[CmdletBinding()] param( [Parameter(Mandatory = $true)] [string]$EvaluationPack, [Parameter(Mandatory = $true)] [string]$ValidFovRoot, [Parameter(Mandatory = $true)] [string]$RunnerPath, [Parameter(Mandatory = $true)] [string]$BaselineRunnerPath, [string]$RuntimeRoot = "D:\NDC_MISSIONCORE\runtime" ) $ErrorActionPreference = "Stop" $ProgressPreference = "SilentlyContinue" function Assert-LastExitCode { param([string]$Operation) if ($LASTEXITCODE -ne 0) { throw "$Operation failed with exit code $LASTEXITCODE" } } function Assert-RegularFile { param([string]$Path, [string]$Label) $item = Get-Item -LiteralPath $Path -Force if (-not $item.PSIsContainer -and -not ($item.Attributes -band [IO.FileAttributes]::ReparsePoint)) { return $item.FullName } throw "$Label is not a regular file" } function Assert-Directory { param([string]$Path, [string]$Label) $item = Get-Item -LiteralPath $Path -Force if ($item.PSIsContainer -and -not ($item.Attributes -band [IO.FileAttributes]::ReparsePoint)) { return $item.FullName } throw "$Label is not a real directory" } function Convert-ToDockerPath { param([string]$Path) return $Path.Replace("\", "/") } $packRoot = Assert-Directory (Resolve-Path -LiteralPath $EvaluationPack).Path "Evaluation pack" $validFov = Assert-Directory (Resolve-Path -LiteralPath $ValidFovRoot).Path "Valid-FOV root" $runner = Assert-RegularFile (Resolve-Path -LiteralPath $RunnerPath).Path "Prelabel runner" $baselineRunner = Assert-RegularFile (Resolve-Path -LiteralPath $BaselineRunnerPath).Path "Baseline runner" if ((Split-Path $runner -Parent) -ne (Split-Path $baselineRunner -Parent)) { throw "Prelabel and baseline runners must share one read-only mount" } $runtime = Assert-Directory (Resolve-Path -LiteralPath $RuntimeRoot).Path "Runtime root" $pack = Get-Content -LiteralPath (Join-Path $packRoot "manifest.json") -Raw | ConvertFrom-Json if ( $pack.schema_version -ne "missioncore.perception-evaluation-pack/v1" -or $pack.generation_id -ne (Split-Path $packRoot -Leaf) -or $pack.identity.preprocessing_profile -ne "fixed-valid-fov-fill/v1" ) { throw "Evaluation pack manifest is incompatible" } $null = Assert-RegularFile (Join-Path $validFov "manifest.json") "Valid-FOV manifest" $null = Assert-RegularFile (Join-Path $validFov "mask.png") "Valid-FOV mask" $cacheRoot = Assert-Directory (Join-Path $runtime "cache\perception-p0-models-v1") "Model cache" $torchEnvironment = Assert-Directory (Join-Path $runtime "derived\perception-p0-env-v1") "Torch environment" $transformersEnvironment = Assert-Directory (Join-Path $runtime "derived\perception-p0-transformers4576-v1") "Transformers environment" $runnerRoot = Split-Path $runner -Parent $runnerName = Split-Path $runner -Leaf $derivedRoot = Join-Path $runtime "derived\evaluation-prelabels" $null = New-Item -ItemType Directory -Path $derivedRoot -Force $runToken = [Guid]::NewGuid().ToString("N") $publishRoot = Join-Path $derivedRoot (".{0}-{1}.publish" -f $pack.generation_id, $runToken) $stagingRoot = Join-Path $publishRoot "output" $null = New-Item -ItemType Directory -Path $publishRoot try { $dockerArgs = @( "run", "--rm", "--gpus", "all", "--network", "none", "--security-opt", "no-new-privileges:true", "--cap-drop", "ALL", "--shm-size", "2g", "-e", "PYTHONPATH=/opt/transformers:/opt/env", "-e", "TORCH_HOME=/cache/torch", "-e", "HF_HOME=/cache/huggingface", "-e", "HF_HUB_OFFLINE=1", "-e", "TRANSFORMERS_OFFLINE=1", "-v", ((Convert-ToDockerPath $packRoot) + ":/evaluation-pack:ro"), "-v", ((Convert-ToDockerPath $validFov) + ":/valid-fov:ro"), "-v", ((Convert-ToDockerPath $publishRoot) + ":/publish:rw"), "-v", ((Convert-ToDockerPath $cacheRoot) + ":/cache:rw"), "-v", ((Convert-ToDockerPath $torchEnvironment) + ":/opt/env:ro"), "-v", ((Convert-ToDockerPath $transformersEnvironment) + ":/opt/transformers:ro"), "-v", ((Convert-ToDockerPath $runnerRoot) + ":/runner:ro"), "--entrypoint", "python3", "nvcr.io/nvidia/tritonserver:26.06-py3", ("/runner/{0}" -f $runnerName), "--evaluation-pack", "/evaluation-pack", "--valid-fov-root", "/valid-fov", "--output", "/publish/output", "--cache", "/cache", "--telemetry-interval-seconds", "1" ) Write-Output ("PHASE=e2-prelabels-start PACK={0}" -f $pack.generation_id) & docker @dockerArgs Assert-LastExitCode "E2 prelabel generation" $result = Get-Content -LiteralPath (Join-Path $stagingRoot "result.json") -Raw | ConvertFrom-Json if ( $result.schema_version -ne "missioncore.perception-evaluation-prelabels/v1" -or $result.result_id -notmatch "^evaluation-prelabels-[a-f0-9]{64}$" -or $result.identity.evaluation_pack_id -ne $pack.generation_id ) { throw "E2 prelabel result manifest is incompatible" } $finalRoot = Join-Path $derivedRoot ([string]$result.result_id) if (Test-Path -LiteralPath $finalRoot) { throw "An immutable E2 prelabel result with the same identity already exists: $finalRoot" } Move-Item -LiteralPath $stagingRoot -Destination $finalRoot Remove-Item -LiteralPath $publishRoot -Force Write-Output ("RESULT_ROOT={0}" -f $finalRoot) Write-Output ("RESULT_ID={0}" -f $result.result_id) } finally { if (Test-Path -LiteralPath $publishRoot) { Remove-Item -LiteralPath $publishRoot -Recurse -Force } }