# Configuration $ProjectDir = Join-Path $env:USERPROFILE 'bd-model-generations' $StatusFile = Join-Path $ProjectDir 'status\model_trainer.status' $LogFile = Join-Path $ProjectDir 'logs\actions.log' function Write-Log { param([string]$Message, [string]$Type = 'INFO') $timestamp = (Get-Date).ToString('yyyyMMdd_HHmmss') Add-Content -Path $LogFile -Value "[$timestamp] $Type`: $Message" } # Ensure status directory exists New-Item -ItemType Directory -Force -Path (Split-Path $StatusFile) | Out-Null try { # Initialize status Set-Content -Path $StatusFile -Value 'Initializing model training...' Write-Log 'Model trainer started' 'INFO' # Simulated training progress (replace with actual logic) $progressSteps = @( @{ Status = 'Loading training dataset...'; Duration = 2 }, @{ Status = 'Initializing model architecture...'; Duration = 2 }, @{ Status = 'Training Epoch 1/5...'; Duration = 3 }, @{ Status = 'Training Epoch 2/5...'; Duration = 3 }, @{ Status = 'Training Epoch 3/5...'; Duration = 3 }, @{ Status = 'Training Epoch 4/5...'; Duration = 3 }, @{ Status = 'Training Epoch 5/5...'; Duration = 3 }, @{ Status = 'Saving model checkpoints...'; Duration = 1 } ) foreach ($step in $progressSteps) { Set-Content -Path $StatusFile -Value $step.Status Write-Log $step.Status 'INFO' Start-Sleep -Seconds $step.Duration } # Final status update Set-Content -Path $StatusFile -Value 'Model training completed successfully' Write-Log 'Model training completed' 'SUCCESS' Start-Sleep -Seconds 1 } catch { Write-Log "Error in model training: $_" 'ERROR' Set-Content -Path $StatusFile -Value 'Error: Model training failed' Start-Sleep -Seconds 1 } finally { # Cleanup status file if (Test-Path $StatusFile) { Remove-Item -Path $StatusFile } }