path $basePath "VBAF.Enterprise.CapacityPlanner.ps1") . (Join-Path $basePath "VBAF.Enterprise.IncidentResponder.ps1") . (Join-Path $basePath "VBAF.Enterprise.ComplianceReporter.ps1") . (Join-Path $basePath "VBAF.Enterprise.UserBehaviorAnalytics.ps1") . (Join-Path $basePath "VBAF.Enterprise.PatchIntelligence.ps1") . (Join-Path $basePath "VBAF.Enterprise.BackupOptimizer.ps1") . (Join-Path $basePath "VBAF.Enterprise.EnergyOptimizer.ps1") . (Join-Path $basePath "VBAF.Enterprise.MultiSiteCoordinator.ps1") . (Join-Path $basePath "VBAF.Enterprise.AutoPilot.ps1") . (Join-Path $basePath "VBAF.Enterprise.FleetDispatch.ps1") . (Join-Path $basePath "VBAF.Enterprise.HealthcareMonitor.ps1") # PHASE 10 -- EDUCATIONAL TOOLS # Teaching, benchmarking and playground -- depend on all phases above. # Start-VBAFTeach -- console teacher, 6 topics, press Enter to advance # Start-VBAFPlayground -- interactive menu, pick algorithm, watch it train Write-Host " [Phase 10] Educational tools..." -ForegroundColor Gray . (Join-Path $basePath "VBAF.Teach.ps1") . (Join-Path $basePath "VBAF.Benchmark.ps1") . (Join-Path $basePath "VBAF.Playground.ps1") Write-Host "" Write-Host " VBAF Framework ready!" -ForegroundColor Green Write-Host "" Write-Host " LEARNING PATH (run in order):" -ForegroundColor Yellow Write-Host " 1. cd examples\01-XOR-Network ; . .\Run-Example-01.ps1 -- neural networks" -ForegroundColor White Write-Host " 2. cd examples\02-Castle-Learning ; . .\Run-Example-02.ps1 -- Q-learning" -ForegroundColor White Write-Host " 3. cd examples\03-Market-Simulation ; . .\Run-Example-03.ps1 -- multi-agent" -ForegroundColor White Write-Host " 4. cd examples\04-Learning-Dashboard ; . .\Run-Example-04.ps1 -- dashboards" -ForegroundColor White Write-Host " 5. cd examples\05-Validation-Dashboard ; . .\Run-Example-05.ps1 -- model validation" -ForegroundColor White Write-Host " 6. cd examples\06-Custom-Agent ; . .\Run-Example-06.ps1 -- build your own" -ForegroundColor White Write-Host "" Write-Host " THE 5 DASHBOARDS:-- Click on the first Dashboard and the rest are visible" -ForegroundColor Yellow Write-Host " 1. & .\VBAF.Visualization.Example-Dashboard.ps1 -- learning curves" -ForegroundColor White Write-Host " 2. & .\VBAF.Business.Dashboard-Demo.ps1 -- market competition" -ForegroundColor White Write-Host " 3. & .\VBAF.Core.Test-ValidationDashboard.ps1 -- model validation" -ForegroundColor White Write-Host " 4. & .\VBAF.Art.Show20-QLearning.ps1 -- Q-learning visual" -ForegroundColor White Write-Host " 5. & .\VBAF.Art.CastleCompetition.ps1 -- castle battle" -ForegroundColor White Write-Host "" Write-Host " EDUCATIONAL TOOLS:" -ForegroundColor Yellow Write-Host " Start-VBAFTeach -- console teacher (6 topics)" -ForegroundColor White Write-Host " Start-VBAFPlayground -- interactive experiment station" -ForegroundColor White Write-Host "" |