File size: 1,975 Bytes
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# 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
}
}
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